# ISYE 699: Advanced Independent Study | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ISYE_699)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07

### observed at

2026-09-07T15:55:43.033547+00:00

### built at

2026-09-10T19:50:42.743001+00:00

### courses

8951

### current instructors

5754

### limited

false

### terms

* 1272
* 1264
* 1262
* 1254
* 1252
* 1244
* 1242
* 1234
* 1232
* 1224
* 1222
* 1212
* 1204
* 1202
* 1194
* 1192
* 1184
* 1182
* 1174
* 1172
* 1164
* 1162
* 1154
* 1152
* 1144
* 1142
* 1134
* 1132
* 1124
* 1122
* 1114
* 1112
* 1104
* 1102
* 1094
* 1092
* 1084
* 1082
* 1074
* 1072

### term

1272

### departments

| subject   | count |
| --------- | ----- |
| AAE       | 90    |
| ABT       | 20    |
| ACCTIS    | 36    |
| ACTSCI    | 14    |
| AFAERO    | 10    |
| AFRICAN   | 87    |
| AFROAMER  | 71    |
| AGROECOL  | 21    |
| AMERIND   | 53    |
| ANAT\&PHY | 7     |
| ANATOMY   | 2     |
| ANESTHES  | 8     |
| ANSCI     | 57    |
| ANTHRO    | 95    |
| ART       | 125   |
| ARTED     | 10    |
| ARTHIST   | 121   |
| ASIALANG  | 129   |
| ASIAN     | 109   |
| ASIANAM   | 28    |
| ASTRON    | 38    |
| ATMOCN    | 69    |
| BIOCHEM   | 51    |
| BIOCORE   | 10    |
| BIOLOGY   | 14    |
| BIOMDSCI  | 18    |
| BME       | 66    |
| BMI       | 41    |
| BMOLCHEM  | 10    |
| BOTANY    | 69    |
| BSE       | 44    |
| C\&ESOC   | 73    |
| CBE       | 48    |
| CHEM      | 101   |
| CHICLA    | 52    |
| CIVENGR   | 133   |
| CLASSICS  | 47    |
| CNP       | 10    |
| CNSRSCI   | 50    |
| COMARTS   | 137   |
| COMPBIO   | 15    |
| COMPLIT   | 11    |
| COMPSCI   | 138   |
| COUNPSY   | 78    |
| CRB       | 19    |
| CS\&D     | 71    |
| CSCS      | 40    |
| CURRIC    | 193   |
| DANCE     | 93    |
| DERM      | 8     |
| DS        | 88    |
| DYSCI     | 35    |
| ECE       | 155   |
| ECON      | 145   |
| EDPOL     | 114   |
| EDPSYCH   | 97    |
| ELPA      | 70    |
| EMA       | 53    |
| EMERMED   | 17    |
| ENGL      | 206   |
| ENTOM     | 40    |
| ENVIRST   | 148   |
| EP        | 15    |
| EPD       | 67    |
| ESL       | 16    |
| F\&WECOL  | 60    |
| FAMMED    | 22    |
| FINANCE   | 50    |
| FOLKLORE  | 40    |
| FOODSCI   | 43    |
| FRENCH    | 63    |
| GEN\&WS   | 145   |
| GENBUS    | 72    |
| GENECSLR  | 17    |
| GENETICS  | 60    |
| GEOG      | 113   |
| GEOSCI    | 83    |
| GERMAN    | 82    |
| GLE       | 48    |
| GNS       | 38    |
| GREEK     | 27    |
| HDFS      | 41    |
| HEBR-BIB  | 13    |
| HEBR-MOD  | 10    |
| HISTORY   | 233   |
| HISTSCI   | 56    |
| HONCOL    | 13    |
| ILS       | 43    |
| INFOSYS   | 9     |
| INTEGART  | 7     |
| INTEGSCI  | 22    |
| INTER-AG  | 18    |
| INTER-HE  | 11    |
| INTER-LS  | 22    |
| INTEREGR  | 16    |
| INTLBUS   | 21    |
| INTLST    | 50    |
| ISYE      | 83    |
| ITALIAN   | 53    |
| JEWISH    | 56    |
| JOURN     | 88    |
| KINES     | 128   |
| LACIS     | 26    |
| LANDARC   | 61    |
| LATIN     | 24    |
| LAW       | 120   |
| LEGALST   | 48    |
| LINGUIS   | 35    |
| LIS       | 89    |
| LITTRANS  | 78    |
| LSC       | 52    |
| M\&ENVTOX | 7     |
| MARKETNG  | 62    |
| MATH      | 153   |
| MDGENET   | 8     |
| ME        | 130   |
| MEDHIST   | 43    |
| MEDICINE  | 60    |
| MEDIEVAL  | 32    |
| MEDPHYS   | 39    |
| MEDSC-M   | 29    |
| MEDSC-V   | 41    |
| MHR       | 68    |
| MICROBIO  | 45    |
| MILSCI    | 16    |
| MM\&I     | 22    |
| MOLBIOL   | 6     |
| MS\&E     | 59    |
| MUSIC     | 165   |
| MUSPERF   | 126   |
| NAVSCI    | 20    |
| NE        | 44    |
| NEURODPT  | 11    |
| NEUROL    | 7     |
| NEURSURG  | 4     |
| NTP       | 11    |
| NURSING   | 111   |
| NUTRSCI   | 65    |
| OBS\&GYN  | 18    |
| OCCTHER   | 39    |
| ONCOLOGY  | 14    |
| OPHTHALM  | 5     |
| OTM       | 43    |
| PATH      | 34    |
| PATH-BIO  | 29    |
| PEDIAT    | 26    |
| PHARMACY  | 31    |
| PHILOS    | 77    |
| PHMCOL-M  | 11    |
| PHMPRAC   | 45    |
| PHMSCI    | 60    |
| PHYASST   | 37    |
| PHYSICS   | 88    |
| PHYSIOL   | 3     |
| PHYTHER   | 37    |
| PLANTSCI  | 52    |
| PLPATH    | 35    |
| POLISCI   | 192   |
| POPHLTH   | 58    |
| PORTUG    | 33    |
| PSYCH     | 101   |
| PSYCHIAT  | 22    |
| PUBAFFR   | 54    |
| PUBLHLTH  | 23    |
| RADIOL    | 11    |
| REALEST   | 41    |
| RELIGST   | 90    |
| RHABMED   | 9     |
| RMI       | 24    |
| RP\&SE    | 102   |
| S\&APHM   | 17    |
| SCANDST   | 73    |
| SLAVIC    | 89    |
| SOC       | 149   |
| SOCWORK   | 87    |
| SOILSCI   | 46    |
| SPANISH   | 83    |
| SRMED     | 21    |
| STAT      | 94    |
| STDYABRD  | 52    |
| STS       | 8     |
| SURGERY   | 25    |
| SURGSCI   | 33    |
| THEATRE   | 91    |
| URBRPL    | 60    |
| UROLOGY   | 5     |
| ZOOLOGY   | 89    |

## course

### run id

20260907T155543-ce3781c4

### semester

1272

### observed at

2026-09-07 15:55:43.033547+00:00

### record version id

a6969e15cb08c472cee7af791189454a2d5efd9abad9e44ff72c4e82e9191827

### course id

ISYE 699

### course uid

course\_7029dbe1331dc04d405f91e2

### catalog version id

987825ebbe564cf54b5ae298abcb9bf6443ca701e87ec70a91e258fd02f28f3e

### course number

699

### subjects

* ISYE

### title

ADVANCED INDEPENDENT STUDY

### description

Under faculty supervision.

### requirements text

Consent of instructor

### credits min

1

### credits max

5

### credit offering ids

* 1272:490:010327

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

82bcbcad46177b93c4845a681d57123c4447fd7611c8be34b24899d2bab1a4a4

### llm model

nvidia/Qwen3.6-35B-A3B-NVFP4

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

ISYE 699 is an advanced independent study course conducted under faculty supervision.

### llm topics

None recorded.

### llm skills

None recorded.

### llm assumed background

None recorded.

### llm search phrases

* ISYE 699 independent study
* ISYE advanced research
* ISYE faculty supervision

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

7c26ff6e07edc505e6f23eabb4c84bcdfa3c475fa8d7b1d0a9e5cfa514ba7869

#### course id

ISYE 699

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_1ff77094c39644d04495ec4e",
    "message": "No course-specific reviews available",
    "name": "Alberto Del Pia",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2490725",
    "summary": []
  },
  {
    "instructor_uid": "instructor_056b4d3b498dc164f56c64bb",
    "message": "No course-specific reviews available",
    "name": "Andi Wang",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:3154967",
    "summary": []
  },
  {
    "instructor_uid": "instructor_13a3990be4b0b25a8a5fc73f",
    "message": "No course-specific reviews available",
    "name": "Andrew Quanbeck",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_3b251949b48503ddc5a3bbda",
    "message": "No course-specific reviews available",
    "name": "Bilge Mutlu",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2474914",
    "summary": []
  },
  {
    "instructor_uid": "instructor_9034afbfbb7f1b98a2537126",
    "message": "No course-specific reviews available",
    "name": "Brian Patterson",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_790616eb1b3311e29964b78a",
    "message": "No course-specific reviews available",
    "name": "Carla Michini",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2371667",
    "summary": []
  },
  {
    "instructor_uid": "instructor_e72870af9e6f9d480d0f970f",
    "message": "No course-specific reviews available",
    "name": "Douglas Wiegmann",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2451001",
    "summary": [
      {
        "citations": [
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 29,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1224",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2022: 4.00 GPA, 100.0% A/AB (n=2 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_43042c9f6215a964f74436d8",
    "message": "No course-specific reviews available",
    "name": "Gabriel Zayas Caban",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_6d0ec0e783640ee55178ee65",
    "message": "No course-specific reviews available",
    "name": "Hanna Barton",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_a65bc7d6709365e70eac0328",
    "message": "No course-specific reviews available",
    "name": "Hannah Silber",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2522752",
    "summary": [
      {
        "citations": [
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 18,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1224",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2022: 4.00 GPA, 100.0% A/AB (n=1 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_a8a9492310b4fdcecd06a914",
    "message": "No course-specific reviews available",
    "name": "Hantang Qin",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2920138",
    "summary": []
  },
  {
    "instructor_uid": "instructor_f40802eb4f9eef1ee66010c6",
    "message": "No course-specific reviews available",
    "name": "Jackie Cha",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 80,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          },
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 72,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1264",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2025: 4.00 GPA, 100.0% A/AB (n=6 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=7 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_88b50100bedfe361746dd123",
    "message": "No course-specific reviews available",
    "name": "Jeffrey Linderoth",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1472025",
    "summary": []
  },
  {
    "instructor_uid": "instructor_6c79317269bbf1f9903ca030",
    "message": "No course-specific reviews available",
    "name": "Jim Luedtke",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1666869",
    "summary": []
  },
  {
    "instructor_uid": "instructor_25eb47fb214352fc2ed33bf7",
    "message": "No course-specific reviews available",
    "name": "John Lee",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1722365",
    "summary": [
      {
        "citations": [
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 40,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1134",
            "type": "grade"
          },
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 40,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1164",
            "type": "grade"
          },
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 40,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1224",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2013: 4.00 GPA, 100.0% A/AB (n=7 letter grades); Spring 2016: 4.00 GPA, 100.0% A/AB (n=5 letter grades); Spring 2022: 4.00 GPA, 100.0% A/AB (n=1 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_8bbc8e36f26eb211664cde7f",
    "message": "No course-specific reviews available",
    "name": "Kaibo Liu",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_2308a0f3735e180d09af9904",
    "message": "No course-specific reviews available",
    "name": "Kevin Ponto",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_5447dc2b17dc552a5c4f85d8",
    "message": "No course-specific reviews available",
    "name": "Laura Albert",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:3155010",
    "summary": []
  },
  {
    "instructor_uid": "instructor_9a4921f09fda94aa621413f5",
    "message": "No course-specific reviews available",
    "name": "Michael Biehler",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 74,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          },
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 74,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=9 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=17 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_fd72eb00ec3632f13c9c7970",
    "message": "No course-specific reviews available",
    "name": "Michael Ferris",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:926803",
    "summary": []
  },
  {
    "instructor_uid": "instructor_f2883e99c13043ab818163d4",
    "message": "No course-specific reviews available",
    "name": "Oguzhan Alagoz",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2377358",
    "summary": [
      {
        "citations": [
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 28,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1192",
            "type": "grade"
          },
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 28,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1202",
            "type": "grade"
          },
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 28,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1224",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2018: 4.00 GPA, 100.0% A/AB (n=6 letter grades); Fall 2019: 4.00 GPA, 100.0% A/AB (n=6 letter grades); Spring 2022: 4.00 GPA, 100.0% A/AB (n=1 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_832febb28f1592a37f1c0d8c",
    "message": "No course-specific reviews available",
    "name": "Pengyu Zhang",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_6f26cace428ec0a26bbed4ad",
    "message": "No course-specific reviews available",
    "name": "Raj Veeramani",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_b272db642d2b93e5b6693929",
    "message": "No course-specific reviews available",
    "name": "Ranjana Mehta",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2967425",
    "summary": []
  },
  {
    "instructor_uid": "instructor_af76989bed6d07fd241691af",
    "message": "No course-specific reviews available",
    "name": "Robert Radwin",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2689714",
    "summary": []
  },
  {
    "instructor_uid": "instructor_01f178d518f575522b9173f0",
    "message": "No course-specific reviews available",
    "name": "Shiyu Zhou",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2067919",
    "summary": []
  },
  {
    "instructor_uid": "instructor_814872df5a528f5906fb2a15",
    "message": "No course-specific reviews available",
    "name": "Sinan Tas",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2840709",
    "summary": [
      {
        "citations": [
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 8,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1242",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2023: 3.70 GPA, 90.0% A/AB (n=10 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_72eaf1b13da232abd19707d5",
    "message": "No course-specific reviews available",
    "name": "Terry Mann",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1357774",
    "summary": []
  },
  {
    "instructor_uid": "instructor_33bdb18031f0cf543d28653b",
    "message": "No course-specific reviews available",
    "name": "Todd Molfenter",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "ISYE 699",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 75,
            "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
            "source_record": {
              "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=9 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_a62646ec34c23239fa5028fa",
    "message": "No course-specific reviews available",
    "name": "Tony McDonald",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:3066992",
    "summary": []
  },
  {
    "instructor_uid": "instructor_b67d3db63b5f7978d78b2ad5",
    "message": "No course-specific reviews available",
    "name": "Yonatan Mintz",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:3014140",
    "summary": []
  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=24 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=32 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=13 letter grades).

