# HDFS 592: Research Experience in Human Development and Family Studies | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/HDFS_592)

## 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

4bfeebc0b7fd804d863a610cd860277df61c3fcf2d73e6ada6f21115b243da5a

### course id

HDFS 592

### course uid

course\_49e7ac3c8f407b095bf2c2c5

### catalog version id

f8bf65376d786a9c30f1c0482c154c7379019370433b8c5af520e9f57ec5288a

### course number

592

### subjects

* HDFS

### title

RESEARCH EXPERIENCE IN HUMAN DEVELOPMENT AND FAMILY STUDIES

### description

Research experience under the supervision of a faculty member in Human Development and Family Studies.

### requirements text

Consent of instructor

### credits min

1

### credits max

3

### credit offering ids

* 1272:230:023953
* 1272:230:023953.8

### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### llm output id

c753068e93b36c83f7d4d852e0f72c9ca07f55ee924ec00077a2bdde0d1d4f72

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

HDFS 592 provides research experience in Human Development and Family Studies under faculty supervision.

### llm topics

* Human Development and Family Studies

### llm skills

* Conducting research

### llm assumed background

* Faculty-supervised research context

### llm search phrases

* HDFS 592 research experience
* Human Development Family Studies research
* HDFS faculty supervision

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

c3a98eac83ae9934dabac5983aeed3fe8b4e119b18658c6c837c8a3751768585

#### course id

HDFS 592

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_0e1ae94d8eb5cf3dbaa72bcf",
    "message": "No course-specific reviews available",
    "name": "Alvin Thomas",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2789100",
    "summary": []
  },
  {
    "instructor_uid": "instructor_986a134cc813c9d02d31c373",
    "message": "No course-specific reviews available",
    "name": "Andrea Buhler",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "HDFS 592",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
            "source_record": {
              "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1264",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2026: 3.87 GPA, 95.7% A/AB (n=23 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_89255785a3073c5149c0c915",
    "message": "No course-specific reviews available",
    "name": "Heather Kirkorian",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1681619",
    "summary": [
      {
        "citations": [
          {
            "course_id": "HDFS 592",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
            "source_record": {
              "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1164",
            "type": "grade"
          },
          {
            "course_id": "HDFS 592",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 11,
            "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
            "source_record": {
              "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1232",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2016: 3.98 GPA, 100.0% A/AB (n=20 letter grades); Fall 2022: 4.00 GPA, 100.0% A/AB (n=27 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_6243d4d7541cc553237f43ec",
    "message": "No course-specific reviews available",
    "name": "Janean Dilworth-Bart",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1653908",
    "summary": [
      {
        "citations": [
          {
            "course_id": "HDFS 592",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
            "source_record": {
              "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1194",
            "type": "grade"
          },
          {
            "course_id": "HDFS 592",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
            "source_record": {
              "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1204",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2019: 3.92 GPA, 100.0% A/AB (n=19 letter grades); Spring 2020: 3.97 GPA, 100.0% A/AB (n=15 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_21b2212367512019547d63d4",
    "message": "No course-specific reviews available",
    "name": "Julie Poehlmann",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1011737",
    "summary": [
      {
        "citations": [
          {
            "course_id": "HDFS 592",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 11,
            "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
            "source_record": {
              "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1222",
            "type": "grade"
          },
          {
            "course_id": "HDFS 592",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
            "source_record": {
              "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1242",
            "type": "grade"
          },
          {
            "course_id": "HDFS 592",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
            "source_record": {
              "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2021: 4.00 GPA, 100.0% A/AB (n=16 letter grades); Fall 2023: 3.95 GPA, 95.2% A/AB (n=21 letter grades); Fall 2025: 3.98 GPA, 100.0% A/AB (n=21 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_d71417eb9749bbef0e985ab7",
    "message": null,
    "name": "Quentin Riser",
    "review_status": "supported",
    "rmp_instructor_id": "rmp:3037291",
    "summary": [
      {
        "citations": [
          {
