# CS\&D 681: Senior Honors Thesis | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/CS%26D_681)

## 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

cb30f8d2d3fe9cfbb15dc1dc72bb58018f0dd6390cdfc970f04997bd4d6c9615

### course id

CS\&D 681

### course uid

course\_5e5301267908c76fb1a37754

### catalog version id

9af8cb5258954f8e2b2a8923634c9b8ba45c5deab2e3af4b678f321a76260655

### course number

681

### subjects

* CS\&D

### title

SENIOR HONORS THESIS

### description

Individual mentored study for seniors completing theses for Honors in the Major as arranged with a faculty member.

### requirements text

Consent of instructor

### credits min

3

### credits max

3

### credit offering ids

* 1272:252:004028

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

2dd2fd0f4c0752771bce9f7df61edabc05f30552bcd7a63c64c50beabb047e1f

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

CS\&D 681 is a senior-level mentored study course for students completing theses for Honors in the Major.

### llm topics

* Senior Honors Thesis

### llm skills

* Independent research under faculty mentorship
* Thesis writing and completion

### llm assumed background

* Senior standing and completion of Honors in the Major thesis requirements

### llm search phrases

* CS\&D 681 senior honors thesis
* individual mentored study CS\&D
* Honors in the Major thesis senior

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

1cdf7e5d202cadb746878ba89a6c6756924a79484ec240b603b7c4feea7def20

#### course id

CS\&D 681

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_d0a2d29d2f208b071f14d066",
    "message": "No course-specific reviews available",
    "name": "Audra Sterling Von Glahn",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_b6bd0644f4f583edabb53a80",
    "message": "No course-specific reviews available",
    "name": "Ben Parrell",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_fd1b036634fc5732b655c168",
    "message": "No course-specific reviews available",
    "name": "Carrie Niziolek",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2426802",
    "summary": []
  },
  {
    "instructor_uid": "instructor_95685c8ca25958dda607d0e5",
    "message": "No course-specific reviews available",
    "name": "Erik Jorgensen",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:3061471",
    "summary": []
  },
  {
    "instructor_uid": "instructor_b9b89e828651c70241269192",
    "message": "No course-specific reviews available",
    "name": "Haley Dresang",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:3097927",
    "summary": []
  },
  {
    "instructor_uid": "instructor_8fddde8250ad222849608be0",
    "message": "No course-specific reviews available",
    "name": "Haley Vlach",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1791940",
    "summary": []
  },
  {
    "instructor_uid": "instructor_831cc3b9569c15929487678f",
    "message": "No course-specific reviews available",
    "name": "Jenny Saffran",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:368067",
    "summary": []
  },
  {
    "instructor_uid": "instructor_2af94452eaf4a4f9733f3fea",
    "message": "No course-specific reviews available",
    "name": "Katie Hustad",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2023718",
    "summary": []
  },
  {
    "instructor_uid": "instructor_f317880f81c6b093905a7036",
    "message": "No course-specific reviews available",
    "name": "Kimberly Mueller",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_c5fa68dfce89efc38d62fd22",
    "message": "No course-specific reviews available",
    "name": "Margarita Kaushanskaya",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1094477",
    "summary": []
  },
  {
    "instructor_uid": "instructor_79c3d4534ea1d01dc4cd686d",
    "message": "No course-specific reviews available",
    "name": "Michelle Ciucci",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1701512",
    "summary": []
  },
  {
    "instructor_uid": "instructor_f268648a062dded1f33f2f55",
    "message": "No course-specific reviews available",
    "name": "Nadine Connor",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_41350ec9178f1f8981a2ad61",
    "message": "No course-specific reviews available",
    "name": "Nike Gnanateja Gurindapalli",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_2b72a9a491ca5266e745bb0b",
    "message": "No course-specific reviews available",
    "name": "Rebecca Alper",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_c12b61d9dfeea65f92321212",
    "message": "No course-specific reviews available",
    "name": "Ruth Litovsky",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:430786",
    "summary": []
  },
  {
    "instructor_uid": "instructor_638279c7ce059c02df68417d",
    "message": "No course-specific reviews available",
    "name": "Susan Ellis Weismer",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_bf92448d32a9aa2ff74edf9b",
    "message": "No course-specific reviews available",
    "name": "Susan Thibeault",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "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

None recorded.

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

AUDRA STERLING VON GLAHN is recorded teaching in Fall 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2019, Spring 2020, Fall 2021, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 60,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 60,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 60,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1172",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 60,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 60,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 60,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 60,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 60,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 60,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

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

```json
{
  "citations": [
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 5,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 5,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 5,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

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

```json
{
  "citations": [
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 10,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 10,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

KATHERINE HUSTAD is recorded teaching in Fall 2009, Fall 2010, Fall 2012, Fall 2013, Fall 2016, Fall 2017, Fall 2019, Fall 2020, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1102",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1112",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1172",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 25,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

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

```json
{
  "citations": [
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 17,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    }
  ]
}
```

MARGARITA KAUSHANSKAYA is recorded teaching in Spring 2010, Fall 2010, Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2018, Fall 2021, Fall 2022, Fall 2023, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1104",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1112",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1172",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 24,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