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

ANDI WANG is recorded teaching in Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 23,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 73,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

ANDREW QUANBECK is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 70,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

ANTHONY MCDONALD is recorded teaching in Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 16,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 16,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 16,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 16,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 16,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 16,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    }
  ]
}
```

BILGE MUTLU is recorded teaching in Fall 2018. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 66,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    }
  ]
}
```

BRIAN PATTERSON is recorded teaching in Fall 2023, Fall 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 21,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 21,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 21,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 21,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

DOUGLAS WIEGMANN is recorded teaching in Fall 2007, Spring 2008, Fall 2008, Spring 2009, Fall 2009, Spring 2010, Fall 2010, Spring 2011, Fall 2011, Spring 2012, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Fall 2015, Spring 2016, Fall 2016, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Fall 2020, Fall 2021, Spring 2022, Fall 2022, Fall 2023, Fall 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1082",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1084",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1092",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1094",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1102",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1104",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1112",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1114",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1122",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1124",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1134",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1144",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1164",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1172",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1174",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1184",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1194",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 29,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

HANNA BARTON is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 77,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

HANNAH SILBER is recorded teaching in Spring 2022, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 18,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 17,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 18,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

HANTANG QIN is recorded teaching in Spring 2024, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 19,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 19,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 19,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

JACKIE CHA is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 80,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 72,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

JEFFREY LINDEROTH is recorded teaching in Spring 2009, Fall 2009, Spring 2010, Fall 2010, Spring 2016, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 42,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1094",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 42,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1102",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 42,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1104",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 42,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1112",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 42,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1164",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 42,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 42,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

JOHN LEE is recorded teaching in Fall 2009, Spring 2010, Fall 2010, Spring 2011, Fall 2011, Spring 2012, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Fall 2014, Spring 2015, Fall 2015, Spring 2016, Spring 2017, Fall 2017, Spring 2019, Spring 2020, Spring 2022, Fall 2022, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1102",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1104",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1112",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1114",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1122",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1124",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1134",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1144",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1154",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1164",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1174",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1194",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    }
  ]
}
```

KAIBO LIU is recorded teaching in Spring 2015, Fall 2015, Spring 2016, Fall 2016, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Fall 2019, Fall 2023, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 71,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1154",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 71,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 71,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1164",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 71,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1172",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 71,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1174",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 71,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 71,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1184",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 71,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 71,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 71,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 71,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 71,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 71,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

KEVIN PONTO is recorded teaching in Fall 2017. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 77,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    }
  ]
}
```

MICHAEL BIEHLER is recorded teaching in Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 74,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 74,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

MICHAEL FERRIS is recorded teaching in Fall 2014, Spring 2015, Spring 2017, Fall 2017. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 27,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 27,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1154",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 27,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1174",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 27,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    }
  ]
}
```

OGUZHAN ALAGOZ is recorded teaching in Spring 2007, Fall 2007, Spring 2008, Fall 2008, Spring 2009, Fall 2009, Spring 2010, Fall 2010, Spring 2011, Fall 2011, Spring 2012, Fall 2012, Spring 2013, Fall 2013, Fall 2016, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Spring 2022. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1074",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1082",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1084",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1092",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1094",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1102",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1104",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1112",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1114",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1122",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1124",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1134",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1172",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1184",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1194",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 28,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    }
  ]
}
```

RANJANA MEHTA is recorded teaching in Fall 2023, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 20,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 20,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 20,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 20,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

ROBERT RADWIN is recorded teaching in Fall 2006, Fall 2013, Spring 2014, Fall 2015, Spring 2016, Fall 2016, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2020, Spring 2023, Fall 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1072",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1144",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1164",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1172",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1184",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1194",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    }
  ]
}
```

SINAN TAS is recorded teaching in Fall 2023, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 8,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 8,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 8,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

TERRY MANN is recorded teaching in Fall 2008, Fall 2010, Spring 2011, Fall 2011, Spring 2012, Fall 2012, Spring 2013, Fall 2013, Fall 2016, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1092",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1112",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 23,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1114",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1122",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 23,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1124",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 23,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1134",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1172",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 65,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1184",
      "type": "grade"
    }
  ]
}
```

TODD MOLFENTER is recorded teaching in Fall 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 79,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 75,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 79,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