            "instructor_name": "Quentin  Riser ",
            "review_date": "2024-10-22 13:48:37 +0000 UTC",
            "review_id": "c8b1e0780a7f7fc8bd645a62",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3037291",
            "source_review_id": "UmF0aW5nLTM5ODM4MzQ4",
            "source_url": "https://www.ratemyprofessors.com/professor/3037291",
            "type": "review"
          },
          {
            "instructor_name": "Quentin  Riser ",
            "review_date": "2024-10-22 13:51:34 +0000 UTC",
            "review_id": "564e0da4f910b56e66074708",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3037291",
            "source_review_id": "UmF0aW5nLTM5ODM4MzYz",
            "source_url": "https://www.ratemyprofessors.com/professor/3037291",
            "type": "review"
          },
          {
            "instructor_name": "Quentin  Riser ",
            "review_date": "2024-10-22 13:52:35 +0000 UTC",
            "review_id": "2e6681b528e153d9f8d41440",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3037291",
            "source_review_id": "UmF0aW5nLTM5ODM4MzY3",
            "source_url": "https://www.ratemyprofessors.com/professor/3037291",
            "type": "review"
          },
          {
            "instructor_name": "Quentin  Riser ",
            "review_date": "2024-10-22 13:55:03 +0000 UTC",
            "review_id": "d4586b438aac820b7c90ab84",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3037291",
            "source_review_id": "UmF0aW5nLTM5ODM4Mzc0",
            "source_url": "https://www.ratemyprofessors.com/professor/3037291",
            "type": "review"
          },
          {
            "instructor_name": "Quentin  Riser ",
            "review_date": "2025-04-14 18:47:44 +0000 UTC",
            "review_id": "067737087d38c2922850329c",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3037291",
            "source_review_id": "UmF0aW5nLTQwOTM2NTM5",
            "source_url": "https://www.ratemyprofessors.com/professor/3037291",
            "type": "review"
          },
          {
            "instructor_name": "Quentin  Riser ",
            "review_date": "2025-05-04 23:08:40 +0000 UTC",
            "review_id": "06c78ac2410a1ce62893d243",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3037291",
            "source_review_id": "UmF0aW5nLTQxMTU0OTg3",
            "source_url": "https://www.ratemyprofessors.com/professor/3037291",
            "type": "review"
          },
          {
            "instructor_name": "Quentin  Riser ",
            "review_date": "2026-03-19 15:19:54 +0000 UTC",
            "review_id": "14486ecaf881b81d2808f2c1",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3037291",
            "source_review_id": "UmF0aW5nLTQyNzE1MzM5",
            "source_url": "https://www.ratemyprofessors.com/professor/3037291",
            "type": "review"
          },
          {
            "instructor_name": "Quentin  Riser ",
            "review_date": "2026-03-19 17:21:34 +0000 UTC",
            "review_id": "031b46f1326e88816b9a9fce",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3037291",
            "source_review_id": "UmF0aW5nLTQyNzE1ODU1",
            "source_url": "https://www.ratemyprofessors.com/professor/3037291",
            "type": "review"
          }
        ],
        "text": "Quentin Riser is consistently praised for his engaging, funny, and knowledgeable lectures, with reviewers highlighting his clear grading and responsive communication. Students appreciate his supportive nature, strong mentorship, and the interesting, beneficial course material he provides."
      },
      {
        "citations": [
          {
            "course_id": "HDFS 592",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
            "source_record": {
              "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1244",
            "type": "grade"
          },
          {
            "course_id": "HDFS 592",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
            "source_record": {
              "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2024: 4.00 GPA, 100.0% A/AB (n=25 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=22 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_f0c04c2bb1c284bbe737490a",
    "message": "No course-specific reviews available",
    "name": "Sigan Hartley",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1668761",
    "summary": [
      {
        "citations": [
          {
            "course_id": "HDFS 592",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
            "source_record": {
              "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1174",
            "type": "grade"
          },
          {
            "course_id": "HDFS 592",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
            "source_record": {
              "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1234",
            "type": "grade"
          },
          {
            "course_id": "HDFS 592",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
            "source_record": {
              "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2017: 3.98 GPA, 100.0% A/AB (n=23 letter grades); Spring 2023: 4.00 GPA, 100.0% A/AB (n=22 letter grades); Spring 2025: 3.95 GPA, 100.0% A/AB (n=21 letter grades)."
      }
    ]
  }
]
```

#### difficulty workload

Reviewers describe the course as having low difficulty and a manageable workload, noting that few assignments count toward the final grade.