MICHELLE CIUCCI is recorded teaching in Fall 2011, Fall 2012, Fall 2016, Spring 2019. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 50,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1122",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 50,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 50,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1172",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 50,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1194",
      "type": "grade"
    }
  ]
}
```

NADINE CONNOR is recorded teaching in Spring 2009, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1094",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

NIKE GNANATEJA GURINDAPALLI is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

REBECCA ALPER is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

RUTH LITOVSKY is recorded teaching in Fall 2010, Fall 2011, Fall 2012, Fall 2014, Fall 2016, Spring 2022. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 13,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1112",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 13,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1122",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 13,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 13,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 13,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1172",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 13,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    }
  ]
}
```

SUSAN ELLIS WEISMER is recorded teaching in Fall 2009, Fall 2010, Spring 2011, Fall 2011, Fall 2013, Fall 2014, Fall 2015, Fall 2022. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1102",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1112",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1114",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1122",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    },
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    }
  ]
}
```

SUSAN THIBEAULT is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "CS&D 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
      "source_record": {
        "entity_id": "bde4ccdc-4a2a-389a-8c7c-3b6b8d76a845",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "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_d0a2d29d2f208b071f14d066",
    "source": "enrollment",
    "source_instructor_id": "sterling2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Audra Sterling Von Glahn",
    "email": "ASTERLING@WAISMAN.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/AUDRA_STERLING_VON_GLAHN"
  },
  {
    "instructor_uid": "instructor_b6bd0644f4f583edabb53a80",
    "source": "enrollment",
    "source_instructor_id": "bparrell",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ben Parrell",
    "email": "BPARRELL@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/BEN_PARRELL"
  },
  {
    "instructor_uid": "instructor_fd1b036634fc5732b655c168",
    "source": "enrollment",
    "source_instructor_id": "cniziolek",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Carrie Niziolek",
    "email": "CNIZIOLEK@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/CARRIE_NIZIOLEK"
  },
  {
    "instructor_uid": "instructor_95685c8ca25958dda607d0e5",
    "source": "enrollment",
    "source_instructor_id": "ejjorgensen3",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Erik Jorgensen",
    "email": "EJJORGENSEN3@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": 3.75,
      "difficulty": 4,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:3061471",
      "source_url": "https://www.ratemyprofessors.com/professor/3061471",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:40:27.725201+00:00",
      "courses": {},
      "bayesian_quality": 3.6747381529554963,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ERIK_JORGENSEN"
  },
  {
    "instructor_uid": "instructor_b9b89e828651c70241269192",
    "source": "enrollment",
    "source_instructor_id": "hdresang",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Haley Dresang",
    "email": "HDRESANG@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/HALEY_DRESANG"
  },
  {
    "instructor_uid": "instructor_8fddde8250ad222849608be0",
    "source": "enrollment",
    "source_instructor_id": "hvlach",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Haley Vlach",
    "email": "HVLACH@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": 14,
      "quality": 4.71,
      "difficulty": 1.93,
      "quality_count": 14,
      "difficulty_count": 14,
      "profile_id": "rmp:1791940",
      "source_url": "https://www.ratemyprofessors.com/professor/1791940",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:37:26.491812+00:00",
      "courses": {
        "course_e3c5a82f9b05466d46b125b5": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_7cecde7d9bf45f25249b6c22": {
          "review_count": 6,
          "quality": 4.5,
          "difficulty": 2,
          "quality_count": 6,
          "difficulty_count": 6
        }
      },
      "bayesian_quality": 4.092168107968585,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/HALEY_VLACH"
  },
  {
    "instructor_uid": "instructor_831cc3b9569c15929487678f",
    "source": "enrollment",
    "source_instructor_id": "jsaffran",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jenny Saffran",
    "email": "JSAFFRAN@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": 30,
      "quality": 4.83,
      "difficulty": 2.73,
      "quality_count": 30,
      "difficulty_count": 30,
      "profile_id": "rmp:368067",
      "source_url": "https://www.ratemyprofessors.com/professor/368067",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:33:09.212726+00:00",
      "courses": {
        "course_a899f2064c95f886680fa00c": {
          "review_count": 10,
          "quality": 4.9,
          "difficulty": 2.6,
          "quality_count": 10,
          "difficulty_count": 10
        },
        "course_d8b642a78e9d4ea0e53c30ea": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 4.361874313418638,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JENNY_SAFFRAN"
  },
  {
    "instructor_uid": "instructor_2af94452eaf4a4f9733f3fea",
    "source": "enrollment",
    "source_instructor_id": "kchustad",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Katie Hustad",
    "email": "KCHUSTAD@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": 5,
      "difficulty": 1,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2023718",
      "source_url": "https://www.ratemyprofessors.com/professor/2023718",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:27:09.927530+00:00",
      "courses": {},
      "bayesian_quality": 3.8830714862888294,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/KATIE_HUSTAD"
  },
  {
    "instructor_uid": "instructor_f317880f81c6b093905a7036",
    "source": "enrollment",
    "source_instructor_id": "kdmueller",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kimberly Mueller",
    "email": "KDMUELLER@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/KIMBERLY_MUELLER"
  },
  {
    "instructor_uid": "instructor_c5fa68dfce89efc38d62fd22",
    "source": "enrollment",
    "source_instructor_id": "kaushanskaya",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Margarita Kaushanskaya",
    "email": "KAUSHANSKAYA@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": 31,