YONATAN MINTZ is recorded teaching in Spring 2022. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 699",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 10,
      "source_course_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
      "source_record": {
        "entity_id": "7ee6018c-ecae-3217-acac-ee4505ff34f2",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Consent of instructor",
    "course": null,
    "evidence": "Consent of instructor",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
  {
    "instructor_uid": "instructor_1ff77094c39644d04495ec4e",
    "source": "enrollment",
    "source_instructor_id": "delpia",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Alberto Del Pia",
    "email": "DELPIA@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 8,
      "quality": 4,
      "difficulty": 3.62,
      "quality_count": 8,
      "difficulty_count": 8,
      "profile_id": "rmp:2490725",
      "source_url": "https://www.ratemyprofessors.com/professor/2490725",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:57:12.505411+00:00",
      "courses": {
        "course_a04e8d794b24e3b81b984774": {
          "review_count": 6,
          "quality": 3.67,
          "difficulty": 3.67,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_a7f061aae87dfef4b924b9a9": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 3.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.756918416818997,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ALBERTO_DEL_PIA"
  },
  {
    "instructor_uid": "instructor_056b4d3b498dc164f56c64bb",
    "source": "enrollment",
    "source_instructor_id": "awang86",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Andi Wang",
    "email": "ANDI.WANG@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/ANDI_WANG"
  },
  {
    "instructor_uid": "instructor_13a3990be4b0b25a8a5fc73f",
    "source": "enrollment",
    "source_instructor_id": "arquanbe",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Andrew Quanbeck",
    "email": "ARQUANBE@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/ANDREW_QUANBECK"
  },
  {
    "instructor_uid": "instructor_3b251949b48503ddc5a3bbda",
    "source": "enrollment",
    "source_instructor_id": "bmutlu",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Bilge Mutlu",
    "email": "BMUTLU@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 13,
      "quality": 3.69,
      "difficulty": 3.46,
      "quality_count": 13,
      "difficulty_count": 13,
      "profile_id": "rmp:2474914",
      "source_url": "https://www.ratemyprofessors.com/professor/2474914",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:51:46.928668+00:00",
      "courses": {
        "course_87400c0728797946c5cef14c": {
          "review_count": 13,
          "quality": 3.69,
          "difficulty": 3.46,
          "quality_count": 13,
          "difficulty_count": 13
        }
      },
      "bayesian_quality": 3.6716277476039973,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/BILGE_MUTLU"
  },
  {
    "instructor_uid": "instructor_9034afbfbb7f1b98a2537126",
    "source": "enrollment",
    "source_instructor_id": "bwpatterson",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Brian Patterson",
    "email": "BPATTER@MEDICINE.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/BRIAN_PATTERSON"
  },
  {
    "instructor_uid": "instructor_790616eb1b3311e29964b78a",
    "source": "enrollment",
    "source_instructor_id": "michini",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Carla Michini",
    "email": "CARLA.MICHINI@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 12,
      "quality": 4.42,
      "difficulty": 3.25,
      "quality_count": 12,
      "difficulty_count": 12,
      "profile_id": "rmp:2371667",
      "source_url": "https://www.ratemyprofessors.com/professor/2371667",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:49:58.150385+00:00",
      "courses": {
        "course_a04e8d794b24e3b81b984774": {
          "review_count": 7,
          "quality": 4.57,
          "difficulty": 3.71,
          "quality_count": 7,
          "difficulty_count": 7
        },
        "course_5aa742b184448a57a07564c5": {
          "review_count": 5,
          "quality": 4.2,
          "difficulty": 2.6,
          "quality_count": 5,
          "difficulty_count": 5
        }
      },
      "bayesian_quality": 3.944803614716622,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/CARLA_MICHINI"
  },
  {
    "instructor_uid": "instructor_e72870af9e6f9d480d0f970f",
    "source": "enrollment",
    "source_instructor_id": "dawiegmann",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Douglas Wiegmann",
    "email": "DAWIEGMANN@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 1,
      "quality": 4,
      "difficulty": 2,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:2451001",
      "source_url": "https://www.ratemyprofessors.com/professor/2451001",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:43:09.130837+00:00",
      "courses": {
        "course_0bf7d1fc20304def0233e765": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.675891222425329,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/DOUGLAS_WIEGMANN"
  },
  {
    "instructor_uid": "instructor_43042c9f6215a964f74436d8",
    "source": "enrollment",
    "source_instructor_id": "zayascaban",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Gabriel Zayas Caban",
    "email": "ZAYASCABAN@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/GABRIEL_ZAYAS_CABAN"
  },
  {
    "instructor_uid": "instructor_6d0ec0e783640ee55178ee65",
    "source": "enrollment",
    "source_instructor_id": "hbarton",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Hanna Barton",
    "email": "HBARTON@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/HANNA_BARTON"
  },
  {
    "instructor_uid": "instructor_a65bc7d6709365e70eac0328",
    "source": "enrollment",
    "source_instructor_id": "hsilber",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Hannah Silber",
    "email": "HSILBER@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 25,
      "quality": 4.4,
      "difficulty": 1.76,
      "quality_count": 25,
      "difficulty_count": 25,
      "profile_id": "rmp:2522752",
      "source_url": "https://www.ratemyprofessors.com/professor/2522752",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:37:15.305623+00:00",
      "courses": {
        "course_1d47eb9413dc8539fee61a85": {
          "review_count": 2,
          "quality": 4,
          "difficulty": 1,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_0bf7d1fc20304def0233e765": {
          "review_count": 14,
          "quality": 4.64,
          "difficulty": 1.64,
          "quality_count": 14,
          "difficulty_count": 14
        },
        "course_75474c11dc2b9f0b6f591be5": {
          "review_count": 5,
          "quality": 4.2,
          "difficulty": 2.2,
          "quality_count": 5,
          "difficulty_count": 5
        },
        "course_291a40249da8efa7a3c96733": {
          "review_count": 3,
          "quality": 3.67,
          "difficulty": 2,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 4.070971459354042,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/HANNAH_SILBER"
  },
  {
    "instructor_uid": "instructor_a8a9492310b4fdcecd06a914",
    "source": "enrollment",
    "source_instructor_id": "hqin52",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Hantang Qin",
    "email": "HQIN52@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 4,
      "quality": 1,
      "difficulty": 3,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2920138",
      "source_url": "https://www.ratemyprofessors.com/professor/2920138",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:37:12.749291+00:00",
      "courses": {
        "course_e8a20e535a6c3679f6eda0e2": {
          "review_count": 4,
          "quality": 1,
          "difficulty": 3,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 3.216404819622163,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/HANTANG_QIN"
  },
  {
    "instructor_uid": "instructor_f40802eb4f9eef1ee66010c6",
    "source": "enrollment",
    "source_instructor_id": "jcha35",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jackie Cha",
    "email": "JACKIE.CHA@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/JACKIE_CHA"
  },
  {
    "instructor_uid": "instructor_88b50100bedfe361746dd123",
    "source": "enrollment",
    "source_instructor_id": "linderoth",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jeffrey Linderoth",
    "email": "LINDEROTH@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/JEFFREY_LINDEROTH"
  },
  {
    "instructor_uid": "instructor_6c79317269bbf1f9903ca030",
    "source": "enrollment",
    "source_instructor_id": "jrluedt1",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jim Luedtke",
    "email": "JRLUEDT1@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 7,
      "quality": 4.57,
      "difficulty": 3.14,
      "quality_count": 7,
      "difficulty_count": 7,
      "profile_id": "rmp:1666869",
      "source_url": "https://www.ratemyprofessors.com/professor/1666869",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:28:32.866092+00:00",
      "courses": {
        "course_2f334f3968bc9545732db707": {
          "review_count": 6,
          "quality": 4.5,
          "difficulty": 3,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_8933a7eb8d4940ef2a994569": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.8956931729974786,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JIM_LUEDTKE"
  },
  {
    "instructor_uid": "instructor_25eb47fb214352fc2ed33bf7",
    "source": "enrollment",
    "source_instructor_id": "jdlee6",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "John Lee",
    "email": "JDLEE6@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 8,
      "quality": 3.88,
      "difficulty": 2.38,
      "quality_count": 8,
      "difficulty_count": 8,
      "profile_id": "rmp:1722365",
      "source_url": "https://www.ratemyprofessors.com/professor/1722365",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:31:26.879985+00:00",
      "courses": {
        "course_0bf7d1fc20304def0233e765": {
          "review_count": 3,
          "quality": 2.33,
          "difficulty": 2.67,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_9038c4e5acac28da8c19378f": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 3,
          "quality": 4.67,
          "difficulty": 2.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.722632702533282,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JOHN_LEE"
  },
  {
    "instructor_uid": "instructor_8bbc8e36f26eb211664cde7f",
    "source": "enrollment",
    "source_instructor_id": "kliu8",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kaibo Liu",
    "email": "KLIU8@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/KAIBO_LIU"
  },
  {
    "instructor_uid": "instructor_2308a0f3735e180d09af9904",
    "source": "enrollment",
    "source_instructor_id": "kbponto",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kevin Ponto",
    "email": "KBPONTO@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/KEVIN_PONTO"
  },
  {
    "instructor_uid": "instructor_5447dc2b17dc552a5c4f85d8",
    "source": "enrollment",
    "source_instructor_id": "lmclay",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Laura Albert",
    "email": "LAURA@ENGR.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 4.5,
      "difficulty": 2.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:3155010",
      "source_url": "https://www.ratemyprofessors.com/professor/3155010",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:22:18.759719+00:00",
      "courses": {},
      "bayesian_quality": 3.7360779850423596,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/LAURA_ALBERT"
  },
  {
    "instructor_uid": "instructor_9a4921f09fda94aa621413f5",
    "source": "enrollment",
    "source_instructor_id": "mbiehler",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Michael Biehler",
    "email": "MBIEHLER@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/MICHAEL_BIEHLER"
  },
  {
    "instructor_uid": "instructor_fd72eb00ec3632f13c9c7970",
    "source": "enrollment",
    "source_instructor_id": "mcferris",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Michael Ferris",
    "email": "FERRIS@CS.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 23,
      "quality": 1.78,
      "difficulty": 4.39,
      "quality_count": 23,
      "difficulty_count": 23,
      "profile_id": "rmp:926803",
      "source_url": "https://www.ratemyprofessors.com/professor/926803",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:18:22.090012+00:00",
      "courses": {
        "course_dd8d2094feb4657373e2e2f3": {
          "review_count": 17,
          "quality": 1.71,
          "difficulty": 4.35,
          "quality_count": 17,
          "difficulty_count": 17
        },
        "course_639b02029dbf953b9704cd63": {
          "review_count": 2,
          "quality": 1.5,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_a04e8d794b24e3b81b984774": {
          "review_count": 4,
          "quality": 2.25,
          "difficulty": 4.75,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 2.6542724574635326,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MICHAEL_FERRIS"
  },
  {
    "instructor_uid": "instructor_f2883e99c13043ab818163d4",
    "source": "enrollment",
    "source_instructor_id": "alagoz",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Oguzhan Alagoz",
    "email": "ALAGOZ@ENGR.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 3,
      "quality": 4.67,
      "difficulty": 2,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:2377358",
      "source_url": "https://www.ratemyprofessors.com/professor/2377358",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:13:17.116228+00:00",
      "courses": {
        "course_79b5e9b5db80577aeb7f07f1": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_2dfc38bd1da712336fd25ec2": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 1,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.79146589873617,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/OGUZHAN_ALAGOZ"
  },
  {
    "instructor_uid": "instructor_832febb28f1592a37f1c0d8c",
    "source": "enrollment",
    "source_instructor_id": "pzhang256",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Pengyu Zhang",
    "email": "PZHANG256@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/PENGYU_ZHANG"
  },
  {
    "instructor_uid": "instructor_6f26cace428ec0a26bbed4ad",
    "source": "enrollment",
    "source_instructor_id": "dveerama",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Raj Veeramani",
    "email": "RAJ.VEERAMANI@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/RAJ_VEERAMANI"
  },
  {
    "instructor_uid": "instructor_b272db642d2b93e5b6693929",
    "source": "enrollment",
    "source_instructor_id": "rmehta38",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ranjana Mehta",
    "email": "RMEHTA38@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 20,
      "quality": 1.3,
      "difficulty": 4.15,
      "quality_count": 20,
      "difficulty_count": 20,
      "profile_id": "rmp:2967425",
      "source_url": "https://www.ratemyprofessors.com/professor/2967425",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:10:34.979406+00:00",
      "courses": {
        "course_0bf7d1fc20304def0233e765": {
          "review_count": 18,
          "quality": 1.33,
          "difficulty": 4.11,
          "quality_count": 18,
          "difficulty_count": 18
        },
        "course_1d19662d1f1c79914b292afb": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 5,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_cf81ce86a3109ddc6a05fff0": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 2.4798428917732975,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/RANJANA_MEHTA"
  },
  {
    "instructor_uid": "instructor_af76989bed6d07fd241691af",
    "source": "enrollment",
    "source_instructor_id": "rradwin",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Robert Radwin",
    "email": "RRADWIN@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 1,
      "difficulty": 1.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:2689714",
      "source_url": "https://www.ratemyprofessors.com/professor/2689714",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:09:30.218657+00:00",
      "courses": {
        "course_0ca78bf8e0bb0846affc636f": {
          "review_count": 2,
          "quality": 1,
          "difficulty": 1.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.417896166860541,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ROBERT_RADWIN"
  },
  {
    "instructor_uid": "instructor_01f178d518f575522b9173f0",
    "source": "enrollment",
    "source_instructor_id": "shiyuzhou",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Shiyu Zhou",
    "email": "SZHOU@ENGR.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 4.5,
      "difficulty": 2.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:2067919",
      "source_url": "https://www.ratemyprofessors.com/professor/2067919",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:03:25.459745+00:00",
      "courses": {
        "course_43f6dbbaa6745b724bc280e9": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.7360779850423596,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/SHIYU_ZHOU"
  },
  {
    "instructor_uid": "instructor_814872df5a528f5906fb2a15",
    "source": "enrollment",
    "source_instructor_id": "tas",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Sinan Tas",
    "email": "TAS@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 6,
      "quality": 3.67,
      "difficulty": 3,
      "quality_count": 6,
      "difficulty_count": 6,
      "profile_id": "rmp:2840709",
      "source_url": "https://www.ratemyprofessors.com/professor/2840709",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:05:28.734401+00:00",
      "courses": {
        "course_9d2db43001abbe58247267ec": {
          "review_count": 3,
          "quality": 4.67,
          "difficulty": 3.33,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 3,
          "quality": 2.67,
          "difficulty": 2.67,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.6620659873435346,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/SINAN_TAS"
  },
  {
    "instructor_uid": "instructor_72eaf1b13da232abd19707d5",
    "source": "enrollment",
    "source_instructor_id": "tmmann",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Terry Mann",
    "email": "TMMANN@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 20,
      "quality": 4.3,
      "difficulty": 2.05,
      "quality_count": 20,
      "difficulty_count": 20,
      "profile_id": "rmp:1357774",
      "source_url": "https://www.ratemyprofessors.com/professor/1357774",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:02:24.766085+00:00",
      "courses": {
        "course_9d2db43001abbe58247267ec": {
          "review_count": 15,
          "quality": 4.2,
          "difficulty": 2.27,
          "quality_count": 15,
          "difficulty_count": 15
        },
        "course_67568eb0b0c4c7027a6207cf": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 1,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_21f4d7c62e459c7d0516d7ba": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 1,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.9798428917732975,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/TERRY_MANN"
  },
  {
    "instructor_uid": "instructor_33bdb18031f0cf543d28653b",
    "source": "enrollment",
    "source_instructor_id": "tdmolfenter",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Todd Molfenter",
    "email": "TDMOLFENTER@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/TODD_MOLFENTER"
  },
  {
    "instructor_uid": "instructor_a62646ec34c23239fa5028fa",
    "source": "enrollment",
    "source_instructor_id": "admcdonald",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Tony McDonald",
    "email": "ADMCDONALD@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 4.5,
      "difficulty": 2.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:3066992",
      "source_url": "https://www.ratemyprofessors.com/professor/3066992",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:54:29.713177+00:00",
      "courses": {
        "course_96ae7077bc3892754fa137e5": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.7360779850423596,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/TONY_MCDONALD"
  },
  {
    "instructor_uid": "instructor_b67d3db63b5f7978d78b2ad5",
    "source": "enrollment",
    "source_instructor_id": "ymintz",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Yonatan Mintz",
    "email": "YMINTZ@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 4,
      "quality": 2,
      "difficulty": 4.5,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:3014140",
      "source_url": "https://www.ratemyprofessors.com/professor/3014140",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 15:57:37.615843+00:00",
      "courses": {
        "course_e24cd871fe8fd61582f61241": {
          "review_count": 4,
          "quality": 2,
          "difficulty": 4.5,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 3.3830714862888294,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/YONATAN_MINTZ"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:490:010327",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1272",
    "source_course_id": "010327",
    "source_subject_id": "490",
    "title": "Advanced Independent Study",
    "credits_min": 1,
    "credits_max": 5,
    "typically_offered": "Fall, Spring, Summer"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:11618",
    "term_id": "1272",
    "source_section_id": "11618",
    "identity_basis": "class_number",
    "section_number": "031",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 4,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:11674",
    "term_id": "1272",
    "source_section_id": "11674",
    "identity_basis": "class_number",
    "section_number": "025",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:11819",
    "term_id": "1272",
    "source_section_id": "11819",
    "identity_basis": "class_number",
    "section_number": "022",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:11996",
    "term_id": "1272",
    "source_section_id": "11996",
    "identity_basis": "class_number",
    "section_number": "028",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:12022",
    "term_id": "1272",
    "source_section_id": "12022",
    "identity_basis": "class_number",
    "section_number": "029",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:12079",
    "term_id": "1272",
    "source_section_id": "12079",
    "identity_basis": "class_number",
    "section_number": "065",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:12084",
    "term_id": "1272",
    "source_section_id": "12084",
    "identity_basis": "class_number",
    "section_number": "034",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 1,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:12107",
    "term_id": "1272",
    "source_section_id": "12107",
    "identity_basis": "class_number",
    "section_number": "042",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:12135",
    "term_id": "1272",
    "source_section_id": "12135",
    "identity_basis": "class_number",
    "section_number": "040",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:12300",
    "term_id": "1272",
    "source_section_id": "12300",
    "identity_basis": "class_number",
    "section_number": "027",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:17620",
    "term_id": "1272",
    "source_section_id": "17620",
    "identity_basis": "class_number",
    "section_number": "071",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 2,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:18199",
    "term_id": "1272",
    "source_section_id": "18199",
    "identity_basis": "class_number",
    "section_number": "068",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:18791",
    "term_id": "1272",
    "source_section_id": "18791",
    "identity_basis": "class_number",
    "section_number": "035",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:18872",
    "term_id": "1272",
    "source_section_id": "18872",
    "identity_basis": "class_number",
    "section_number": "073",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:19190",
    "term_id": "1272",
    "source_section_id": "19190",
    "identity_basis": "class_number",
    "section_number": "077",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:19438",
    "term_id": "1272",
    "source_section_id": "19438",
    "identity_basis": "class_number",
    "section_number": "011",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:19441",
    "term_id": "1272",
    "source_section_id": "19441",
    "identity_basis": "class_number",
    "section_number": "012",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:19942",
    "term_id": "1272",
    "source_section_id": "19942",
    "identity_basis": "class_number",
    "section_number": "066",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:21878",
    "term_id": "1272",
    "source_section_id": "21878",
    "identity_basis": "class_number",
    "section_number": "010",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:26686",
    "term_id": "1272",
    "source_section_id": "26686",
    "identity_basis": "class_number",
    "section_number": "016",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 1,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:26727",
    "term_id": "1272",
    "source_section_id": "26727",
    "identity_basis": "class_number",
    "section_number": "019",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 10,
    "enrolled": 2,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:28558",
    "term_id": "1272",
    "source_section_id": "28558",
    "identity_basis": "class_number",
    "section_number": "020",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 10,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:28569",
    "term_id": "1272",
    "source_section_id": "28569",
    "identity_basis": "class_number",
    "section_number": "021",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 10,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:28637",
    "term_id": "1272",
    "source_section_id": "28637",
    "identity_basis": "class_number",
    "section_number": "008",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 10,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:30742",
    "term_id": "1272",
    "source_section_id": "30742",
    "identity_basis": "class_number",
    "section_number": "079",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 10,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:33152",
    "term_id": "1272",
    "source_section_id": "33152",
    "identity_basis": "class_number",