```json
{
  "citations": [
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2024-10-22 13:48:37 +0000 UTC",
      "review_id": "c8b1e0780a7f7fc8bd645a62",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTM5ODM4MzQ4",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    },
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2025-04-14 18:47:44 +0000 UTC",
      "review_id": "067737087d38c2922850329c",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTQwOTM2NTM5",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

None recorded.

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Quentin Riser receives universal praise for his engaging, funny, and supportive teaching style, with students highlighting his clear communication and mentorship.

```json
{
  "citations": [
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2024-10-22 13:48:37 +0000 UTC",
      "review_id": "c8b1e0780a7f7fc8bd645a62",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTM5ODM4MzQ4",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    },
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2024-10-22 13:51:34 +0000 UTC",
      "review_id": "564e0da4f910b56e66074708",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTM5ODM4MzYz",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    },
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2024-10-22 13:52:35 +0000 UTC",
      "review_id": "2e6681b528e153d9f8d41440",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTM5ODM4MzY3",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    },
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2024-10-22 13:55:03 +0000 UTC",
      "review_id": "d4586b438aac820b7c90ab84",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTM5ODM4Mzc0",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    },
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2025-04-14 18:47:44 +0000 UTC",
      "review_id": "067737087d38c2922850329c",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTQwOTM2NTM5",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    },
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2025-05-04 23:08:40 +0000 UTC",
      "review_id": "06c78ac2410a1ce62893d243",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTQxMTU0OTg3",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    },
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2026-03-19 15:19:54 +0000 UTC",
      "review_id": "14486ecaf881b81d2808f2c1",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTQyNzE1MzM5",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    },
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2026-03-19 17:21:34 +0000 UTC",
      "review_id": "031b46f1326e88816b9a9fce",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTQyNzE1ODU1",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2025: 3.95 GPA, 100.0% A/AB (n=21 letter grades); Fall 2025: 3.98 GPA, 100.0% A/AB (n=21 letter grades); Spring 2026: 3.87 GPA, 95.7% A/AB (n=23 letter grades).

```json
{
  "citations": [
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### student experience

Students value Riser's responsiveness, interesting lectures, and genuine care for their success, describing him as an accessible and personable mentor.

```json
{
  "citations": [
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2024-10-22 13:48:37 +0000 UTC",
      "review_id": "c8b1e0780a7f7fc8bd645a62",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTM5ODM4MzQ4",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    },
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2024-10-22 13:51:34 +0000 UTC",
      "review_id": "564e0da4f910b56e66074708",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTM5ODM4MzYz",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    },
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2024-10-22 13:52:35 +0000 UTC",
      "review_id": "2e6681b528e153d9f8d41440",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTM5ODM4MzY3",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    },
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2024-10-22 13:55:03 +0000 UTC",
      "review_id": "d4586b438aac820b7c90ab84",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTM5ODM4Mzc0",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    },
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2026-03-19 15:19:54 +0000 UTC",
      "review_id": "14486ecaf881b81d2808f2c1",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTQyNzE1MzM5",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    },
    {
      "instructor_name": "Quentin  Riser ",
      "review_date": "2026-03-19 17:21:34 +0000 UTC",
      "review_id": "031b46f1326e88816b9a9fce",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3037291",
      "source_review_id": "UmF0aW5nLTQyNzE1ODU1",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

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

```json
{
  "citations": [
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

HEATHER KIRKORIAN is recorded teaching in Spring 2014, Fall 2014, Spring 2015, Fall 2015, Spring 2016, Fall 2022. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1144",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1154",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 40,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1164",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 11,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    }
  ]
}
```

JANEAN DILWORTH-BART is recorded teaching in Spring 2019, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1194",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    }
  ]
}
```