      "quality": 4.77,
      "difficulty": 1.81,
      "quality_count": 31,
      "difficulty_count": 31,
      "profile_id": "rmp:1094477",
      "source_url": "https://www.ratemyprofessors.com/professor/1094477",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:21:08.276639+00:00",
      "courses": {},
      "bayesian_quality": 4.334582660214351,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MARGARITA_KAUSHANSKAYA"
  },
  {
    "instructor_uid": "instructor_79c3d4534ea1d01dc4cd686d",
    "source": "enrollment",
    "source_instructor_id": "ciucci",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Michelle Ciucci",
    "email": "CIUCCI@SURGERY.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": 31,
      "quality": 3.48,
      "difficulty": 3.71,
      "quality_count": 31,
      "difficulty_count": 31,
      "profile_id": "rmp:1701512",
      "source_url": "https://www.ratemyprofessors.com/professor/1701512",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:17:12.918460+00:00",
      "courses": {},
      "bayesian_quality": 3.5504650131555273,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MICHELLE_CIUCCI"
  },
  {
    "instructor_uid": "instructor_f268648a062dded1f33f2f55",
    "source": "enrollment",
    "source_instructor_id": "npconnor",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Nadine Connor",
    "email": "NADINE.CONNOR@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/NADINE_CONNOR"
  },
  {
    "instructor_uid": "instructor_41350ec9178f1f8981a2ad61",
    "source": "enrollment",
    "source_instructor_id": "gurindapalli",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Nike Gnanateja Gurindapalli",
    "email": "NIKEGNANATEJA.GURINDAPALLI@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/NIKE_GNANATEJA_GURINDAPALLI"
  },
  {
    "instructor_uid": "instructor_2b72a9a491ca5266e745bb0b",
    "source": "enrollment",
    "source_instructor_id": "ralper2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Rebecca Alper",
    "email": "REBECCA.ALPER@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/REBECCA_ALPER"
  },
  {
    "instructor_uid": "instructor_c12b61d9dfeea65f92321212",
    "source": "enrollment",
    "source_instructor_id": "rylitovsky",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ruth Litovsky",
    "email": "RUTH.LITOVSKY@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": 17,
      "quality": 4.24,
      "difficulty": 2.35,
      "quality_count": 17,
      "difficulty_count": 17,
      "profile_id": "rmp:430786",
      "source_url": "https://www.ratemyprofessors.com/professor/430786",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:08:48.467097+00:00",
      "courses": {},
      "bayesian_quality": 3.926316639754916,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/RUTH_LITOVSKY"
  },
  {
    "instructor_uid": "instructor_638279c7ce059c02df68417d",
    "source": "enrollment",
    "source_instructor_id": "ellisweismer",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Susan Ellis Weismer",
    "email": "SUSAN.ELLISWEISMER@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/SUSAN_ELLIS_WEISMER"
  },
  {
    "instructor_uid": "instructor_bf92448d32a9aa2ff74edf9b",
    "source": "enrollment",
    "source_instructor_id": "slthibea",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Susan Thibeault",
    "email": "SUSAN.THIBEAULT@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/SUSAN_THIBEAULT"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:252:004028",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1272",
    "source_course_id": "004028",
    "source_subject_id": "252",
    "title": "Senior Honors Thesis",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Fall, Spring"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:15266",
    "term_id": "1272",
    "source_section_id": "15266",
    "identity_basis": "class_number",
    "section_number": "004",
    "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:1272:15287",
    "term_id": "1272",
    "source_section_id": "15287",
    "identity_basis": "class_number",
    "section_number": "013",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 2,
    "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:1272:15288",
    "term_id": "1272",
    "source_section_id": "15288",
    "identity_basis": "class_number",
    "section_number": "024",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 6,
    "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:1272:15289",
    "term_id": "1272",
    "source_section_id": "15289",
    "identity_basis": "class_number",
    "section_number": "025",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 5,
    "enrolled": 3,
    "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:1272:15290",
    "term_id": "1272",
    "source_section_id": "15290",
    "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:1272:15543",
    "term_id": "1272",
    "source_section_id": "15543",
    "identity_basis": "class_number",
    "section_number": "050",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "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:1272:16165",
    "term_id": "1272",
    "source_section_id": "16165",
    "identity_basis": "class_number",
    "section_number": "001",
    "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:1272:16445",
    "term_id": "1272",
    "source_section_id": "16445",
    "identity_basis": "class_number",
    "section_number": "060",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 10,
    "enrolled": 5,
    "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:1272:22975",
    "term_id": "1272",
    "source_section_id": "22975",
    "identity_basis": "class_number",
    "section_number": "022",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 20,
    "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:1272:28079",
    "term_id": "1272",
    "source_section_id": "28079",
    "identity_basis": "class_number",
    "section_number": "005",
    "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:1272:30006",
    "term_id": "1272",
    "source_section_id": "30006",
    "identity_basis": "class_number",
    "section_number": "010",
    "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:1272:30007",
    "term_id": "1272",
    "source_section_id": "30007",
    "identity_basis": "class_number",
    "section_number": "017",
    "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:1272:30509",
    "term_id": "1272",
    "source_section_id": "30509",
    "identity_basis": "class_number",
    "section_number": "002",
    "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:1272:33102",
    "term_id": "1272",
    "source_section_id": "33102",
    "identity_basis": "class_number",
    "section_number": "003",
    "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:1272:37070",
    "term_id": "1272",
    "source_section_id": "37070",
    "identity_basis": "class_number",
    "section_number": "011",
    "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:1272:37279",
    "term_id": "1272",
    "source_section_id": "37279",
    "identity_basis": "class_number",
    "section_number": "095",
    "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:1272:37489",
    "term_id": "1272",
    "source_section_id": "37489",
    "identity_basis": "class_number",
    "section_number": "091",
    "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"
  }
]
```