    "section_number": "017",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 0,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:33315",
    "term_id": "1272",
    "source_section_id": "33315",
    "identity_basis": "class_number",
    "section_number": "074",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 20,
    "enrolled": 1,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:33856",
    "term_id": "1272",
    "source_section_id": "33856",
    "identity_basis": "class_number",
    "section_number": "070",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 1,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:34013",
    "term_id": "1272",
    "source_section_id": "34013",
    "identity_basis": "class_number",
    "section_number": "080",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 10,
    "enrolled": 7,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:38108",
    "term_id": "1272",
    "source_section_id": "38108",
    "identity_basis": "class_number",
    "section_number": "081",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 10,
    "enrolled": 1,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:38150",
    "term_id": "1272",
    "source_section_id": "38150",
    "identity_basis": "class_number",
    "section_number": "082",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 2,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  }
]
```

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_09bcd209d2a95954ec32f33a",
    "source": "madgrades",
    "source_instructor_id": "2601141",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DAVID GUSTAFSON",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": null,
      "graded": 0,
      "counts": [
        0,
        0,
        0,
        0,
        0,
        0,
        0
      ],
      "sections": 20
    },
    "instructor_url": "/instructors/DAVID_GUSTAFSON"
  },
  {
    "instructor_uid": "instructor_204744c8b423294e1e91b1dd",
    "source": "madgrades",
    "source_instructor_id": "3318249",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DAREK J CEGLAREK",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": null,
      "graded": 0,
      "counts": [
        0,
        0,
        0,
        0,
        0,
        0,
        0
      ],
      "sections": 12
    },
    "instructor_url": "/instructors/DAREK_J_CEGLAREK"
  },
  {
    "instructor_uid": "instructor_2e1d2f75dd4930dd57d4d2da",
    "source": "madgrades",
    "source_instructor_id": "733535",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BEN-TZION KARSH",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.221,
      "graded": 274,
      "counts": [
        78,
        55,
        93,
        26,
        14,
        6,
        2
      ],
      "sections": 39
    },
    "instructor_url": "/instructors/BEN-TZION_KARSH"
  },
  {
    "instructor_uid": "instructor_3bfb9698df128aba89bf336b",
    "source": "madgrades",
    "source_instructor_id": "2601884",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "VICKI BIER",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 3,
      "quality": 3.33,
      "difficulty": 2.67,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:1516986",
      "source_url": "https://www.ratemyprofessors.com/professor/1516986",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:00:09.055608+00:00",
      "courses": {
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 3,
          "quality": 3.33,
          "difficulty": 2.67,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.6166832900405175,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.335,
      "graded": 1674,
      "counts": [
        627,
        398,
        331,
        169,
        122,
        23,
        4
      ],
      "sections": 108
    },
    "instructor_url": "/instructors/VICKI_BIER"
  },
  {
    "instructor_uid": "instructor_58f6cf40228e1a94cbc24937",
    "source": "madgrades",
    "source_instructor_id": "2600096",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LEYUAN SHI",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 3,
      "difficulty": 3.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:587712",
      "source_url": "https://www.ratemyprofessors.com/professor/587712",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:23:28.899634+00:00",
      "courses": {
        "course_09c039c86b53e8a4f43692e5": {
          "review_count": 2,
          "quality": 3,
          "difficulty": 3.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.5997143486787233,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.452,
      "graded": 879,
      "counts": [
        374,
        234,
        153,
        71,
        37,
        9,
        1
      ],
      "sections": 98
    },
    "instructor_url": "/instructors/LEYUAN_SHI--instructor_58f6cf40228e1a94cbc24937"
  },
  {
    "instructor_uid": "instructor_69acaecbe3f897984597e5a9",
    "source": "madgrades",
    "source_instructor_id": "1102923",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "PASCALE CARAYON",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 3,
      "quality": 3,
      "difficulty": 3.67,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:1174922",
      "source_url": "https://www.ratemyprofessors.com/professor/1174922",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:12:47.325456+00:00",
      "courses": {
        "course_6f13e98ae68bbc257936b9c2": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.5736398117796484,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.74,
      "graded": 467,
      "counts": [
        284,
        130,
        48,
        3,
        2,
        0,
        0
      ],
      "sections": 98
    },
    "instructor_url": "/instructors/PASCALE_CARAYON--instructor_69acaecbe3f897984597e5a9"
  },
  {
    "instructor_uid": "instructor_8cb1ca01d99dd7aebc9796a4",
    "source": "madgrades",
    "source_instructor_id": "1453527",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ZHOU SHIYU",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.453,
      "graded": 1040,
      "counts": [
        446,
        244,
        207,
        105,
        32,
        6,
        0
      ],
      "sections": 134
    },
    "instructor_url": "/instructors/ZHOU_SHIYU--instructor_8cb1ca01d99dd7aebc9796a4"
  },
  {
    "instructor_uid": "instructor_a46fa92c17e24c18c52fa903",
    "source": "madgrades",
    "source_instructor_id": "2600035",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "RAJAN SURI",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.779,
      "graded": 120,
      "counts": [
        87,
        18,
        10,
        5,
        0,
        0,
        0
      ],
      "sections": 12
    },
    "instructor_url": "/instructors/RAJAN_SURI--instructor_a46fa92c17e24c18c52fa903"
  },
  {
    "instructor_uid": "instructor_a8e7e2b9fa77aa983afccb3d",
    "source": "madgrades",
    "source_instructor_id": "2600299",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ROBERT RADWIN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 1,
      "difficulty": 1.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:2689714",
      "source_url": "https://www.ratemyprofessors.com/professor/2689714",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:09:30.218657+00:00",
      "courses": {
        "course_0ca78bf8e0bb0846affc636f": {
          "review_count": 2,
          "quality": 1,
          "difficulty": 1.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.417896166860541,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.858,
      "graded": 1720,
      "counts": [
        1368,
        252,
        77,
        17,
        4,
        0,
        2
      ],
      "sections": 109
    },
    "instructor_url": "/instructors/ROBERT_RADWIN--instructor_a8e7e2b9fa77aa983afccb3d"
  },
  {
    "instructor_uid": "instructor_e6734e4fc897e51310f0240f",
    "source": "madgrades",
    "source_instructor_id": "2600861",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DHARMARAJ VEERAMANI",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.897,
      "graded": 819,
      "counts": [
        669,
        132,
        18,
        0,
        0,
        0,
        0
      ],
      "sections": 87
    },
    "instructor_url": "/instructors/DHARMARAJ_VEERAMANI--instructor_e6734e4fc897e51310f0240f"
  },
  {
    "instructor_uid": "instructor_f10fe0107e82d9121edcce07",
    "source": "madgrades",
    "source_instructor_id": "3041343",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DAVID ZIMMERMAN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 143,
      "quality": 3.97,
      "difficulty": 3.24,
      "quality_count": 143,
      "difficulty_count": 143,
      "profile_id": "rmp:139649",
      "source_url": "https://www.ratemyprofessors.com/professor/139649",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:44:16.864859+00:00",
      "courses": {
        "course_3c3dc93169efc66289871184": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 3.5,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_146e4c482bacab784a61cd07": {
          "review_count": 2,
          "quality": 4,
          "difficulty": 2,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.931924636017987,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.914,
      "graded": 145,
      "counts": [
        132,
        9,
        2,
        0,
        1,
        0,
        1
      ],
      "sections": 69
    },
    "instructor_url": "/instructors/DAVID_ZIMMERMAN--instructor_f10fe0107e82d9121edcce07"
  },
  {
    "instructor_uid": "instructor_f140abf49564c858ba3f23db",
    "source": "madgrades",
    "source_instructor_id": "196132",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "PATRICIA FLATLEY BRENNAN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.55,
      "graded": 270,
      "counts": [
        127,
        78,
        47,
        11,
        4,
        1,
        2
      ],
      "sections": 70
    },
    "instructor_url": "/instructors/PATRICIA_FLATLEY_BRENNAN--instructor_f140abf49564c858ba3f23db"
  },
  {
    "instructor_uid": "instructor_f79bc7a3f757af1a2cf06196",
    "source": "madgrades",
    "source_instructor_id": "588642",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MICHAEL JAMES 1 SMITH",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.385,
      "graded": 139,
      "counts": [
        50,
        34,
        33,
        19,
        2,
        1,
        0
      ],
      "sections": 15
    },
    "instructor_url": "/instructors/MICHAEL_JAMES_1_SMITH--instructor_f79bc7a3f757af1a2cf06196"
  },
  {
    "instructor_uid": "instructor_100690f58c4672983a7f177c",
    "source": "madgrades",
    "source_instructor_id": "1501182",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "OGUZHAN ALAGOZ",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 3,
      "quality": 4.67,
      "difficulty": 2,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:2377358",
      "source_url": "https://www.ratemyprofessors.com/professor/2377358",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:13:17.116228+00:00",
      "courses": {
        "course_79b5e9b5db80577aeb7f07f1": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_2dfc38bd1da712336fd25ec2": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 1,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.79146589873617,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.673,
      "graded": 709,
      "counts": [
        434,
        156,
        84,
        19,
        9,
        5,
        2
      ],
      "sections": 112
    },
    "instructor_url": "/instructors/OGUZHAN_ALAGOZ--instructor_100690f58c4672983a7f177c"
  },
  {
    "instructor_uid": "instructor_16a7b544f3b6fdf218d2277b",
    "source": "madgrades",
    "source_instructor_id": "809546",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "GREGG VANDERHEIDEN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.891,
      "graded": 290,
      "counts": [
        235,
        49,
        4,
        2,
        0,
        0,
        0
      ],
      "sections": 48
    },
    "instructor_url": "/instructors/GREGG_VANDERHEIDEN"
  },
  {
    "instructor_uid": "instructor_b1ca1214b3857dea17803a52",
    "source": "madgrades",
    "source_instructor_id": "4385693",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DOUGLAS WIEGMANN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 1,
      "quality": 4,
      "difficulty": 2,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:2451001",
      "source_url": "https://www.ratemyprofessors.com/professor/2451001",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:43:09.130837+00:00",
      "courses": {
        "course_0bf7d1fc20304def0233e765": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.675891222425329,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.856,
      "graded": 1638,
      "counts": [
        1297,
        248,
        72,
        12,
        7,
        0,
        2
      ],
      "sections": 129
    },
    "instructor_url": "/instructors/DOUGLAS_WIEGMANN--instructor_b1ca1214b3857dea17803a52"
  },
  {
    "instructor_uid": "instructor_cc3bb85160c433300baa2e02",
    "source": "madgrades",
    "source_instructor_id": "712619",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HAROLD JUDE STEUDEL",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.868,
      "graded": 1273,
      "counts": [
        1046,
        155,
        53,
        11,
        5,
        1,
        2
      ],
      "sections": 51
    },
    "instructor_url": "/instructors/HAROLD_JUDE_STEUDEL--instructor_cc3bb85160c433300baa2e02"
  },
  {
    "instructor_uid": "instructor_06abb4665265fb7f4a212230",
    "source": "madgrades",
    "source_instructor_id": "3439293",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANDREW J MILLER",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.521,
      "graded": 47,
      "counts": [
        22,
        15,
        6,
        2,
        1,
        0,
        1
      ],
      "sections": 9
    },
    "instructor_url": "/instructors/ANDREW_J_MILLER"
  },
  {
    "instructor_uid": "instructor_4a1f5dc69d6c126cdab56f78",
    "source": "madgrades",
    "source_instructor_id": "828448",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MARY SESTO",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.671,
      "graded": 865,
      "counts": [
        384,
        395,
        84,
        2,
        0,
        0,
        0
      ],
      "sections": 50
    },
    "instructor_url": "/instructors/MARY_SESTO"
  },
  {
    "instructor_uid": "instructor_a024889f69bb0f9c42fc25ce",
    "source": "madgrades",
    "source_instructor_id": "1460411",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANANTH KRISHNAMURTHY",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.71,
      "graded": 1096,
      "counts": [
        639,
        306,
        129,
        20,
        1,
        0,
        1
      ],
      "sections": 94
    },
    "instructor_url": "/instructors/ANANTH_KRISHNAMURTHY"
  },
  {
    "instructor_uid": "instructor_b2d8167579562c73fea3c408",
    "source": "madgrades",
    "source_instructor_id": "517723",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JAMES LUEDTKE",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.29,
      "graded": 1302,
      "counts": [
        516,
        182,
        349,
        108,
        122,
        22,
        3
      ],
      "sections": 86
    },
    "instructor_url": "/instructors/JAMES_LUEDTKE"
  },
  {
    "instructor_uid": "instructor_f645bfc3aa59566d7d1017fe",
    "source": "madgrades",
    "source_instructor_id": "671929",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "TERRY MANN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 20,
      "quality": 4.3,
      "difficulty": 2.05,
      "quality_count": 20,
      "difficulty_count": 20,
      "profile_id": "rmp:1357774",
      "source_url": "https://www.ratemyprofessors.com/professor/1357774",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:02:24.766085+00:00",
      "courses": {
        "course_9d2db43001abbe58247267ec": {
          "review_count": 15,
          "quality": 4.2,
          "difficulty": 2.27,
          "quality_count": 15,
          "difficulty_count": 15
        },
        "course_67568eb0b0c4c7027a6207cf": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 1,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_21f4d7c62e459c7d0516d7ba": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 1,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.9798428917732975,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.755,
      "graded": 4825,
      "counts": [
        3435,
        840,
        351,
        99,
        57,
        22,
        21
      ],
      "sections": 112
    },
    "instructor_url": "/instructors/TERRY_MANN--instructor_f645bfc3aa59566d7d1017fe"
  },
  {
    "instructor_uid": "instructor_3dbbd9bb40e74cae2a0f09e2",
    "source": "madgrades",
    "source_instructor_id": "4256800",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JEFFREY LINDEROTH",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.228,
      "graded": 1284,
      "counts": [
        470,
        198,
        316,
        131,
        133,
        30,
        6
      ],
      "sections": 85
    },
    "instructor_url": "/instructors/JEFFREY_LINDEROTH--instructor_3dbbd9bb40e74cae2a0f09e2"
  },
  {
    "instructor_uid": "instructor_9cb2b9fa17cdd57de18f4f3c",
    "source": "madgrades",
    "source_instructor_id": "4581718",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ENID MONTAGUE",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.862,
      "graded": 47,
      "counts": [
        37,
        7,
        3,
        0,
        0,
        0,
        0
      ],
      "sections": 17
    },
    "instructor_url": "/instructors/ENID_MONTAGUE"
  },
  {
    "instructor_uid": "instructor_6d6130084f2657c504044b59",
    "source": "madgrades",
    "source_instructor_id": "4595646",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JOHN LEE",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 8,
      "quality": 3.88,
      "difficulty": 2.38,
      "quality_count": 8,
      "difficulty_count": 8,
      "profile_id": "rmp:1722365",
      "source_url": "https://www.ratemyprofessors.com/professor/1722365",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:31:26.879985+00:00",
      "courses": {
        "course_0bf7d1fc20304def0233e765": {
          "review_count": 3,
          "quality": 2.33,
          "difficulty": 2.67,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_9038c4e5acac28da8c19378f": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 3,
          "quality": 4.67,
          "difficulty": 2.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.722632702533282,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.698,
      "graded": 1400,
      "counts": [
        880,
        297,
        166,
        31,
        18,
        6,
        2
      ],
      "sections": 116
    },
    "instructor_url": "/instructors/JOHN_LEE--instructor_6d6130084f2657c504044b59"
  },
  {
    "instructor_uid": "instructor_6af5cdbb9121a19c181935d8",
    "source": "madgrades",
    "source_instructor_id": "4838831",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JINGSHAN LI",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 1,
      "quality": 4,
      "difficulty": 2,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:1979709",
      "source_url": "https://www.ratemyprofessors.com/professor/1979709",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:32:29.368501+00:00",
      "courses": {},
      "bayesian_quality": 3.675891222425329,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.602,
      "graded": 819,
      "counts": [
        410,
        244,
        116,
        30,
        15,
        3,
        1
      ],
      "sections": 66
    },
    "instructor_url": "/instructors/JINGSHAN_LI--instructor_6af5cdbb9121a19c181935d8"
  },
  {
    "instructor_uid": "instructor_bf4f886096176d8295215ac1",
    "source": "madgrades",
    "source_instructor_id": "422599",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BRUCE THOMADSEN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.831,
      "graded": 77,
      "counts": [
        58,
        14,
        3,
        2,
        0,
        0,
        0
      ],
      "sections": 58
    },
    "instructor_url": "/instructors/BRUCE_THOMADSEN--instructor_bf4f886096176d8295215ac1"
  },
  {
    "instructor_uid": "instructor_6bf34d8593da49f7cc672537",
    "source": "madgrades",
    "source_instructor_id": "4697306",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SOONHUI LEE",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.376,
      "graded": 287,
      "counts": [
        85,
        81,
        95,
        17,
        9,
        0,
        0
      ],
      "sections": 17
    },
    "instructor_url": "/instructors/SOONHUI_LEE"
  },
  {
    "instructor_uid": "instructor_0725a1fc5e7de785afe5d866",
    "source": "madgrades",
    "source_instructor_id": "5184287",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LAURA MCLAY",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.468,
      "graded": 771,
      "counts": [
        338,
        178,
        169,
        46,
        38,
        1,
        1
      ],
      "sections": 68
    },
    "instructor_url": "/instructors/LAURA_MCLAY"
  },
  {
    "instructor_uid": "instructor_3ad836b550bb620dea90eb01",
    "source": "madgrades",
    "source_instructor_id": "4707924",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CHRISTOPHER JOHNSON",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.728,
      "graded": 553,
      "counts": [
        321,
        185,
        35,
        6,
        5,
        0,
        1
      ],
      "sections": 18
    },
    "instructor_url": "/instructors/CHRISTOPHER_JOHNSON"
  },
  {
    "instructor_uid": "instructor_b2b79e8f7cf2014ccc109e83",
    "source": "madgrades",
    "source_instructor_id": "1114818",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MICHAEL FERRIS",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 23,
      "quality": 1.78,
      "difficulty": 4.39,
      "quality_count": 23,
      "difficulty_count": 23,
      "profile_id": "rmp:926803",
      "source_url": "https://www.ratemyprofessors.com/professor/926803",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:18:22.090012+00:00",
      "courses": {
        "course_dd8d2094feb4657373e2e2f3": {
          "review_count": 17,
          "quality": 1.71,
          "difficulty": 4.35,
          "quality_count": 17,
          "difficulty_count": 17
        },
        "course_639b02029dbf953b9704cd63": {
          "review_count": 2,
          "quality": 1.5,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_a04e8d794b24e3b81b984774": {
          "review_count": 4,
          "quality": 2.25,
          "difficulty": 4.75,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 2.6542724574635326,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.119,
      "graded": 1154,
      "counts": [
        363,
        258,
        206,
        154,
        94,
        53,
        26
      ],
      "sections": 137
    },
    "instructor_url": "/instructors/MICHAEL_FERRIS--instructor_b2b79e8f7cf2014ccc109e83"
  },
  {
    "instructor_uid": "instructor_d9adb903b935b68370538d0d",
    "source": "madgrades",
    "source_instructor_id": "4566139",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KAIBO LIU",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.721,
      "graded": 608,
      "counts": [
        413,
        103,
        56,
        28,
        5,
        2,
        1
      ],
      "sections": 65
    },
    "instructor_url": "/instructors/KAIBO_LIU--instructor_d9adb903b935b68370538d0d"
  },
  {
    "instructor_uid": "instructor_32d0aabac9e250ab7187936f",
    "source": "madgrades",
    "source_instructor_id": "631194",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JAMES MICHAEL ROBINSON",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.402,
      "graded": 61,
      "counts": [
        26,
        6,
        25,
        1,
        2,
        1,
        0
      ],
      "sections": 5
    },
    "instructor_url": "/instructors/JAMES_MICHAEL_ROBINSON"
  },
  {
    "instructor_uid": "instructor_6ab356833240257401f32610",
    "source": "madgrades",
    "source_instructor_id": "5620720",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "XIN WANG",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 4,
      "quality": 3.75,
      "difficulty": 2.75,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2162645",
      "source_url": "https://www.ratemyprofessors.com/professor/2162645",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:39:00.084523+00:00",
      "courses": {
        "course_a486f495d47a28ece9f8e181": {
          "review_count": 1,
          "quality": 2,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_10d2c585c41b0b82531af186": {
          "review_count": 2,
          "quality": 4,
          "difficulty": 3,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.6747381529554963,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.667,
      "graded": 624,
      "counts": [
        345,
        182,
        67,
        23,
        6,
        1,
        0
      ],
      "sections": 35
    },
    "instructor_url": "/instructors/XIN_WANG"
  },
  {
    "instructor_uid": "instructor_44d0184a0544e3113a1f785d",
    "source": "madgrades",
    "source_instructor_id": "136037",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "THOMAS YEN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.738,
      "graded": 227,
      "counts": [
        134,
        67,
        26,
        0,
        0,
        0,
        0
      ],
      "sections": 5
    },
    "instructor_url": "/instructors/THOMAS_YEN--instructor_44d0184a0544e3113a1f785d"
  },
  {
    "instructor_uid": "instructor_5ab9aa1c3da6a5b2a517f8e0",
    "source": "madgrades",
    "source_instructor_id": "710721",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ALFONSO GUTIERREZ",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.857,
      "graded": 192,
      "counts": [
        144,
        41,
        7,
        0,
        0,
        0,
        0
      ],
      "sections": 6
    },
    "instructor_url": "/instructors/ALFONSO_GUTIERREZ"
  },
  {
    "instructor_uid": "instructor_cd5fbcc0f56d2351dc480979",
    "source": "madgrades",
    "source_instructor_id": "5592736",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "NICOLE WERNER",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 1,
      "quality": 1,
      "difficulty": 2,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:2321069",
      "source_url": "https://www.ratemyprofessors.com/professor/2321069",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:13:58.054411+00:00",
      "courses": {
        "course_16e96643ede880a0aba1fd15": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.533034079568186,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.915,