JULIE POEHLMANN is recorded teaching in Fall 2014, Spring 2015, Fall 2015, Fall 2018, Fall 2019, Fall 2021, Fall 2023, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 11,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 11,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1154",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 11,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 11,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

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

```json
{
  "citations": [
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 49,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

SIGAN HARTLEY is recorded teaching in Spring 2014, Fall 2014, Spring 2015, Fall 2015, Spring 2017, Spring 2023, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 39,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1144",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 39,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 39,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1154",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 39,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1174",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "HDFS 592",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
      "source_record": {
        "entity_id": "5295289a-80b9-3f41-93b5-0e1e5bdb8928",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "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_0e1ae94d8eb5cf3dbaa72bcf",
    "source": "enrollment",
    "source_instructor_id": "athomas42",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Alvin Thomas",
    "email": "ATHOMAS42@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": 5,
      "quality": 3,
      "difficulty": 4.4,
      "quality_count": 5,
      "difficulty_count": 5,
      "profile_id": "rmp:2789100",
      "source_url": "https://www.ratemyprofessors.com/professor/2789100",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:56:24.351011+00:00",
      "courses": {},
      "bayesian_quality": 3.527748626837276,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ALVIN_THOMAS"
  },
  {
    "instructor_uid": "instructor_986a134cc813c9d02d31c373",
    "source": "enrollment",
    "source_instructor_id": "abuhler",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Andrea Buhler",
    "email": "ABUHLER@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/ANDREA_BUHLER"
  },
  {
    "instructor_uid": "instructor_89255785a3073c5149c0c915",
    "source": "enrollment",
    "source_instructor_id": "kirkorian",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Heather Kirkorian",
    "email": "KIRKORIAN@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": 4.88,
      "difficulty": 1.29,
      "quality_count": 17,
      "difficulty_count": 17,
      "profile_id": "rmp:1681619",
      "source_url": "https://www.ratemyprofessors.com/professor/1681619",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:36:58.925691+00:00",
      "courses": {
        "course_215d003d56fbaa10ddadbf86": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 1,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 4.22037069380897,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/HEATHER_KIRKORIAN"
  },
  {
    "instructor_uid": "instructor_6243d4d7541cc553237f43ec",
    "source": "enrollment",
    "source_instructor_id": "jedilworth",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Janean Dilworth-Bart",
    "email": "JEDILWORTH@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 3,
      "quality": 3.33,
      "difficulty": 4.33,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:1653908",
      "source_url": "https://www.ratemyprofessors.com/professor/1653908",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:34:17.472609+00:00",
      "courses": {
        "course_42ff0509640f8cab240f4ca0": {
          "review_count": 3,
          "quality": 3.33,
          "difficulty": 4.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.6166832900405175,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JANEAN_DILWORTH-BART"
  },
  {
    "instructor_uid": "instructor_21b2212367512019547d63d4",
    "source": "enrollment",
    "source_instructor_id": "japoehlmann",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Julie Poehlmann",
    "email": "JULIE.POEHLMANNTYNAN@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": 5,
      "quality": 3.2,
      "difficulty": 3.8,
      "quality_count": 5,
      "difficulty_count": 5,
      "profile_id": "rmp:1011737",
      "source_url": "https://www.ratemyprofessors.com/professor/1011737",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:29:33.828080+00:00",
      "courses": {
        "course_f3136314dc80aca1aac11937": {
          "review_count": 5,
          "quality": 3.2,
          "difficulty": 3.8,
          "quality_count": 5,
          "difficulty_count": 5
        }
      },