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_f986a36b09e5625fe3c001a3",
    "source": "madgrades",
    "source_instructor_id": "216255",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "NADINE CONNOR",
    "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": 3.927,
      "graded": 316,
      "counts": [
        274,
        38,
        4,
        0,
        0,
        0,
        0
      ],
      "sections": 101
    },
    "instructor_url": "/instructors/NADINE_CONNOR--instructor_f986a36b09e5625fe3c001a3"
  },
  {
    "instructor_uid": "instructor_0362933eb3ec97208be697d1",
    "source": "madgrades",
    "source_instructor_id": "4110033",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JAN EDWARDS",
    "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": 3.67,
      "difficulty": 2.33,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:1937405",
      "source_url": "https://www.ratemyprofessors.com/professor/1937405",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:34:22.692391+00:00",
      "courses": {},
      "bayesian_quality": 3.6610311161274747,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.755,
      "graded": 945,
      "counts": [
        658,
        180,
        60,
        33,
        10,
        4,
        0
      ],
      "sections": 76
    },
    "instructor_url": "/instructors/JAN_EDWARDS"
  },
  {
    "instructor_uid": "instructor_29231c590a4f84cc88ea3dc6",
    "source": "madgrades",
    "source_instructor_id": "4109651",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MARGARITIS FOURAKIS",
    "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": 2.67,
      "difficulty": 2.67,
      "quality_count": 6,
      "difficulty_count": 6,
      "profile_id": "rmp:1851778",
      "source_url": "https://www.ratemyprofessors.com/professor/1851778",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:21:07.921492+00:00",
      "courses": {},
      "bayesian_quality": 3.431296756574304,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.702,
      "graded": 2313,
      "counts": [
        1525,
        480,
        180,
        62,
        32,
        24,
        10
      ],
      "sections": 66
    },
    "instructor_url": "/instructors/MARGARITIS_FOURAKIS"
  },
  {
    "instructor_uid": "instructor_7394c7e1a9ba9547b27c22d3",
    "source": "madgrades",
    "source_instructor_id": "516666",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KATHERINE HUSTAD",
    "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": 3.795,
      "graded": 966,
      "counts": [
        703,
        179,
        56,
        14,
        10,
        4,
        0
      ],
      "sections": 109
    },
    "instructor_url": "/instructors/KATHERINE_HUSTAD"
  },
  {
    "instructor_uid": "instructor_991476d47296f2c7f7a75c49",
    "source": "madgrades",
    "source_instructor_id": "2600827",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SUSAN ELLIS WEISMER",
    "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": 3.8,
      "graded": 238,
      "counts": [
        176,
        35,
        24,
        0,
        3,
        0,
        0
      ],
      "sections": 91
    },
    "instructor_url": "/instructors/SUSAN_ELLIS_WEISMER--instructor_991476d47296f2c7f7a75c49"
  },
  {
    "instructor_uid": "instructor_9b91390051f8b2eec740d8c2",
    "source": "madgrades",
    "source_instructor_id": "4197304",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JULIE A WASHINGTON",
    "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": 3.167,
      "graded": 354,
      "counts": [
        110,
        61,
        103,
        27,
        42,
        7,
        4
      ],
      "sections": 13
    },
    "instructor_url": "/instructors/JULIE_A_WASHINGTON--instructor_9b91390051f8b2eec740d8c2"
  },
  {
    "instructor_uid": "instructor_a58855e153f170c31e3bd9e9",
    "source": "madgrades",
    "source_instructor_id": "4397528",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MARGARITA KAUSHANSKAYA",
    "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": 31,
      "quality": 4.77,
      "difficulty": 1.81,
      "quality_count": 31,
      "difficulty_count": 31,
      "profile_id": "rmp:1094477",
      "source_url": "https://www.ratemyprofessors.com/professor/1094477",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:21:08.276639+00:00",
      "courses": {},
      "bayesian_quality": 4.334582660214351,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.617,
      "graded": 3166,
      "counts": [
        2149,
        305,
        414,
        86,
        139,
        53,
        20
      ],
      "sections": 161
    },
    "instructor_url": "/instructors/MARGARITA_KAUSHANSKAYA--instructor_a58855e153f170c31e3bd9e9"
  },
  {
    "instructor_uid": "instructor_a3064eab81d44363f7bfe063",
    "source": "madgrades",
    "source_instructor_id": "3673945",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LYN TURKSTRA",
    "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": 4.25,
      "difficulty": 3.25,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:1674267",
      "source_url": "https://www.ratemyprofessors.com/professor/1674267",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:22:25.864523+00:00",
      "courses": {},
      "bayesian_quality": 3.7580714862888294,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.8,
      "graded": 1047,
      "counts": [
        734,
        229,
        66,
        14,
        4,
        0,
        0
      ],
      "sections": 102
    },
    "instructor_url": "/instructors/LYN_TURKSTRA--instructor_a3064eab81d44363f7bfe063"
  },
  {
    "instructor_uid": "instructor_ff4ced1e190c7fb8e9580482",
    "source": "madgrades",
    "source_instructor_id": "3335664",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "RUTH LITOVSKY",
    "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": 17,
      "quality": 4.24,
      "difficulty": 2.35,
      "quality_count": 17,
      "difficulty_count": 17,
      "profile_id": "rmp:430786",