      "graded": 305,
      "counts": [
        259,
        43,
        1,
        1,
        1,
        0,
        0
      ],
      "sections": 46
    },
    "instructor_url": "/instructors/NICOLE_WERNER--instructor_cd5fbcc0f56d2351dc480979"
  },
  {
    "instructor_uid": "instructor_a88284af99e9e64293c99780",
    "source": "madgrades",
    "source_instructor_id": "1653746",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KEVIN PONTO",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.739,
      "graded": 723,
      "counts": [
        521,
        98,
        71,
        10,
        18,
        2,
        3
      ],
      "sections": 76
    },
    "instructor_url": "/instructors/KEVIN_PONTO--instructor_a88284af99e9e64293c99780"
  },
  {
    "instructor_uid": "instructor_3de0ef4958551736222141f6",
    "source": "madgrades",
    "source_instructor_id": "4631798",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BILGE MUTLU",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 13,
      "quality": 3.69,
      "difficulty": 3.46,
      "quality_count": 13,
      "difficulty_count": 13,
      "profile_id": "rmp:2474914",
      "source_url": "https://www.ratemyprofessors.com/professor/2474914",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:51:46.928668+00:00",
      "courses": {
        "course_87400c0728797946c5cef14c": {
          "review_count": 13,
          "quality": 3.69,
          "difficulty": 3.46,
          "quality_count": 13,
          "difficulty_count": 13
        }
      },
      "bayesian_quality": 3.6716277476039973,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.636,
      "graded": 1467,
      "counts": [
        848,
        361,
        163,
        44,
        35,
        10,
        6
      ],
      "sections": 178
    },
    "instructor_url": "/instructors/BILGE_MUTLU--instructor_3de0ef4958551736222141f6"
  },
  {
    "instructor_uid": "instructor_a1e546b34d576ffc1ff7727e",
    "source": "madgrades",
    "source_instructor_id": "687461",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CHARLENE YAUCH",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.494,
      "graded": 553,
      "counts": [
        169,
        258,
        96,
        18,
        9,
        2,
        1
      ],
      "sections": 26
    },
    "instructor_url": "/instructors/CHARLENE_YAUCH--instructor_a1e546b34d576ffc1ff7727e"
  },
  {
    "instructor_uid": "instructor_e0aba2e4d6a155ffdfe518d3",
    "source": "madgrades",
    "source_instructor_id": "6229770",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JUSTIN BOUTILIER",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 5,
      "quality": 5,
      "difficulty": 2.4,
      "quality_count": 5,
      "difficulty_count": 5,
      "profile_id": "rmp:2691068",
      "source_url": "https://www.ratemyprofessors.com/professor/2691068",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:29:22.978411+00:00",
      "courses": {
        "course_2dfc38bd1da712336fd25ec2": {
          "review_count": 4,
          "quality": 5,
          "difficulty": 2.5,
          "quality_count": 4,
          "difficulty_count": 4
        },
        "course_1aa7cc66114a83c08d6cf947": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.9277486268372765,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.675,
      "graded": 343,
      "counts": [
        189,
        96,
        53,
        3,
        1,
        0,
        1
      ],
      "sections": 29
    },
    "instructor_url": "/instructors/JUSTIN_BOUTILIER--instructor_e0aba2e4d6a155ffdfe518d3"
  },
  {
    "instructor_uid": "instructor_8b7e50754dbef8c1a03687c9",
    "source": "madgrades",
    "source_instructor_id": "6317465",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "YONATAN MINTZ",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 4,
      "quality": 2,
      "difficulty": 4.5,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:3014140",
      "source_url": "https://www.ratemyprofessors.com/professor/3014140",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 15:57:37.615843+00:00",
      "courses": {
        "course_e24cd871fe8fd61582f61241": {
          "review_count": 4,
          "quality": 2,
          "difficulty": 4.5,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 3.3830714862888294,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.47,
      "graded": 218,
      "counts": [
        107,
        41,
        36,
        24,
        8,
        1,
        1
      ],
      "sections": 28
    },
    "instructor_url": "/instructors/YONATAN_MINTZ--instructor_8b7e50754dbef8c1a03687c9"
  },
  {
    "instructor_uid": "instructor_c7bb457d3e08d321c52af9b5",
    "source": "madgrades",
    "source_instructor_id": "4493037",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HANNAH SILBER",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 25,
      "quality": 4.4,
      "difficulty": 1.76,
      "quality_count": 25,
      "difficulty_count": 25,
      "profile_id": "rmp:2522752",
      "source_url": "https://www.ratemyprofessors.com/professor/2522752",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:37:15.305623+00:00",
      "courses": {
        "course_1d47eb9413dc8539fee61a85": {
          "review_count": 2,
          "quality": 4,
          "difficulty": 1,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_0bf7d1fc20304def0233e765": {
          "review_count": 14,
          "quality": 4.64,
          "difficulty": 1.64,
          "quality_count": 14,
          "difficulty_count": 14
        },
        "course_75474c11dc2b9f0b6f591be5": {
          "review_count": 5,
          "quality": 4.2,
          "difficulty": 2.2,
          "quality_count": 5,
          "difficulty_count": 5
        },
        "course_291a40249da8efa7a3c96733": {
          "review_count": 3,
          "quality": 3.67,
          "difficulty": 2,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 4.070971459354042,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.913,
      "graded": 3382,
      "counts": [
        2981,
        283,
        82,
        22,
        8,
        2,
        4
      ],
      "sections": 69
    },
    "instructor_url": "/instructors/HANNAH_SILBER--instructor_c7bb457d3e08d321c52af9b5"
  },
  {
    "instructor_uid": "instructor_f97da78c417a6b1cc6dbadf8",
    "source": "madgrades",
    "source_instructor_id": "5122473",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LINSEY STEEGE",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.9,
      "graded": 40,
      "counts": [
        33,
        6,
        1,
        0,
        0,
        0,
        0
      ],
      "sections": 70
    },
    "instructor_url": "/instructors/LINSEY_STEEGE--instructor_f97da78c417a6b1cc6dbadf8"
  },
  {
    "instructor_uid": "instructor_0b4458ef6a1b2eb1175bb0ac",
    "source": "madgrades",
    "source_instructor_id": "3894278",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANTHONY MCDONALD",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.755,
      "graded": 549,
      "counts": [
        367,
        126,
        43,
        7,
        2,
        2,
        2
      ],
      "sections": 37
    },
    "instructor_url": "/instructors/ANTHONY_MCDONALD"
  },
  {
    "instructor_uid": "instructor_cdeaab64fd954794a365400e",
    "source": "madgrades",
    "source_instructor_id": "6400472",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "QIAOMIN XIE",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 1,
      "quality": 1,
      "difficulty": 4,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:2777001",
      "source_url": "https://www.ratemyprofessors.com/professor/2777001",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:11:09.655440+00:00",
      "courses": {
        "course_10d2c585c41b0b82531af186": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.533034079568186,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.591,
      "graded": 495,
      "counts": [
        211,
        191,
        75,
        12,
        4,
        2,
        0
      ],
      "sections": 35
    },
    "instructor_url": "/instructors/QIAOMIN_XIE--instructor_cdeaab64fd954794a365400e"
  },
  {
    "instructor_uid": "instructor_1b6c2eca32db9d3ae3710b5f",
    "source": "madgrades",
    "source_instructor_id": "4393843",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SINAN TAS",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 6,
      "quality": 3.67,
      "difficulty": 3,
      "quality_count": 6,
      "difficulty_count": 6,
      "profile_id": "rmp:2840709",
      "source_url": "https://www.ratemyprofessors.com/professor/2840709",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:05:28.734401+00:00",
      "courses": {
        "course_9d2db43001abbe58247267ec": {
          "review_count": 3,
          "quality": 4.67,
          "difficulty": 3.33,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 3,
          "quality": 2.67,
          "difficulty": 2.67,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.6620659873435346,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.641,
      "graded": 1306,
      "counts": [
        765,
        289,
        161,
        54,
        31,
        3,
        3
      ],
      "sections": 26
    },
    "instructor_url": "/instructors/SINAN_TAS--instructor_1b6c2eca32db9d3ae3710b5f"
  },
  {
    "instructor_uid": "instructor_4c4796ceb285f7eaf4ec9d80",
    "source": "madgrades",
    "source_instructor_id": "6587113",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "RANJANA MEHTA",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 20,
      "quality": 1.3,
      "difficulty": 4.15,
      "quality_count": 20,
      "difficulty_count": 20,
      "profile_id": "rmp:2967425",
      "source_url": "https://www.ratemyprofessors.com/professor/2967425",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:10:34.979406+00:00",
      "courses": {
        "course_0bf7d1fc20304def0233e765": {
          "review_count": 18,
          "quality": 1.33,
          "difficulty": 4.11,
          "quality_count": 18,
          "difficulty_count": 18
        },
        "course_1d19662d1f1c79914b292afb": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 5,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_cf81ce86a3109ddc6a05fff0": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 2.4798428917732975,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.609,
      "graded": 224,
      "counts": [
        131,
        58,
        17,
        9,
        3,
        2,
        4
      ],
      "sections": 20
    },
    "instructor_url": "/instructors/RANJANA_MEHTA--instructor_4c4796ceb285f7eaf4ec9d80"
  },
  {
    "instructor_uid": "instructor_b1eefe4dde8573921c579de7",
    "source": "madgrades",
    "source_instructor_id": "5450250",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BRIAN PATTERSON",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": null,
      "graded": 0,
      "counts": [
        0,
        0,
        0,
        0,
        0,
        0,
        0
      ],
      "sections": 4
    },
    "instructor_url": "/instructors/BRIAN_PATTERSON--instructor_b1eefe4dde8573921c579de7"
  },
  {
    "instructor_uid": "instructor_8b7948dd5b99c56839712792",
    "source": "madgrades",
    "source_instructor_id": "6489433",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HANTANG QIN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 4,
      "quality": 1,
      "difficulty": 3,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2920138",
      "source_url": "https://www.ratemyprofessors.com/professor/2920138",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:37:12.749291+00:00",
      "courses": {
        "course_e8a20e535a6c3679f6eda0e2": {
          "review_count": 4,
          "quality": 1,
          "difficulty": 3,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 3.216404819622163,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.539,
      "graded": 142,
      "counts": [
        61,
        49,
        21,
        6,
        4,
        1,
        0
      ],
      "sections": 27
    },
    "instructor_url": "/instructors/HANTANG_QIN--instructor_8b7948dd5b99c56839712792"
  },
  {
    "instructor_uid": "instructor_9416caff17a74f973eb34b8a",
    "source": "madgrades",
    "source_instructor_id": "3041241",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "TODD MOLFENTER",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 4,
      "graded": 9,
      "counts": [
        9,
        0,
        0,
        0,
        0,
        0,
        0
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/TODD_MOLFENTER--instructor_9416caff17a74f973eb34b8a"
  },
  {
    "instructor_uid": "instructor_3d0ecda1ed1f2c88ab76dca8",
    "source": "madgrades",
    "source_instructor_id": "6709730",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MICHAEL BIEHLER",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.708,
      "graded": 108,
      "counts": [
        75,
        19,
        7,
        4,
        1,
        1,
        1
      ],
      "sections": 9
    },
    "instructor_url": "/instructors/MICHAEL_BIEHLER--instructor_3d0ecda1ed1f2c88ab76dca8"
  },
  {
    "instructor_uid": "instructor_52b830a9ef3019e17d1081fb",
    "source": "madgrades",
    "source_instructor_id": "6686927",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANDI WANG",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.693,
      "graded": 319,
      "counts": [
        178,
        93,
        41,
        7,
        0,
        0,
        0
      ],
      "sections": 10
    },
    "instructor_url": "/instructors/ANDI_WANG--instructor_52b830a9ef3019e17d1081fb"
  },
  {
    "instructor_uid": "instructor_83ade61dfb2bcf037bca01a5",
    "source": "madgrades",
    "source_instructor_id": "455066",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANDREW QUANBECK",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.978,
      "graded": 67,
      "counts": [
        65,
        1,
        1,
        0,
        0,
        0,
        0
      ],
      "sections": 9
    },
    "instructor_url": "/instructors/ANDREW_QUANBECK--instructor_83ade61dfb2bcf037bca01a5"
  },
  {
    "instructor_uid": "instructor_c5aed56a65f1cc8356de43c0",
    "source": "madgrades",
    "source_instructor_id": "6803732",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JACKIE CHA",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.766,
      "graded": 64,
      "counts": [
        41,
        17,
        5,
        1,
        0,
        0,
        0
      ],
      "sections": 6
    },
    "instructor_url": "/instructors/JACKIE_CHA--instructor_c5aed56a65f1cc8356de43c0"
  },
  {
    "instructor_uid": "instructor_28a2101bff402cdf97116bed",
    "source": "madgrades",
    "source_instructor_id": "5097596",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HANNA BARTON",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": null,
      "graded": 0,
      "counts": [
        0,
        0,
        0,
        0,
        0,
        0,
        0
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/HANNA_BARTON--instructor_28a2101bff402cdf97116bed"
  },
  {
    "instructor_uid": "instructor_c645a5212c75eb79b5fa0e37",
    "source": "madgrades",
    "source_instructor_id": "4416127",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "AMANDA SMITH",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.65,
      "graded": 1525,
      "counts": [
        915,
        320,
        169,
        88,
        28,
        3,
        2
      ],
      "sections": 27
    },
    "instructor_url": "/instructors/AMANDA_SMITH--instructor_c645a5212c75eb79b5fa0e37"
  },
  {
    "instructor_uid": "instructor_01f178d518f575522b9173f0",
    "source": "enrollment",
    "source_instructor_id": "shiyuzhou",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Shiyu Zhou",
    "email": "SZHOU@ENGR.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 4.5,
      "difficulty": 2.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:2067919",
      "source_url": "https://www.ratemyprofessors.com/professor/2067919",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:03:25.459745+00:00",
      "courses": {
        "course_43f6dbbaa6745b724bc280e9": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.7360779850423596,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/SHIYU_ZHOU"
  },
  {
    "instructor_uid": "instructor_056b4d3b498dc164f56c64bb",
    "source": "enrollment",
    "source_instructor_id": "awang86",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Andi Wang",
    "email": "ANDI.WANG@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/ANDI_WANG"
  },
  {
    "instructor_uid": "instructor_13a3990be4b0b25a8a5fc73f",
    "source": "enrollment",
    "source_instructor_id": "arquanbe",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Andrew Quanbeck",
    "email": "ARQUANBE@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/ANDREW_QUANBECK"
  },
  {
    "instructor_uid": "instructor_1ff77094c39644d04495ec4e",
    "source": "enrollment",
    "source_instructor_id": "delpia",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Alberto Del Pia",
    "email": "DELPIA@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 8,
      "quality": 4,
      "difficulty": 3.62,
      "quality_count": 8,
      "difficulty_count": 8,
      "profile_id": "rmp:2490725",
      "source_url": "https://www.ratemyprofessors.com/professor/2490725",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:57:12.505411+00:00",
      "courses": {
        "course_a04e8d794b24e3b81b984774": {
          "review_count": 6,
          "quality": 3.67,
          "difficulty": 3.67,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_a7f061aae87dfef4b924b9a9": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 3.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.756918416818997,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ALBERTO_DEL_PIA"
  },
  {
    "instructor_uid": "instructor_2308a0f3735e180d09af9904",
    "source": "enrollment",
    "source_instructor_id": "kbponto",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kevin Ponto",
    "email": "KBPONTO@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/KEVIN_PONTO"
  },
  {
    "instructor_uid": "instructor_25eb47fb214352fc2ed33bf7",
    "source": "enrollment",
    "source_instructor_id": "jdlee6",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "John Lee",
    "email": "JDLEE6@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 8,
      "quality": 3.88,
      "difficulty": 2.38,
      "quality_count": 8,
      "difficulty_count": 8,
      "profile_id": "rmp:1722365",
      "source_url": "https://www.ratemyprofessors.com/professor/1722365",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:31:26.879985+00:00",
      "courses": {
        "course_0bf7d1fc20304def0233e765": {
          "review_count": 3,
          "quality": 2.33,
          "difficulty": 2.67,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_9038c4e5acac28da8c19378f": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 3,
          "quality": 4.67,
          "difficulty": 2.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.722632702533282,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JOHN_LEE"
  },
  {
    "instructor_uid": "instructor_33bdb18031f0cf543d28653b",
    "source": "enrollment",
    "source_instructor_id": "tdmolfenter",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Todd Molfenter",
    "email": "TDMOLFENTER@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/TODD_MOLFENTER"
  },
  {
    "instructor_uid": "instructor_3b251949b48503ddc5a3bbda",
    "source": "enrollment",
    "source_instructor_id": "bmutlu",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Bilge Mutlu",
    "email": "BMUTLU@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 13,
      "quality": 3.69,
      "difficulty": 3.46,
      "quality_count": 13,
      "difficulty_count": 13,
      "profile_id": "rmp:2474914",
      "source_url": "https://www.ratemyprofessors.com/professor/2474914",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:51:46.928668+00:00",
      "courses": {
        "course_87400c0728797946c5cef14c": {
          "review_count": 13,
          "quality": 3.69,
          "difficulty": 3.46,
          "quality_count": 13,
          "difficulty_count": 13
        }
      },
      "bayesian_quality": 3.6716277476039973,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/BILGE_MUTLU"
  },
  {
    "instructor_uid": "instructor_43042c9f6215a964f74436d8",
    "source": "enrollment",
    "source_instructor_id": "zayascaban",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Gabriel Zayas Caban",
    "email": "ZAYASCABAN@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/GABRIEL_ZAYAS_CABAN"
  },
  {
    "instructor_uid": "instructor_5447dc2b17dc552a5c4f85d8",
    "source": "enrollment",
    "source_instructor_id": "lmclay",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Laura Albert",
    "email": "LAURA@ENGR.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 4.5,
      "difficulty": 2.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:3155010",
      "source_url": "https://www.ratemyprofessors.com/professor/3155010",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:22:18.759719+00:00",
      "courses": {},
      "bayesian_quality": 3.7360779850423596,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/LAURA_ALBERT"
  },
  {
    "instructor_uid": "instructor_6c79317269bbf1f9903ca030",
    "source": "enrollment",
    "source_instructor_id": "jrluedt1",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jim Luedtke",
    "email": "JRLUEDT1@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 7,
      "quality": 4.57,
      "difficulty": 3.14,
      "quality_count": 7,
      "difficulty_count": 7,
      "profile_id": "rmp:1666869",
      "source_url": "https://www.ratemyprofessors.com/professor/1666869",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:28:32.866092+00:00",
      "courses": {
        "course_2f334f3968bc9545732db707": {
          "review_count": 6,
          "quality": 4.5,
          "difficulty": 3,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_8933a7eb8d4940ef2a994569": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.8956931729974786,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JIM_LUEDTKE"
  },
  {
    "instructor_uid": "instructor_6d0ec0e783640ee55178ee65",
    "source": "enrollment",
    "source_instructor_id": "hbarton",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Hanna Barton",
    "email": "HBARTON@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/HANNA_BARTON"
  },
  {
    "instructor_uid": "instructor_6f26cace428ec0a26bbed4ad",
    "source": "enrollment",
    "source_instructor_id": "dveerama",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Raj Veeramani",
    "email": "RAJ.VEERAMANI@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/RAJ_VEERAMANI"
  },
  {
    "instructor_uid": "instructor_72eaf1b13da232abd19707d5",
    "source": "enrollment",
    "source_instructor_id": "tmmann",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Terry Mann",
    "email": "TMMANN@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 20,
      "quality": 4.3,
      "difficulty": 2.05,
      "quality_count": 20,
      "difficulty_count": 20,
      "profile_id": "rmp:1357774",
      "source_url": "https://www.ratemyprofessors.com/professor/1357774",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:02:24.766085+00:00",
      "courses": {
        "course_9d2db43001abbe58247267ec": {
          "review_count": 15,
          "quality": 4.2,
          "difficulty": 2.27,
          "quality_count": 15,
          "difficulty_count": 15
        },
        "course_67568eb0b0c4c7027a6207cf": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 1,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_21f4d7c62e459c7d0516d7ba": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 1,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.9798428917732975,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/TERRY_MANN"
  },
  {
    "instructor_uid": "instructor_790616eb1b3311e29964b78a",
    "source": "enrollment",
    "source_instructor_id": "michini",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Carla Michini",
    "email": "CARLA.MICHINI@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 12,
      "quality": 4.42,
      "difficulty": 3.25,
      "quality_count": 12,
      "difficulty_count": 12,
      "profile_id": "rmp:2371667",
      "source_url": "https://www.ratemyprofessors.com/professor/2371667",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:49:58.150385+00:00",
      "courses": {
        "course_a04e8d794b24e3b81b984774": {
          "review_count": 7,
          "quality": 4.57,
          "difficulty": 3.71,
          "quality_count": 7,
          "difficulty_count": 7
        },
        "course_5aa742b184448a57a07564c5": {
          "review_count": 5,
          "quality": 4.2,
          "difficulty": 2.6,
          "quality_count": 5,
          "difficulty_count": 5
        }
      },
      "bayesian_quality": 3.944803614716622,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/CARLA_MICHINI"
  },
  {
    "instructor_uid": "instructor_814872df5a528f5906fb2a15",
    "source": "enrollment",
    "source_instructor_id": "tas",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Sinan Tas",
    "email": "TAS@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 6,
      "quality": 3.67,
      "difficulty": 3,
      "quality_count": 6,
      "difficulty_count": 6,
      "profile_id": "rmp:2840709",
      "source_url": "https://www.ratemyprofessors.com/professor/2840709",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:05:28.734401+00:00",
      "courses": {
        "course_9d2db43001abbe58247267ec": {
          "review_count": 3,
          "quality": 4.67,
          "difficulty": 3.33,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 3,
          "quality": 2.67,
          "difficulty": 2.67,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.6620659873435346,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/SINAN_TAS"
  },
  {
    "instructor_uid": "instructor_832febb28f1592a37f1c0d8c",
    "source": "enrollment",
    "source_instructor_id": "pzhang256",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Pengyu Zhang",
    "email": "PZHANG256@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/PENGYU_ZHANG"
  },
  {
    "instructor_uid": "instructor_88b50100bedfe361746dd123",
    "source": "enrollment",
    "source_instructor_id": "linderoth",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jeffrey Linderoth",
    "email": "LINDEROTH@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/JEFFREY_LINDEROTH"
  },
  {
    "instructor_uid": "instructor_8bbc8e36f26eb211664cde7f",
    "source": "enrollment",
    "source_instructor_id": "kliu8",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kaibo Liu",