      "bayesian_quality": 3.5677486268372762,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JULIE_POEHLMANN"
  },
  {
    "instructor_uid": "instructor_d71417eb9749bbef0e985ab7",
    "source": "enrollment",
    "source_instructor_id": "qriser",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Quentin Riser",
    "email": "QRISER@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": 9,
      "quality": 5,
      "difficulty": 1.78,
      "quality_count": 9,
      "difficulty_count": 9,
      "profile_id": "rmp:3037291",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:11:05.001995+00:00",
      "courses": {
        "course_49e7ac3c8f407b095bf2c2c5": {
          "review_count": 8,
          "quality": 5,
          "difficulty": 1.75,
          "quality_count": 8,
          "difficulty_count": 8
        },
        "course_aa683296b755b39eab53a3aa": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 4.075645367963169,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/QUENTIN_RISER"
  },
  {
    "instructor_uid": "instructor_f0c04c2bb1c284bbe737490a",
    "source": "enrollment",
    "source_instructor_id": "slhartley",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Sigan Hartley",
    "email": "SLHARTLEY@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": 4.71,
      "difficulty": 1.94,
      "quality_count": 17,
      "difficulty_count": 17,
      "profile_id": "rmp:1668761",
      "source_url": "https://www.ratemyprofessors.com/professor/1668761",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:05:34.343824+00:00",
      "courses": {},
      "bayesian_quality": 4.142262585700863,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/SIGAN_HARTLEY"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:230:023953",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1272",
    "source_course_id": "023953",
    "source_subject_id": "230",
    "title": "Research Experience in Human Development and Family Studies",
    "credits_min": 1,
    "credits_max": 3,
    "typically_offered": "Fall, Spring, Summer"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:230:023953.8",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1272",
    "source_course_id": "023953.8",
    "source_subject_id": "230",
    "title": "Research Experience in HDFS",
    "credits_min": 1,
    "credits_max": 3,
    "typically_offered": "Fall, Spring, Summer"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:22329",
    "term_id": "1272",
    "source_section_id": "22329",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LAB",
    "instruction_mode": "Online Only",
    "capacity": 8,
    "enrolled": 8,
    "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:1272:37493",
    "term_id": "1272",
    "source_section_id": "37493",
    "identity_basis": "class_number",
    "section_number": "002",
    "section_type": "LAB",
    "instruction_mode": "Online Only",
    "capacity": 3,
    "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:1272:37613",
    "term_id": "1272",
    "source_section_id": "37613",
    "identity_basis": "class_number",
    "section_number": "003",
    "section_type": "LAB",
    "instruction_mode": "Online Only",
    "capacity": 1,
    "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:1272:37689",
    "term_id": "1272",
    "source_section_id": "37689",
    "identity_basis": "class_number",
    "section_number": "004",
    "section_type": "LAB",
    "instruction_mode": "Online Only",
    "capacity": 1,
    "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:1272:37853",
    "term_id": "1272",
    "source_section_id": "37853",
    "identity_basis": "class_number",
    "section_number": "005",
    "section_type": "LAB",
    "instruction_mode": "Online Only",
    "capacity": 1,
    "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:1272:37870",
    "term_id": "1272",
    "source_section_id": "37870",
    "identity_basis": "class_number",
    "section_number": "006",
    "section_type": "LAB",
    "instruction_mode": "Online Only",
    "capacity": 2,
    "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:1272:38365",
    "term_id": "1272",
    "source_section_id": "38365",
    "identity_basis": "class_number",
    "section_number": "007",
    "section_type": "LAB",
    "instruction_mode": "Online Only",
    "capacity": 1,
    "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_42f75b0b55f463a2a6ce9325",
    "source": "madgrades",
    "source_instructor_id": "1551443",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SIGAN HARTLEY",
    "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": 4.71,
      "difficulty": 1.94,
      "quality_count": 17,
      "difficulty_count": 17,
      "profile_id": "rmp:1668761",
      "source_url": "https://www.ratemyprofessors.com/professor/1668761",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:05:34.343824+00:00",
      "courses": {},
      "bayesian_quality": 4.142262585700863,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.853,
      "graded": 296,