      "source_url": "https://www.ratemyprofessors.com/professor/430786",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:08:48.467097+00:00",
      "courses": {},
      "bayesian_quality": 3.926316639754916,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.559,
      "graded": 1099,
      "counts": [
        710,
        147,
        100,
        57,
        48,
        18,
        19
      ],
      "sections": 201
    },
    "instructor_url": "/instructors/RUTH_LITOVSKY--instructor_ff4ced1e190c7fb8e9580482"
  },
  {
    "instructor_uid": "instructor_bcb251f91d040b37cdf5bf5c",
    "source": "madgrades",
    "source_instructor_id": "4397085",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MICHELLE CIUCCI",
    "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": 31,
      "quality": 3.48,
      "difficulty": 3.71,
      "quality_count": 31,
      "difficulty_count": 31,
      "profile_id": "rmp:1701512",
      "source_url": "https://www.ratemyprofessors.com/professor/1701512",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:17:12.918460+00:00",
      "courses": {},
      "bayesian_quality": 3.5504650131555273,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.78,
      "graded": 1905,
      "counts": [
        1433,
        278,
        110,
        42,
        23,
        14,
        5
      ],
      "sections": 134
    },
    "instructor_url": "/instructors/MICHELLE_CIUCCI--instructor_bcb251f91d040b37cdf5bf5c"
  },
  {
    "instructor_uid": "instructor_24466f1ca23d427944cfc5ff",
    "source": "madgrades",
    "source_instructor_id": "2600724",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ROBERT LUTFI",
    "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": 59,
      "quality": 3.59,
      "difficulty": 2.36,
      "quality_count": 59,
      "difficulty_count": 59,
      "profile_id": "rmp:889700",
      "source_url": "https://www.ratemyprofessors.com/professor/889700",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:09:35.656091+00:00",
      "courses": {},
      "bayesian_quality": 3.6076419705181255,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.511,
      "graded": 2177,
      "counts": [
        1218,
        311,
        412,
        89,
        98,
        29,
        20
      ],
      "sections": 79
    },
    "instructor_url": "/instructors/ROBERT_LUTFI"
  },
  {
    "instructor_uid": "instructor_132f237a3c280bb9852cf7fe",
    "source": "madgrades",
    "source_instructor_id": "139874",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SUSAN THIBEAULT",
    "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": 124
    },
    "instructor_url": "/instructors/SUSAN_THIBEAULT--instructor_132f237a3c280bb9852cf7fe"
  },
  {
    "instructor_uid": "instructor_16af28341a20b89b9eaaf413",
    "source": "madgrades",
    "source_instructor_id": "4938710",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "AUDRA STERLING VON GLAHN",
    "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": 3.904,
      "graded": 1279,
      "counts": [
        1130,
        86,
        47,
        10,
        1,
        4,
        1
      ],
      "sections": 101
    },
    "instructor_url": "/instructors/AUDRA_STERLING_VON_GLAHN--instructor_16af28341a20b89b9eaaf413"
  },
  {
    "instructor_uid": "instructor_29b1b01726a64a2b2887e9f1",
    "source": "madgrades",
    "source_instructor_id": "2601519",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CYNTHIA FOWLER",
    "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": 3.836,
      "graded": 958,
      "counts": [
        718,
        166,
        73,
        1,
        0,
        0,
        0
      ],
      "sections": 162
    },
    "instructor_url": "/instructors/CYNTHIA_FOWLER"
  },
  {
    "instructor_uid": "instructor_0cefd7e4516885ab72baf56b",
    "source": "madgrades",
    "source_instructor_id": "5842874",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CARRIE ROUNTREY",
    "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": 4,
      "difficulty": 3.5,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2227980",
      "source_url": "https://www.ratemyprofessors.com/professor/2227980",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:49:41.154830+00:00",
      "courses": {},
      "bayesian_quality": 3.716404819622163,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.613,
      "graded": 777,
      "counts": [
        495,
        151,
        55,
        32,
        20,
        14,
        10
      ],
      "sections": 18
    },
    "instructor_url": "/instructors/CARRIE_ROUNTREY"
  },
  {
    "instructor_uid": "instructor_dbc1ce1c90074c5c082b629d",
    "source": "madgrades",
    "source_instructor_id": "6032139",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SRIRAM BOOTHALINGAM",
    "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": 15,
      "quality": 4,
      "difficulty": 3.27,
      "quality_count": 15,
      "difficulty_count": 15,
      "profile_id": "rmp:2341650",
      "source_url": "https://www.ratemyprofessors.com/professor/2341650",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:05:10.001909+00:00",
      "courses": {},
      "bayesian_quality": 3.805534733455197,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.666,
      "graded": 628,
      "counts": [
        430,
        95,
        56,
        14,
        20,
        7,
        6
      ],
      "sections": 40
    },
    "instructor_url": "/instructors/SRIRAM_BOOTHALINGAM--instructor_dbc1ce1c90074c5c082b629d"
  },
  {
    "instructor_uid": "instructor_40e1b9c429b93b7a16cb46aa",
    "source": "madgrades",
    "source_instructor_id": "4957409",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "TIMOTHY MCCULLOCH",
    "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": 9
    },
    "instructor_url": "/instructors/TIMOTHY_MCCULLOCH"
  },
  {
    "instructor_uid": "instructor_95fce7145671824e14e55941",
    "source": "madgrades",
    "source_instructor_id": "6025057",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BENJAMIN PARRELL",