    "email": "KLIU8@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/KAIBO_LIU"
  },
  {
    "instructor_uid": "instructor_9034afbfbb7f1b98a2537126",
    "source": "enrollment",
    "source_instructor_id": "bwpatterson",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Brian Patterson",
    "email": "BPATTER@MEDICINE.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/BRIAN_PATTERSON"
  },
  {
    "instructor_uid": "instructor_9a4921f09fda94aa621413f5",
    "source": "enrollment",
    "source_instructor_id": "mbiehler",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Michael Biehler",
    "email": "MBIEHLER@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/MICHAEL_BIEHLER"
  },
  {
    "instructor_uid": "instructor_a62646ec34c23239fa5028fa",
    "source": "enrollment",
    "source_instructor_id": "admcdonald",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Tony McDonald",
    "email": "ADMCDONALD@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 4.5,
      "difficulty": 2.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:3066992",
      "source_url": "https://www.ratemyprofessors.com/professor/3066992",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:54:29.713177+00:00",
      "courses": {
        "course_96ae7077bc3892754fa137e5": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.7360779850423596,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/TONY_MCDONALD"
  },
  {
    "instructor_uid": "instructor_a65bc7d6709365e70eac0328",
    "source": "enrollment",
    "source_instructor_id": "hsilber",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Hannah Silber",
    "email": "HSILBER@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 25,
      "quality": 4.4,
      "difficulty": 1.76,
      "quality_count": 25,
      "difficulty_count": 25,
      "profile_id": "rmp:2522752",
      "source_url": "https://www.ratemyprofessors.com/professor/2522752",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:37:15.305623+00:00",
      "courses": {
        "course_1d47eb9413dc8539fee61a85": {
          "review_count": 2,
          "quality": 4,
          "difficulty": 1,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_0bf7d1fc20304def0233e765": {
          "review_count": 14,
          "quality": 4.64,
          "difficulty": 1.64,
          "quality_count": 14,
          "difficulty_count": 14
        },
        "course_75474c11dc2b9f0b6f591be5": {
          "review_count": 5,
          "quality": 4.2,
          "difficulty": 2.2,
          "quality_count": 5,
          "difficulty_count": 5
        },
        "course_291a40249da8efa7a3c96733": {
          "review_count": 3,
          "quality": 3.67,
          "difficulty": 2,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_465855ee8f77f31be2f79f78": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 4.070971459354042,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/HANNAH_SILBER"
  },
  {
    "instructor_uid": "instructor_a8a9492310b4fdcecd06a914",
    "source": "enrollment",
    "source_instructor_id": "hqin52",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Hantang Qin",
    "email": "HQIN52@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 4,
      "quality": 1,
      "difficulty": 3,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2920138",
      "source_url": "https://www.ratemyprofessors.com/professor/2920138",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:37:12.749291+00:00",
      "courses": {
        "course_e8a20e535a6c3679f6eda0e2": {
          "review_count": 4,
          "quality": 1,
          "difficulty": 3,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 3.216404819622163,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/HANTANG_QIN"
  },
  {
    "instructor_uid": "instructor_af76989bed6d07fd241691af",
    "source": "enrollment",
    "source_instructor_id": "rradwin",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Robert Radwin",
    "email": "RRADWIN@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 1,
      "difficulty": 1.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:2689714",
      "source_url": "https://www.ratemyprofessors.com/professor/2689714",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:09:30.218657+00:00",
      "courses": {
        "course_0ca78bf8e0bb0846affc636f": {
          "review_count": 2,
          "quality": 1,
          "difficulty": 1.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.417896166860541,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ROBERT_RADWIN"
  },
  {
    "instructor_uid": "instructor_b272db642d2b93e5b6693929",
    "source": "enrollment",
    "source_instructor_id": "rmehta38",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ranjana Mehta",
    "email": "RMEHTA38@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 20,
      "quality": 1.3,
      "difficulty": 4.15,
      "quality_count": 20,
      "difficulty_count": 20,
      "profile_id": "rmp:2967425",
      "source_url": "https://www.ratemyprofessors.com/professor/2967425",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:10:34.979406+00:00",
      "courses": {
        "course_0bf7d1fc20304def0233e765": {
          "review_count": 18,
          "quality": 1.33,
          "difficulty": 4.11,
          "quality_count": 18,
          "difficulty_count": 18
        },
        "course_1d19662d1f1c79914b292afb": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 5,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_cf81ce86a3109ddc6a05fff0": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 2.4798428917732975,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/RANJANA_MEHTA"
  },
  {
    "instructor_uid": "instructor_b67d3db63b5f7978d78b2ad5",
    "source": "enrollment",
    "source_instructor_id": "ymintz",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Yonatan Mintz",
    "email": "YMINTZ@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 4,
      "quality": 2,
      "difficulty": 4.5,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:3014140",
      "source_url": "https://www.ratemyprofessors.com/professor/3014140",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 15:57:37.615843+00:00",
      "courses": {
        "course_e24cd871fe8fd61582f61241": {
          "review_count": 4,
          "quality": 2,
          "difficulty": 4.5,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 3.3830714862888294,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/YONATAN_MINTZ"
  },
  {
    "instructor_uid": "instructor_e72870af9e6f9d480d0f970f",
    "source": "enrollment",
    "source_instructor_id": "dawiegmann",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Douglas Wiegmann",
    "email": "DAWIEGMANN@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 1,
      "quality": 4,
      "difficulty": 2,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:2451001",
      "source_url": "https://www.ratemyprofessors.com/professor/2451001",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:43:09.130837+00:00",
      "courses": {
        "course_0bf7d1fc20304def0233e765": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.675891222425329,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/DOUGLAS_WIEGMANN"
  },
  {
    "instructor_uid": "instructor_f2883e99c13043ab818163d4",
    "source": "enrollment",
    "source_instructor_id": "alagoz",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Oguzhan Alagoz",
    "email": "ALAGOZ@ENGR.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 3,
      "quality": 4.67,
      "difficulty": 2,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:2377358",
      "source_url": "https://www.ratemyprofessors.com/professor/2377358",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:13:17.116228+00:00",
      "courses": {
        "course_79b5e9b5db80577aeb7f07f1": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_2dfc38bd1da712336fd25ec2": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 1,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.79146589873617,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/OGUZHAN_ALAGOZ"
  },
  {
    "instructor_uid": "instructor_f40802eb4f9eef1ee66010c6",
    "source": "enrollment",
    "source_instructor_id": "jcha35",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jackie Cha",
    "email": "JACKIE.CHA@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/JACKIE_CHA"
  },
  {
    "instructor_uid": "instructor_fd72eb00ec3632f13c9c7970",
    "source": "enrollment",
    "source_instructor_id": "mcferris",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Michael Ferris",
    "email": "FERRIS@CS.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 23,
      "quality": 1.78,
      "difficulty": 4.39,
      "quality_count": 23,
      "difficulty_count": 23,
      "profile_id": "rmp:926803",
      "source_url": "https://www.ratemyprofessors.com/professor/926803",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:18:22.090012+00:00",
      "courses": {
        "course_dd8d2094feb4657373e2e2f3": {
          "review_count": 17,
          "quality": 1.71,
          "difficulty": 4.35,
          "quality_count": 17,
          "difficulty_count": 17
        },
        "course_639b02029dbf953b9704cd63": {
          "review_count": 2,
          "quality": 1.5,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_a04e8d794b24e3b81b984774": {
          "review_count": 4,
          "quality": 2.25,
          "difficulty": 4.75,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 2.6542724574635326,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MICHAEL_FERRIS"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1072",
    "term_name": "Fall 2006",
    "instructors": [
      "BEN-TZION KARSH",
      "DAREK J CEGLAREK",
      "DAVID GUSTAFSON",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "LEYUAN SHI",
      "MICHAEL JAMES 1 SMITH",
      "PASCALE CARAYON",
      "PATRICIA FLATLEY BRENNAN",
      "RAJAN SURI",
      "Robert Radwin",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 26,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 1,
    "other": 0,
    "total": 28,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1074",
    "term_name": "Spring 2007",
    "instructors": [
      "BEN-TZION KARSH",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "LEYUAN SHI",
      "MICHAEL JAMES 1 SMITH",
      "Oguzhan Alagoz",
      "PATRICIA FLATLEY BRENNAN",
      "RAJAN SURI",
      "ZHOU SHIYU"
    ],
    "a": 17,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1082",
    "term_name": "Fall 2007",
    "instructors": [
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "GREGG VANDERHEIDEN",
      "HAROLD JUDE STEUDEL",
      "LEYUAN SHI",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "RAJAN SURI",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 9,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 9,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1084",
    "term_name": "Spring 2008",
    "instructors": [
      "ANDREW J MILLER",
      "BEN-TZION KARSH",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "GREGG VANDERHEIDEN",
      "HAROLD JUDE STEUDEL",
      "LEYUAN SHI",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 19,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 19,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1092",
    "term_name": "Fall 2008",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "HAROLD JUDE STEUDEL",
      "JAMES LUEDTKE",
      "LEYUAN SHI",
      "MARY SESTO",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "Terry Mann",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 28,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 28,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1094",
    "term_name": "Spring 2009",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "BEN-TZION KARSH",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "ENID MONTAGUE",
      "JAMES LUEDTKE",
      "Jeffrey Linderoth",
      "LEYUAN SHI",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 21,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 22,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1102",
    "term_name": "Fall 2009",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "BEN-TZION KARSH",
      "DAVID GUSTAFSON",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "GREGG VANDERHEIDEN",
      "JAMES LUEDTKE",
      "Jeffrey Linderoth",
      "John Lee",
      "LEYUAN SHI",
      "Oguzhan Alagoz",
      "PATRICIA FLATLEY BRENNAN",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 10,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 10,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1104",
    "term_name": "Spring 2010",
    "instructors": [
      "BEN-TZION KARSH",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "ENID MONTAGUE",
      "HAROLD JUDE STEUDEL",
      "JAMES LUEDTKE",
      "Jeffrey Linderoth",
      "John Lee",
      "LEYUAN SHI",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "PATRICIA FLATLEY BRENNAN",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 22,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 23,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1112",
    "term_name": "Fall 2010",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "BEN-TZION KARSH",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "ENID MONTAGUE",
      "GREGG VANDERHEIDEN",
      "HAROLD JUDE STEUDEL",
      "JINGSHAN LI",
      "Jeffrey Linderoth",
      "John Lee",
      "LEYUAN SHI",
      "Oguzhan Alagoz",
      "PATRICIA FLATLEY BRENNAN",
      "Terry Mann",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 10,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 4,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 14,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1114",
    "term_name": "Spring 2011",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "BEN-TZION KARSH",
      "BRUCE THOMADSEN",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "ENID MONTAGUE",
      "HAROLD JUDE STEUDEL",
      "JAMES LUEDTKE",
      "JINGSHAN LI",
      "John Lee",
      "LEYUAN SHI",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "PATRICIA FLATLEY BRENNAN",
      "Terry Mann",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 12,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 3,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 16,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1122",
    "term_name": "Fall 2011",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "BRUCE THOMADSEN",
      "DAVID GUSTAFSON",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "ENID MONTAGUE",
      "GREGG VANDERHEIDEN",
      "HAROLD JUDE STEUDEL",
      "JAMES LUEDTKE",
      "JINGSHAN LI",
      "John Lee",
      "LEYUAN SHI",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "Terry Mann",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 7,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 7,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1124",
    "term_name": "Spring 2012",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "BEN-TZION KARSH",
      "BRUCE THOMADSEN",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "ENID MONTAGUE",
      "GREGG VANDERHEIDEN",
      "JINGSHAN LI",
      "John Lee",
      "LEYUAN SHI",
      "MARY SESTO",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "SOONHUI LEE",
      "Terry Mann",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 45,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 6,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 3,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 54,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1132",
    "term_name": "Fall 2012",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "ENID MONTAGUE",
      "GREGG VANDERHEIDEN",
      "JINGSHAN LI",
      "John Lee",
      "LEYUAN SHI",
      "MARY SESTO",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "PATRICIA FLATLEY BRENNAN",
      "Terry Mann",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 13,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 14,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1134",
    "term_name": "Spring 2013",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "BRUCE THOMADSEN",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "GREGG VANDERHEIDEN",
      "JINGSHAN LI",
      "John Lee",
      "LEYUAN SHI",
      "MARY SESTO",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "PATRICIA FLATLEY BRENNAN",
      "Terry Mann",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 32,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 2,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 34,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1142",
    "term_name": "Fall 2013",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "BRUCE THOMADSEN",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "GREGG VANDERHEIDEN",
      "JAMES LUEDTKE",
      "JINGSHAN LI",
      "John Lee",
      "LEYUAN SHI",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "PATRICIA FLATLEY BRENNAN",
      "Robert Radwin",
      "Terry Mann",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 7,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 7,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1144",
    "term_name": "Spring 2014",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "BRUCE THOMADSEN",
      "CHRISTOPHER JOHNSON",
      "DAVID GUSTAFSON",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "GREGG VANDERHEIDEN",
      "JINGSHAN LI",
      "John Lee",
      "LAURA MCLAY",
      "PASCALE CARAYON",
      "PATRICIA FLATLEY BRENNAN",
      "Robert Radwin",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 17,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1152",
    "term_name": "Fall 2014",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "BRUCE THOMADSEN",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "GREGG VANDERHEIDEN",
      "JINGSHAN LI",
      "John Lee",
      "LEYUAN SHI",
      "Michael Ferris",
      "PASCALE CARAYON",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 15,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 15,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1154",
    "term_name": "Spring 2015",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "BRUCE THOMADSEN",
      "CHRISTOPHER JOHNSON",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "GREGG VANDERHEIDEN",
      "JAMES LUEDTKE",
      "JINGSHAN LI",
      "John Lee",
      "Kaibo Liu",
      "LEYUAN SHI",
      "Michael Ferris",
      "PASCALE CARAYON",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 24,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 25,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "CHRISTOPHER JOHNSON",
      "DHARMARAJ VEERAMANI",
      "David Zimmerman",
      "Douglas Wiegmann",
      "GREGG VANDERHEIDEN",
      "JINGSHAN LI",
      "John Lee",
      "Kaibo Liu",
      "LEYUAN SHI",
      "PASCALE CARAYON",
      "Robert Radwin",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 13,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 13,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1164",
    "term_name": "Spring 2016",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "BRUCE THOMADSEN",
      "CHRISTOPHER JOHNSON",
      "DHARMARAJ VEERAMANI",
      "Douglas Wiegmann",
      "Fuxin Wang",
      "JAMES MICHAEL ROBINSON",
      "JINGSHAN LI",
      "Jeffrey Linderoth",
      "John Lee",
      "Kaibo Liu",
      "LEYUAN SHI",
      "PASCALE CARAYON",
      "Robert Radwin",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 33,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 34,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "ALFONSO GUTIERREZ",
      "ANANTH KRISHNAMURTHY",
      "Douglas Wiegmann",
      "JAMES MICHAEL ROBINSON",
      "JINGSHAN LI",
      "Kaibo Liu",
      "LAURA MCLAY",
      "NICOLE WERNER",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "Robert Radwin",
      "THOMAS YEN",
      "Terry Mann",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 14,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 14,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1174",
    "term_name": "Spring 2017",
    "instructors": [
      "ALFONSO GUTIERREZ",
      "ANANTH KRISHNAMURTHY",
      "BRUCE THOMADSEN",
      "Douglas Wiegmann",
      "JAMES MICHAEL ROBINSON",
      "JINGSHAN LI",
      "John Lee",
      "Kaibo Liu",
      "LEYUAN SHI",
      "Michael Ferris",
      "NICOLE WERNER",
      "PASCALE CARAYON",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 21,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 21,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "Douglas Wiegmann",
      "JAMES LUEDTKE",
      "JAMES MICHAEL ROBINSON",
      "JINGSHAN LI",
      "John Lee",
      "Kaibo Liu",
      "Kevin Ponto",
      "LAURA MCLAY",
      "Michael Ferris",
      "NICOLE WERNER",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "Robert Radwin",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 10,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 2,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 12,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1184",
    "term_name": "Spring 2018",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "BRUCE THOMADSEN",
      "DHARMARAJ VEERAMANI",
      "Douglas Wiegmann",
      "Fuxin Wang",
      "Kaibo Liu",
      "NICOLE WERNER",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "Robert Radwin",
      "Terry Mann",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 12,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 12,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "ANANTH KRISHNAMURTHY",
      "Bilge Mutlu",
      "DHARMARAJ VEERAMANI",
      "Douglas Wiegmann",
      "Fuxin Wang",
      "JAMES LUEDTKE",
      "Kaibo Liu",
      "LAURA MCLAY",
      "LEYUAN SHI",
      "NICOLE WERNER",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "Robert Radwin",
      "ZHOU SHIYU"
    ],
    "a": 12,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 12,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1194",
    "term_name": "Spring 2019",
    "instructors": [
      "DHARMARAJ VEERAMANI",
      "Douglas Wiegmann",
      "JINGSHAN LI",
      "John Lee",
      "LEYUAN SHI",
      "NICOLE WERNER",
      "Oguzhan Alagoz",
      "Robert Radwin",
      "ZHOU SHIYU"
    ],
    "a": 0,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 0,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "CHARLENE YAUCH",
      "DHARMARAJ VEERAMANI",
      "Douglas Wiegmann",
      "Justin Boutilier",
      "Kaibo Liu",
      "NICOLE WERNER",
      "Oguzhan Alagoz",
      "Robert Radwin",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 6,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 6,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "CHARLENE YAUCH",
      "John Lee",
      "Justin Boutilier",
      "LEYUAN SHI",
      "NICOLE WERNER",
      "Oguzhan Alagoz",
      "PASCALE CARAYON",
      "Robert Radwin",
      "ZHOU SHIYU"
    ],
    "a": 0,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 0,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "CHARLENE YAUCH",
      "Douglas Wiegmann",
      "Justin Boutilier",
      "LEYUAN SHI",
      "NICOLE WERNER",
      "Robert Radwin",
      "VICKI BIER",
      "ZHOU SHIYU"
    ],
    "a": 6,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 6,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "CHARLENE YAUCH",
      "Douglas Wiegmann",
      "Fuxin Wang",
      "LAURA MCLAY",
      "LEYUAN SHI",
      "NICOLE WERNER",
      "ZHOU SHIYU"
    ],
    "a": 10,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 11,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "Douglas Wiegmann",
      "Hannah Silber",
      "John Lee",
      "LEYUAN SHI",
      "Linsey Steege",
      "NICOLE WERNER",
      "Oguzhan Alagoz",
      "Yonatan Mintz",
      "ZHOU SHIYU"
    ],
    "a": 16,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 3,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 19,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "CHARLENE YAUCH",
      "Douglas Wiegmann",
      "Fuxin Wang",
      "John Lee",
      "LEYUAN SHI",
      "Tony McDonald",
      "ZHOU SHIYU"
    ],
    "a": 0,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 0,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "CHARLENE YAUCH",
      "DHARMARAJ VEERAMANI",
      "Fuxin Wang",
      "John Lee",
      "Justin Boutilier",
      "LEYUAN SHI",
      "Qiaomin Xie",
      "Robert Radwin",
      "Tony McDonald",
      "ZHOU SHIYU"
    ],
    "a": 0,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 0,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Brian Patterson",
      "CHARLENE YAUCH",
      "DHARMARAJ VEERAMANI",
      "Douglas Wiegmann",
      "Kaibo Liu",
      "Ranjana Mehta",
      "Sinan Tas",
      "Tony McDonald",
      "ZHOU SHIYU"
    ],
    "a": 5,
    "ab": 4,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 10,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "Hantang Qin",
      "Justin Boutilier",
      "Tony McDonald",
      "ZHOU SHIYU"
    ],
    "a": 0,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 0,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Brian Patterson",
      "DHARMARAJ VEERAMANI",
      "Douglas Wiegmann",
      "Robert Radwin",
      "Todd Molfenter",
      "Tony McDonald"
    ],
    "a": 0,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 0,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Andi Wang",
      "Brian Patterson",
      "DHARMARAJ VEERAMANI",
      "Douglas Wiegmann",
      "Kaibo Liu",
      "Michael Biehler",
      "Ranjana Mehta",
      "Robert Radwin",
      "Sinan Tas",
      "Todd Molfenter",
      "Tony McDonald",
      "ZHOU SHIYU"
    ],
    "a": 24,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 24,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Andi Wang",
      "Andrew Quanbeck",
      "Brian Patterson",
      "DHARMARAJ VEERAMANI",
      "Douglas Wiegmann",
      "Hannah Silber",
      "Hantang Qin",
      "Jackie Cha",
      "Jeffrey Linderoth",
      "Kaibo Liu",
      "LAURA MCLAY",
      "Michael Biehler",
      "Ranjana Mehta",
      "Sinan Tas",
      "Todd Molfenter",
      "ZHOU SHIYU"
    ],
    "a": 32,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 32,
    "source_aliases": [
      "ISYE 699"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ISYE 699",
    "course_uid": "course_7029dbe1331dc04d405f91e2",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Amanda Smith",
      "DHARMARAJ VEERAMANI",
      "Hanna Barton",
      "Hannah Silber",
      "Hantang Qin",
      "Jackie Cha",
      "Jeffrey Linderoth",
      "Kaibo Liu",
      "Michael Biehler",
      "Ranjana Mehta",
      "ZHOU SHIYU"
    ],
    "a": 13,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 13,
    "source_aliases": [
      "ISYE 699"
    ]
  }
]
```