      "counts": [
        236,
        40,
        15,
        3,
        2,
        0,
        0
      ],
      "sections": 74
    },
    "instructor_url": "/instructors/SIGAN_HARTLEY--instructor_42f75b0b55f463a2a6ce9325"
  },
  {
    "instructor_uid": "instructor_5708eb62f1f642e322114145",
    "source": "madgrades",
    "source_instructor_id": "1545740",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LAUREN PAPP",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 4,
      "quality": 3.75,
      "difficulty": 2,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:1053120",
      "source_url": "https://www.ratemyprofessors.com/professor/1053120",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:23:58.217002+00:00",
      "courses": {
        "course_86fa1803eed8dbbac8593e43": {
          "review_count": 2,
          "quality": 3.5,
          "difficulty": 2,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.6747381529554963,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.689,
      "graded": 925,
      "counts": [
        610,
        159,
        87,
        45,
        19,
        4,
        1
      ],
      "sections": 59
    },
    "instructor_url": "/instructors/LAUREN_PAPP--instructor_5708eb62f1f642e322114145"
  },
  {
    "instructor_uid": "instructor_b764b3179fe70f2b71d2b43e",
    "source": "madgrades",
    "source_instructor_id": "4835446",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HEATHER KIRKORIAN",
    "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": 4.88,
      "difficulty": 1.29,
      "quality_count": 17,
      "difficulty_count": 17,
      "profile_id": "rmp:1681619",
      "source_url": "https://www.ratemyprofessors.com/professor/1681619",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:36:58.925691+00:00",
      "courses": {
        "course_215d003d56fbaa10ddadbf86": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 1,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 4.22037069380897,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.754,
      "graded": 507,
      "counts": [
        387,
        60,
        29,
        15,
        8,
        5,
        3
      ],
      "sections": 66
    },
    "instructor_url": "/instructors/HEATHER_KIRKORIAN--instructor_b764b3179fe70f2b71d2b43e"
  },
  {
    "instructor_uid": "instructor_4e2bd252ec16bc7d2b9a603f",
    "source": "madgrades",
    "source_instructor_id": "481740",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JULIE POEHLMANN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 5,
      "quality": 3.2,
      "difficulty": 3.8,
      "quality_count": 5,
      "difficulty_count": 5,
      "profile_id": "rmp:1011737",
      "source_url": "https://www.ratemyprofessors.com/professor/1011737",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:29:33.828080+00:00",
      "courses": {
        "course_f3136314dc80aca1aac11937": {
          "review_count": 5,
          "quality": 3.2,
          "difficulty": 3.8,
          "quality_count": 5,
          "difficulty_count": 5
        }
      },
      "bayesian_quality": 3.5677486268372762,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.845,
      "graded": 986,
      "counts": [
        835,
        88,
        30,
        11,
        10,
        6,
        6
      ],
      "sections": 118
    },
    "instructor_url": "/instructors/JULIE_POEHLMANN--instructor_4e2bd252ec16bc7d2b9a603f"
  },
  {
    "instructor_uid": "instructor_8330ba83b60d1fb12136ec5b",
    "source": "madgrades",
    "source_instructor_id": "5202829",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SARAH HALPERN-MEEKIN",
    "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": 3.441,
      "graded": 656,
      "counts": [
        289,
        165,
        111,
        51,
        28,
        7,
        5
      ],
      "sections": 59
    },
    "instructor_url": "/instructors/SARAH_HALPERN-MEEKIN--instructor_8330ba83b60d1fb12136ec5b"
  },
  {
    "instructor_uid": "instructor_680d89722af27741b2925564",
    "source": "madgrades",
    "source_instructor_id": "5613742",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ROBERT NIX",
    "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": 3.882,
      "graded": 165,
      "counts": [
        147,
        9,
        3,
        2,
        3,
        1,
        0
      ],
      "sections": 30
    },
    "instructor_url": "/instructors/ROBERT_NIX--instructor_680d89722af27741b2925564"
  },
  {
    "instructor_uid": "instructor_5bf54e770389ca7ba612789e",
    "source": "madgrades",
    "source_instructor_id": "3773001",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JANEAN DILWORTH-BART",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 3,
      "quality": 3.33,
      "difficulty": 4.33,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:1653908",
      "source_url": "https://www.ratemyprofessors.com/professor/1653908",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:34:17.472609+00:00",