    "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": 28,
      "quality": 3.96,
      "difficulty": 4,
      "quality_count": 28,
      "difficulty_count": 28,
      "profile_id": "rmp:2325667",
      "source_url": "https://www.ratemyprofessors.com/professor/2325667",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:52:04.764425+00:00",
      "courses": {},
      "bayesian_quality": 3.834869076477748,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.38,
      "graded": 1483,
      "counts": [
        676,
        310,
        246,
        116,
        76,
        44,
        15
      ],
      "sections": 40
    },
    "instructor_url": "/instructors/BENJAMIN_PARRELL"
  },
  {
    "instructor_uid": "instructor_d2cebb0d13ba962fe5b97bb3",
    "source": "madgrades",
    "source_instructor_id": "977641",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SARAH SHORT",
    "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": 2.33,
      "difficulty": 4,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:2495134",
      "source_url": "https://www.ratemyprofessors.com/professor/2495134",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:06:54.658029+00:00",
      "courses": {
        "course_f44d84e283dbc932f1121826": {
          "review_count": 3,
          "quality": 2.33,
          "difficulty": 4,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.4862485074318217,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.287,
      "graded": 756,
      "counts": [
        341,
        139,
        79,
        93,
        69,
        27,
        8
      ],
      "sections": 55
    },
    "instructor_url": "/instructors/SARAH_SHORT--instructor_d2cebb0d13ba962fe5b97bb3"
  },
  {
    "instructor_uid": "instructor_6fa7338416131b6dd351fc90",
    "source": "madgrades",
    "source_instructor_id": "4171664",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KIMBERLY MUELLER",
    "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": 3.957,
      "graded": 530,
      "counts": [
        502,
        18,
        6,
        2,
        1,
        1,
        0
      ],
      "sections": 42
    },
    "instructor_url": "/instructors/KIMBERLY_MUELLER--instructor_6fa7338416131b6dd351fc90"
  },
  {
    "instructor_uid": "instructor_adbd7c8506e949b6954d39ac",
    "source": "madgrades",
    "source_instructor_id": "3264949",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CARRIE NIZIOLEK",
    "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": 3.538,
      "graded": 1233,
      "counts": [
        678,
        258,
        158,
        73,
        40,
        11,
        15
      ],
      "sections": 43
    },
    "instructor_url": "/instructors/CARRIE_NIZIOLEK--instructor_adbd7c8506e949b6954d39ac"
  },
  {
    "instructor_uid": "instructor_5f8375464e7ac05563ad60f6",
    "source": "madgrades",
    "source_instructor_id": "4038518",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "REBECCA ALPER",
    "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": 3.88,
      "graded": 304,
      "counts": [
        264,
        25,
        8,
        4,
        0,
        2,
        1
      ],
      "sections": 20
    },
    "instructor_url": "/instructors/REBECCA_ALPER--instructor_5f8375464e7ac05563ad60f6"
  },
  {
    "instructor_uid": "instructor_90f710c6be0e8369aae5a5a2",
    "source": "madgrades",
    "source_instructor_id": "4608190",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HALEY DRESANG",
    "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": 3.593,
      "graded": 706,
      "counts": [
        412,
        155,
        74,
        30,
        20,
        9,
        6
      ],
      "sections": 19
    },
    "instructor_url": "/instructors/HALEY_DRESANG--instructor_90f710c6be0e8369aae5a5a2"
  },
  {
    "instructor_uid": "instructor_d867e88a02abeace48f67985",
    "source": "madgrades",
    "source_instructor_id": "6487357",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "NIKE GNANATEJA GURINDAPALLI",
    "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": 3.998,
      "graded": 246,
      "counts": [
        245,
        1,
        0,
        0,
        0,
        0,
        0
      ],
      "sections": 32
    },
    "instructor_url": "/instructors/NIKE_GNANATEJA_GURINDAPALLI--instructor_d867e88a02abeace48f67985"
  },
  {
    "instructor_uid": "instructor_2af94452eaf4a4f9733f3fea",
    "source": "enrollment",
    "source_instructor_id": "kchustad",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Katie Hustad",
    "email": "KCHUSTAD@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": 5,
      "difficulty": 1,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2023718",
      "source_url": "https://www.ratemyprofessors.com/professor/2023718",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:27:09.927530+00:00",
      "courses": {},
      "bayesian_quality": 3.8830714862888294,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/KATIE_HUSTAD"
  },
  {
    "instructor_uid": "instructor_2b72a9a491ca5266e745bb0b",
    "source": "enrollment",
    "source_instructor_id": "ralper2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Rebecca Alper",
    "email": "REBECCA.ALPER@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/REBECCA_ALPER"
  },
  {
    "instructor_uid": "instructor_41350ec9178f1f8981a2ad61",
    "source": "enrollment",
    "source_instructor_id": "gurindapalli",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Nike Gnanateja Gurindapalli",
    "email": "NIKEGNANATEJA.GURINDAPALLI@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/NIKE_GNANATEJA_GURINDAPALLI"
  },
  {
    "instructor_uid": "instructor_638279c7ce059c02df68417d",
    "source": "enrollment",
    "source_instructor_id": "ellisweismer",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Susan Ellis Weismer",
    "email": "SUSAN.ELLISWEISMER@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/SUSAN_ELLIS_WEISMER"
  },
  {
    "instructor_uid": "instructor_79c3d4534ea1d01dc4cd686d",
    "source": "enrollment",