### statistics

#### gpa

3.991

#### graded

570

#### counts

* 561
* 8
* 1
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_7029dbe1331dc04d405f91e2-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_7029dbe1331dc04d405f91e2-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_7029dbe1331dc04d405f91e2-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_7029dbe1331dc04d405f91e2-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_7029dbe1331dc04d405f91e2-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_7029dbe1331dc04d405f91e2-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.991228070175439

#### count

570

#### university

##### size

5784

##### gpa Percentile

95

##### count Percentile

72

##### median Count

240.5

##### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 12    | false   |
| 2.8–3.2 | 363   | false   |
| 3.2–3.6 | 1576  | false   |
| 3.6–4.0 | 3833  | true    |

#### departments

```json
[
  {
    "subject": "ISYE",
    "comparison": {
      "size": 64,
      "gpaPercentile": 100,
      "countPercentile": 60,
      "medianCount": 412.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 16,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 44,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1072

##### term

1072

##### gpa

3.9814814814814814

##### count

27

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1074

##### term

1074

##### gpa

4

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1082

##### term

1082

##### gpa

4

##### count

9

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1084

##### term

1084

##### gpa

4

##### count

19

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1092

##### term

1092

##### gpa

4

##### count

28

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1094

##### term

1094

##### gpa

3.977272727272727

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1102

##### term

1102

##### gpa

4

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1104

##### term

1104

##### gpa

4

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1112

##### term

1112

##### gpa

4

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1114

##### term

1114

##### gpa

3.9615384615384617

##### count

13

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1122

##### term

1122

##### gpa

4

##### count

7

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1124

##### term

1124

##### gpa

4

##### count

45

##### university

###### size

821

###### gpa Percentile

96

###### count Percentile

30

###### median Count

67

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 39    | false   |
| 2.8–3.2 | 223   | false   |
| 3.2–3.6 | 278   | false   |
| 3.6–4.0 | 280   | true    |

##### departments

```json
[
  {
    "subject": "ISYE",
    "comparison": {
      "size": 13,
      "gpaPercentile": 100,
      "countPercentile": 58,
      "medianCount": 44,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 1,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 5,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 7,
          "current": true
        }
      ]
    }
  }
]
```

#### 1132

##### term

1132

##### gpa

4

##### count

13

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1134

##### term

1134

##### gpa

4

##### count

32

##### university

###### size

852

###### gpa Percentile

96

###### count Percentile

5

###### median Count

66

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 2     | false   |
| 2.4–2.8 | 30    | false   |
| 2.8–3.2 | 229   | false   |
| 3.2–3.6 | 304   | false   |
| 3.6–4.0 | 287   | true    |

##### departments

```json
[
  {
    "subject": "ISYE",
    "comparison": {
      "size": 18,
      "gpaPercentile": 100,
      "countPercentile": 0,
      "medianCount": 44.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 5,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": true
        }
      ]
    }
  }
]
```

#### 1142

##### term

1142

##### gpa

4

##### count

7

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1144

##### term

1144

##### gpa

4

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1152

##### term

1152

##### gpa

4

##### count

15

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1154

##### term

1154

##### gpa

4

##### count

24

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1162

##### term

1162

##### gpa

4

##### count

13

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1164

##### term

1164

##### gpa

4

##### count

33

##### university

###### size

965

###### gpa Percentile

95

###### count Percentile

6

###### median Count

68

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 3     | false   |
| 2.4–2.8 | 37    | false   |
| 2.8–3.2 | 216   | false   |
| 3.2–3.6 | 319   | false   |
| 3.6–4.0 | 390   | true    |

##### departments

```json
[
  {
    "subject": "ISYE",
    "comparison": {
      "size": 19,
      "gpaPercentile": 94,
      "countPercentile": 0,
      "medianCount": 49,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 2,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 3,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 13,
          "current": true
        }
      ]
    }
  }
]
```

#### 1172

##### term

1172

##### gpa

4

##### count

14

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1174

##### term

1174

##### gpa

4

##### count

21

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1182

##### term

1182

##### gpa

4

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1184

##### term

1184

##### gpa

4

##### count

12

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1192

##### term

1192

##### gpa

4

##### count

12

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1202

##### term

1202

##### gpa

4

##### count

6

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1212

##### term

1212

##### gpa

4

##### count

6

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1222

##### term

1222

##### gpa

3.9545454545454546

##### count

11

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1224

##### term

1224

##### gpa

4

##### count

16

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1242

##### term

1242

##### gpa

3.7

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1254

##### term

1254

##### gpa

4

##### count

24

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

#### 1262

##### term

1262

##### gpa

4

##### count

32

##### university

###### size

1320

###### gpa Percentile

95

###### count Percentile

5

###### median Count

70

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 8     | false   |
| 2.8–3.2 | 133   | false   |
| 3.2–3.6 | 381   | false   |
| 3.6–4.0 | 797   | true    |

##### departments

```json
[
  {
    "subject": "ISYE",
    "comparison": {
      "size": 25,
      "gpaPercentile": 96,
      "countPercentile": 0,
      "medianCount": 52,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 5,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 5,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 15,
          "current": true
        }
      ]
    }
  }
]
```

#### 1264

##### term

1264

##### gpa

4

##### count

13

##### departments

| subject | comparison |
| ------- | ---------- |
| ISYE    |            |

### benchmarks

#### all

##### school

###### size

5784

###### gpa

3.6736255573368366

###### top Share

82.68719706118685

###### count

240.5

##### ISYE

###### size

64

###### gpa

3.6838736162299903

###### top Share

83.59221497961286

###### count

412.5

#### terms

##### 1072

###### school

###### size

723

###### gpa

3.344595727439471

###### top Share

62.012941427864526

###### count

67

##### 1074

###### school

###### size

695

###### gpa

3.3616924722887376

###### top Share

63.22509110105764

###### count

69

##### 1082

###### school

###### size

723

###### gpa

3.3583896732335172

###### top Share

62.932746798940194

###### count

68

##### 1084

###### school

###### size

720

###### gpa

3.3670742938849725

###### top Share

63.42064564712246

###### count

70

###### ISYE

###### size

12

###### gpa

3.539479209717092

###### top Share

78.21357214803776

###### count

39.5

##### 1092

###### school

###### size

732

###### gpa

3.374660709520374

###### top Share

63.690339324346596

###### count

70

##### 1094

###### school

###### size

758

###### gpa

3.3891454428111527

###### top Share

64.36369814389255

###### count

71

###### ISYE

###### size

12

###### gpa

3.4056079638285452

###### top Share

65.2521379730913

###### count

39

##### 1102

###### school

###### size

774

###### gpa

3.36712622366007

###### top Share

63.703228532165696

###### count

67

###### ISYE

###### size

14

###### gpa

3.4469412997609785

###### top Share

67.6955584322091

###### count

42

##### 1104

###### school

###### size

793

###### gpa

3.384661458923085

###### top Share

64.6614752434143

###### count

66

###### ISYE

###### size

12

###### gpa

3.5102873708512288

###### top Share

73.77337837858025

###### count

43

##### 1112

###### school

###### size

805

###### gpa

3.3737773184830386

###### top Share

63.91039244872789

###### count

66

###### ISYE

###### size

14

###### gpa

3.4635739499944935

###### top Share

68.36302861386832

###### count

40

##### 1114

###### school

###### size

804

###### gpa

3.3696004653806844

###### top Share

64.0389334741844

###### count

68

###### ISYE

###### size

11

###### gpa

3.412841793537643

###### top Share

66.98646701950561

###### count

44

##### 1122

###### school

###### size

804

###### gpa

3.3737149752667013

###### top Share

63.65118790117902

###### count

70

###### ISYE

###### size

15

###### gpa

3.412173563129109

###### top Share

65.9564467047386

###### count

41

##### 1124

###### school

###### size

821

###### gpa

3.406589342026613

###### top Share

66.35774230127205

###### count

67

###### ISYE

###### size

13

###### gpa

3.5687689324418694

###### top Share

73.75416475235485

###### count

44

##### 1132

###### school

###### size

851

###### gpa

3.391128778809763

###### top Share

64.69509437122704

###### count

66

###### ISYE

###### size

16

###### gpa

3.5364049773931505

###### top Share

75.22354524793886

###### count

40

##### 1134

###### school

###### size

852

###### gpa

3.4138934207568203

###### top Share

66.35946578182744

###### count

66

###### ISYE

###### size

18

###### gpa

3.5162768347554625

###### top Share

75.28474381169617

###### count

44.5

##### 1142

###### school

###### size

853

###### gpa

3.3941849959684913

###### top Share

65.28450334228523

###### count

67

###### ISYE

###### size

15

###### gpa

3.5128855686259963

###### top Share

70.39446449718172

###### count

41

##### 1144

###### school

###### size

878

###### gpa

3.4092443327803017

###### top Share

65.95978235963416

###### count

64

###### ISYE

###### size

14

###### gpa

3.4927104441409336

###### top Share

71.50317287737518

###### count

52

##### 1152

###### school

###### size

918

###### gpa

3.408733538594633

###### top Share

66.06693005846735

###### count

65

###### ISYE

###### size

17

###### gpa

3.4850179961463574

###### top Share

73.7876204102473

###### count

47

##### 1154

###### school

###### size

935

###### gpa

3.4282378385810093

###### top Share

67.66674668721691

###### count

63

###### ISYE

###### size

15

###### gpa

3.5190347673022537

###### top Share

74.22854110198433

###### count

51

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

###### ISYE

###### size

17

###### gpa

3.5725128229421537

###### top Share

76.66908174242778

###### count

47

##### 1164

###### school

###### size

965

###### gpa

3.46491230798535

###### top Share

69.92376287143657

###### count

68

###### ISYE

###### size

19

###### gpa

3.629939118306125

###### top Share

80.5561261302253

###### count

49

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

###### ISYE

###### size

20

###### gpa

3.62282118668902

###### top Share

80.8712827496802

###### count

49

##### 1174

###### school

###### size

955

###### gpa

3.4597947384071412

###### top Share

69.5290038366363

###### count

69

###### ISYE

###### size

20

###### gpa

3.548290744949521

###### top Share

73.96475892889286

###### count

57.5

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

###### ISYE

###### size

20

###### gpa

3.623137975768555

###### top Share

79.85162329939513

###### count

64

##### 1184

###### school

###### size

1010

###### gpa

3.47925290354517

###### top Share

70.86270937115944

###### count

68

###### ISYE

###### size

22

###### gpa

3.5566129214689735

###### top Share

75.3813579514971

###### count

57

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### ISYE

###### size

21

###### gpa

3.606250714862031

###### top Share

80.36295437587276

###### count

66

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

###### ISYE

###### size

22

###### gpa

3.629795980115166

###### top Share

79.27647395270196

###### count

65

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

###### ISYE

###### size

20

###### gpa

3.5732402503094702

###### top Share

77.47106780381264

###### count

60.5

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

###### ISYE

###### size

21

###### gpa

3.826924971533834

###### top Share

92.62448121984468

###### count

57

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

###### ISYE

###### size

20

###### gpa

3.6720523848313853

###### top Share

82.3691054858035

###### count

63

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### ISYE

###### size

24

###### gpa

3.5982967550887195

###### top Share

79.26400318090532

###### count

48.5

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

###### ISYE

###### size

25

###### gpa

3.662696584191052

###### top Share

81.34147885567297

###### count

48

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

###### ISYE

###### size

24

###### gpa

3.6150976595453543

###### top Share

79.79311993423791

###### count

53

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### ISYE

###### size

24

###### gpa

3.6495043911288954

###### top Share

80.48020872988452

###### count

53

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### ISYE

###### size

23

###### gpa

3.58121958026649

###### top Share

78.36753571915544

###### count

51

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### ISYE

###### size

21

###### gpa

3.5955893406830746

###### top Share

77.54199035575564

###### count

55

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### ISYE

###### size

24

###### gpa

3.591512973394995

###### top Share

76.60599070514075

###### count

55

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### ISYE

###### size

22

###### gpa

3.6580253054677003

###### top Share

83.06204049789541

###### count

58

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### ISYE

###### size

25

###### gpa

3.6267703884700335

###### top Share

79.39124378770292

###### count

52

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### ISYE

###### size

22

###### gpa

3.691810114676891

###### top Share

83.93896862155151

###### count

56.5

## instructor Trends

```json
[
  {
    "uid": "instructor_e6734e4fc897e51310f0240f",
    "name": "DHARMARAJ VEERAMANI",
    "count": 189,
    "terms": [
      {
        "term": "1072",
        "count": 9,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1074",
        "count": 11,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1082",
        "count": 9,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1084",
        "count": 13,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1092",
        "count": 16,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1094",
        "count": 16,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1102",
        "count": 10,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1104",
        "count": 16,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1114",
        "count": 9,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1124",
        "count": 9,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1142",
        "count": 7,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1144",
        "count": 9,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1162",
        "count": 6,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1164",
        "count": 28,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1254",
        "count": 6,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1262",
        "count": 9,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1264",
        "count": 6,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_a024889f69bb0f9c42fc25ce",
    "name": "ANANTH KRISHNAMURTHY",
    "count": 86,
    "terms": [
      {
        "term": "1124",
        "count": 14,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1132",
        "count": 13,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1152",
        "count": 6,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1154",
        "count": 6,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1172",
        "count": 8,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1174",
        "count": 11,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1182",
        "count": 10,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1184",
        "count": 12,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1192",
        "count": 6,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_bf4f886096176d8295215ac1",
    "name": "BRUCE THOMADSEN",
    "count": 49,
    "terms": [
      {
        "term": "1124",
        "count": 17,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1134",
        "count": 13,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1144",
        "count": 8,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1154",
        "count": 11,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_f10fe0107e82d9121edcce07",
    "name": "DAVID ZIMMERMAN",
    "count": 36,
    "terms": [
      {
        "term": "1092",
        "count": 6,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1122",
        "count": 7,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1152",
        "count": 9,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1154",
        "count": 7,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1162",
        "count": 7,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_3d0ecda1ed1f2c88ab76dca8",
    "name": "MICHAEL BIEHLER",
    "count": 26,
    "terms": [
      {
        "term": "1254",
        "count": 9,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1262",
        "count": 17,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_3bfb9698df128aba89bf336b",
    "name": "VICKI BIER",
    "count": 25,
    "terms": [
      {
        "term": "1084",
        "count": 6,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1092",
        "count": 6,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1104",
        "count": 6,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1112",
        "count": 7,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_cd5fbcc0f56d2351dc480979",
    "name": "NICOLE WERNER",
    "count": 24,
    "terms": [
      {
        "term": "1212",
        "count": 6,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1222",
        "count": 11,
        "sections": 1,
        "gpa": 3.9545454545454546
      },
      {
        "term": "1224",
        "count": 7,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_100690f58c4672983a7f177c",
    "name": "OGUZHAN ALAGOZ",
    "count": 19,
    "terms": [
      {
        "term": "1094",
        "count": 6,
        "sections": 1,
        "gpa": 3.9166666666666665
      },
      {
        "term": "1192",
        "count": 6,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1202",
        "count": 6,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1224",
        "count": 1,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_6d6130084f2657c504044b59",
    "name": "JOHN LEE",
    "count": 13,
    "terms": [
      {
        "term": "1134",
        "count": 7,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1164",
        "count": 5,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1224",
        "count": 1,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_c5aed56a65f1cc8356de43c0",
    "name": "JACKIE CHA",
    "count": 13,
    "terms": [
      {
        "term": "1262",
        "count": 6,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1264",
        "count": 7,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_f79bc7a3f757af1a2cf06196",
    "name": "MICHAEL JAMES 1 SMITH",
    "count": 12,
    "terms": [
      {
        "term": "1072",
        "count": 6,
        "sections": 1,
        "gpa": 3.9166666666666665
      },
      {
        "term": "1074",
        "count": 6,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_9cb2b9fa17cdd57de18f4f3c",
    "name": "ENID MONTAGUE",
    "count": 11,
    "terms": [
      {
        "term": "1112",
        "count": 3,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1114",
        "count": 4,
        "sections": 1,
        "gpa": 3.875
      },
      {
        "term": "1124",
        "count": 4,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_1b6c2eca32db9d3ae3710b5f",
    "name": "SINAN TAS",
    "count": 10,
    "terms": [
      {
        "term": "1242",
        "count": 10,
        "sections": 1,
        "gpa": 3.7
      }
    ]
  },
  {
    "uid": "instructor_5ab9aa1c3da6a5b2a517f8e0",
    "name": "ALFONSO GUTIERREZ",
    "count": 10,
    "terms": [
      {
        "term": "1174",
        "count": 10,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_8cb1ca01d99dd7aebc9796a4",
    "name": "ZHOU SHIYU",
    "count": 10,
    "terms": [
      {
        "term": "1072",
        "count": 7,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1224",
        "count": 3,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_9416caff17a74f973eb34b8a",
    "name": "TODD MOLFENTER",
    "count": 9,
    "terms": [
      {
        "term": "1254",
        "count": 9,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_32d0aabac9e250ab7187936f",
    "name": "JAMES MICHAEL ROBINSON",
    "count": 6,
    "terms": [
      {
        "term": "1172",
        "count": 6,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_58f6cf40228e1a94cbc24937",
    "name": "LEYUAN SHI",
    "count": 6,
    "terms": [
      {
        "term": "1072",
        "count": 5,
        "sections": 2,
        "gpa": 4
      },
      {
        "term": "1124",
        "count": 1,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_69acaecbe3f897984597e5a9",
    "name": "PASCALE CARAYON",
    "count": 6,
    "terms": [
      {
        "term": "1134",
        "count": 6,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_6af5cdbb9121a19c181935d8",
    "name": "JINGSHAN LI",
    "count": 6,
    "terms": [
      {
        "term": "1134",
        "count": 6,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_b1ca1214b3857dea17803a52",
    "name": "DOUGLAS WIEGMANN",
    "count": 2,
    "terms": [
      {
        "term": "1224",
        "count": 2,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_c7bb457d3e08d321c52af9b5",
    "name": "HANNAH SILBER",
    "count": 1,
    "terms": [
      {
        "term": "1224",
        "count": 1,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_f97da78c417a6b1cc6dbadf8",
    "name": "LINSEY STEEGE",
    "count": 1,
    "terms": [
      {
        "term": "1224",
        "count": 1,
        "sections": 1,
        "gpa": 4
      }
    ]
  }
]
```

## following

None recorded.