    "source_instructor_id": "ciucci",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Michelle Ciucci",
    "email": "CIUCCI@SURGERY.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": 31,
      "quality": 3.48,
      "difficulty": 3.71,
      "quality_count": 31,
      "difficulty_count": 31,
      "profile_id": "rmp:1701512",
      "source_url": "https://www.ratemyprofessors.com/professor/1701512",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:17:12.918460+00:00",
      "courses": {},
      "bayesian_quality": 3.5504650131555273,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MICHELLE_CIUCCI"
  },
  {
    "instructor_uid": "instructor_831cc3b9569c15929487678f",
    "source": "enrollment",
    "source_instructor_id": "jsaffran",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jenny Saffran",
    "email": "JSAFFRAN@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": 30,
      "quality": 4.83,
      "difficulty": 2.73,
      "quality_count": 30,
      "difficulty_count": 30,
      "profile_id": "rmp:368067",
      "source_url": "https://www.ratemyprofessors.com/professor/368067",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:33:09.212726+00:00",
      "courses": {
        "course_a899f2064c95f886680fa00c": {
          "review_count": 10,
          "quality": 4.9,
          "difficulty": 2.6,
          "quality_count": 10,
          "difficulty_count": 10
        },
        "course_d8b642a78e9d4ea0e53c30ea": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 4.361874313418638,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JENNY_SAFFRAN"
  },
  {
    "instructor_uid": "instructor_8fddde8250ad222849608be0",
    "source": "enrollment",
    "source_instructor_id": "hvlach",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Haley Vlach",
    "email": "HVLACH@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": 14,
      "quality": 4.71,
      "difficulty": 1.93,
      "quality_count": 14,
      "difficulty_count": 14,
      "profile_id": "rmp:1791940",
      "source_url": "https://www.ratemyprofessors.com/professor/1791940",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:37:26.491812+00:00",
      "courses": {
        "course_e3c5a82f9b05466d46b125b5": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_7cecde7d9bf45f25249b6c22": {
          "review_count": 6,
          "quality": 4.5,
          "difficulty": 2,
          "quality_count": 6,
          "difficulty_count": 6
        }
      },
      "bayesian_quality": 4.092168107968585,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/HALEY_VLACH"
  },
  {
    "instructor_uid": "instructor_95685c8ca25958dda607d0e5",
    "source": "enrollment",
    "source_instructor_id": "ejjorgensen3",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Erik Jorgensen",
    "email": "EJJORGENSEN3@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": 3.75,
      "difficulty": 4,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:3061471",
      "source_url": "https://www.ratemyprofessors.com/professor/3061471",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:40:27.725201+00:00",
      "courses": {},
      "bayesian_quality": 3.6747381529554963,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ERIK_JORGENSEN"
  },
  {
    "instructor_uid": "instructor_b6bd0644f4f583edabb53a80",
    "source": "enrollment",
    "source_instructor_id": "bparrell",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ben Parrell",
    "email": "BPARRELL@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/BEN_PARRELL"
  },
  {
    "instructor_uid": "instructor_b9b89e828651c70241269192",
    "source": "enrollment",
    "source_instructor_id": "hdresang",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Haley Dresang",
    "email": "HDRESANG@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/HALEY_DRESANG"
  },
  {
    "instructor_uid": "instructor_bf92448d32a9aa2ff74edf9b",
    "source": "enrollment",
    "source_instructor_id": "slthibea",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Susan Thibeault",
    "email": "SUSAN.THIBEAULT@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/SUSAN_THIBEAULT"
  },
  {
    "instructor_uid": "instructor_c12b61d9dfeea65f92321212",
    "source": "enrollment",
    "source_instructor_id": "rylitovsky",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ruth Litovsky",
    "email": "RUTH.LITOVSKY@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": 17,
      "quality": 4.24,
      "difficulty": 2.35,
      "quality_count": 17,
      "difficulty_count": 17,
      "profile_id": "rmp:430786",
      "source_url": "https://www.ratemyprofessors.com/professor/430786",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:08:48.467097+00:00",
      "courses": {},
      "bayesian_quality": 3.926316639754916,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/RUTH_LITOVSKY"
  },
  {
    "instructor_uid": "instructor_c5fa68dfce89efc38d62fd22",
    "source": "enrollment",
    "source_instructor_id": "kaushanskaya",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Margarita Kaushanskaya",
    "email": "KAUSHANSKAYA@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": 31,
      "quality": 4.77,
      "difficulty": 1.81,
      "quality_count": 31,
      "difficulty_count": 31,
      "profile_id": "rmp:1094477",
      "source_url": "https://www.ratemyprofessors.com/professor/1094477",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:21:08.276639+00:00",
      "courses": {},
      "bayesian_quality": 4.334582660214351,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MARGARITA_KAUSHANSKAYA"
  },
  {
    "instructor_uid": "instructor_d0a2d29d2f208b071f14d066",
    "source": "enrollment",
    "source_instructor_id": "sterling2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Audra Sterling Von Glahn",
    "email": "ASTERLING@WAISMAN.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/AUDRA_STERLING_VON_GLAHN"
  },
  {
    "instructor_uid": "instructor_f268648a062dded1f33f2f55",
    "source": "enrollment",
    "source_instructor_id": "npconnor",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Nadine Connor",
    "email": "NADINE.CONNOR@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/NADINE_CONNOR"
  },
  {
    "instructor_uid": "instructor_f317880f81c6b093905a7036",
    "source": "enrollment",
    "source_instructor_id": "kdmueller",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kimberly Mueller",
    "email": "KDMUELLER@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/KIMBERLY_MUELLER"
  },
  {
    "instructor_uid": "instructor_fd1b036634fc5732b655c168",
    "source": "enrollment",
    "source_instructor_id": "cniziolek",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Carrie Niziolek",
    "email": "CNIZIOLEK@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/CARRIE_NIZIOLEK"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1094",
    "term_name": "Spring 2009",
    "instructors": [
      "Nadine Connor"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1102",
    "term_name": "Fall 2009",
    "instructors": [
      "JAN EDWARDS",
      "JULIE A WASHINGTON",
      "Katie Hustad",
      "MARGARITIS FOURAKIS",
      "Susan Ellis Weismer"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1104",
    "term_name": "Spring 2010",
    "instructors": [
      "Margarita Kaushanskaya"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1112",
    "term_name": "Fall 2010",
    "instructors": [
      "JAN EDWARDS",
      "Katie Hustad",
      "LYN TURKSTRA",
      "Margarita Kaushanskaya",
      "Ruth Litovsky",
      "Susan Ellis Weismer"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1114",
    "term_name": "Spring 2011",
    "instructors": [
      "JAN EDWARDS",
      "Susan Ellis Weismer"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1122",
    "term_name": "Fall 2011",
    "instructors": [
      "JAN EDWARDS",
      "Michelle Ciucci",
      "Ruth Litovsky",
      "Susan Ellis Weismer"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1132",
    "term_name": "Fall 2012",
    "instructors": [
      "JAN EDWARDS",
      "Katie Hustad",
      "LYN TURKSTRA",
      "Margarita Kaushanskaya",
      "Michelle Ciucci",
      "ROBERT LUTFI",
      "Ruth Litovsky"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1142",
    "term_name": "Fall 2013",
    "instructors": [
      "JAN EDWARDS",
      "Katie Hustad",
      "LYN TURKSTRA",
      "Margarita Kaushanskaya",
      "ROBERT LUTFI",
      "Susan Ellis Weismer",
      "Susan Thibeault"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1152",
    "term_name": "Fall 2014",
    "instructors": [
      "Audra Sterling Von Glahn",
      "CYNTHIA FOWLER",
      "JAN EDWARDS",
      "LYN TURKSTRA",
      "Margarita Kaushanskaya",
      "Ruth Litovsky",
      "Susan Ellis Weismer"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "Audra Sterling Von Glahn",
      "JAN EDWARDS",
      "LYN TURKSTRA",
      "Margarita Kaushanskaya",
      "Susan Ellis Weismer"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1164",
    "term_name": "Spring 2016",
    "instructors": [
      "CYNTHIA FOWLER"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "Audra Sterling Von Glahn",
      "Katie Hustad",
      "LYN TURKSTRA",
      "Margarita Kaushanskaya",
      "Michelle Ciucci",
      "Ruth Litovsky"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "Audra Sterling Von Glahn",
      "Katie Hustad",
      "Margarita Kaushanskaya"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "CARRIE ROUNTREY",
      "Margarita Kaushanskaya",
      "SRIRAM BOOTHALINGAM"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1194",
    "term_name": "Spring 2019",
    "instructors": [
      "Michelle Ciucci"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "Audra Sterling Von Glahn",
      "Katie Hustad",
      "TIMOTHY MCCULLOCH"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "Audra Sterling Von Glahn"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "Katie Hustad",
      "SRIRAM BOOTHALINGAM"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Audra Sterling Von Glahn",
      "BENJAMIN PARRELL",
      "Margarita Kaushanskaya",
      "Sarah Short"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "Carrie Niziolek",
      "Kimberly Mueller",
      "Ruth Litovsky"
    ],
    "a": 0,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 3,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 3,
    "source_aliases": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "BENJAMIN PARRELL",
      "Margarita Kaushanskaya",
      "SRIRAM BOOTHALINGAM",
      "Susan Ellis Weismer"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "BENJAMIN PARRELL",
      "Carrie Niziolek",
      "Margarita Kaushanskaya"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Audra Sterling Von Glahn",
      "Carrie Niziolek",
      "Haley Dresang",
      "Rebecca Alper"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Audra Sterling Von Glahn",
      "Haley Dresang",
      "Katie Hustad",
      "Margarita Kaushanskaya",
      "Nike Gnanateja Gurindapalli"
    ],
    "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": [
      "CS&D 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 681",
    "course_uid": "course_5e5301267908c76fb1a37754",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Nadine Connor"
    ],
    "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": [
      "CS&D 681"
    ]
  }
]
```

### statistics

#### graded

0

#### counts

* 0
* 0
* 0
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_5e5301267908c76fb1a37754-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_5e5301267908c76fb1a37754-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_5e5301267908c76fb1a37754-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_5e5301267908c76fb1a37754-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_5e5301267908c76fb1a37754-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_5e5301267908c76fb1a37754-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## instructor Trends

None recorded.

## following

None recorded.