      "courses": {
        "course_42ff0509640f8cab240f4ca0": {
          "review_count": 3,
          "quality": 3.33,
          "difficulty": 4.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.6166832900405175,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.547,
      "graded": 734,
      "counts": [
        326,
        239,
        110,
        42,
        12,
        4,
        1
      ],
      "sections": 98
    },
    "instructor_url": "/instructors/JANEAN_DILWORTH-BART--instructor_5bf54e770389ca7ba612789e"
  },
  {
    "instructor_uid": "instructor_273cea41dcb45b6c0befcf85",
    "source": "madgrades",
    "source_instructor_id": "5594315",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LARISSA DUNCAN",
    "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": 3.882,
      "graded": 114,
      "counts": [
        99,
        9,
        5,
        0,
        0,
        0,
        1
      ],
      "sections": 32
    },
    "instructor_url": "/instructors/LARISSA_DUNCAN--instructor_273cea41dcb45b6c0befcf85"
  },
  {
    "instructor_uid": "instructor_35d4808e5bbbff6ebaaaad70",
    "source": "madgrades",
    "source_instructor_id": "6586525",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "QUENTIN RISER",
    "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": 9,
      "quality": 5,
      "difficulty": 1.78,
      "quality_count": 9,
      "difficulty_count": 9,
      "profile_id": "rmp:3037291",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:11:05.001995+00:00",
      "courses": {
        "course_49e7ac3c8f407b095bf2c2c5": {
          "review_count": 8,
          "quality": 5,
          "difficulty": 1.75,
          "quality_count": 8,
          "difficulty_count": 8
        },
        "course_aa683296b755b39eab53a3aa": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 4.075645367963169,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.87,
      "graded": 285,
      "counts": [
        240,
        33,
        6,
        3,
        0,
        2,
        1
      ],
      "sections": 11
    },
    "instructor_url": "/instructors/QUENTIN_RISER--instructor_35d4808e5bbbff6ebaaaad70"
  },
  {
    "instructor_uid": "instructor_3d5f175d8148060bbd573c93",
    "source": "madgrades",
    "source_instructor_id": "6687983",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANDREA BUHLER",
    "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": 3.807,
      "graded": 135,
      "counts": [
        119,
        6,
        4,
        0,
        2,
        1,
        3
      ],
      "sections": 7
    },
    "instructor_url": "/instructors/ANDREA_BUHLER--instructor_3d5f175d8148060bbd573c93"
  },
  {
    "instructor_uid": "instructor_0e1ae94d8eb5cf3dbaa72bcf",
    "source": "enrollment",
    "source_instructor_id": "athomas42",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Alvin Thomas",
    "email": "ATHOMAS42@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": 5,
      "quality": 3,
      "difficulty": 4.4,
      "quality_count": 5,
      "difficulty_count": 5,
      "profile_id": "rmp:2789100",
      "source_url": "https://www.ratemyprofessors.com/professor/2789100",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:56:24.351011+00:00",
      "courses": {},
      "bayesian_quality": 3.527748626837276,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ALVIN_THOMAS"
  },
  {
    "instructor_uid": "instructor_21b2212367512019547d63d4",
    "source": "enrollment",
    "source_instructor_id": "japoehlmann",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Julie Poehlmann",
    "email": "JULIE.POEHLMANNTYNAN@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": 5,
      "quality": 3.2,
      "difficulty": 3.8,
      "quality_count": 5,
      "difficulty_count": 5,
      "profile_id": "rmp:1011737",
      "source_url": "https://www.ratemyprofessors.com/professor/1011737",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:29:33.828080+00:00",
      "courses": {
        "course_f3136314dc80aca1aac11937": {
          "review_count": 5,
          "quality": 3.2,
          "difficulty": 3.8,
          "quality_count": 5,
          "difficulty_count": 5
        }
      },
      "bayesian_quality": 3.5677486268372762,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JULIE_POEHLMANN"
  },
  {
    "instructor_uid": "instructor_6243d4d7541cc553237f43ec",
    "source": "enrollment",
    "source_instructor_id": "jedilworth",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Janean Dilworth-Bart",
    "email": "JEDILWORTH@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 3,
      "quality": 3.33,
      "difficulty": 4.33,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:1653908",
      "source_url": "https://www.ratemyprofessors.com/professor/1653908",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:34:17.472609+00:00",
      "courses": {
        "course_42ff0509640f8cab240f4ca0": {
          "review_count": 3,
          "quality": 3.33,
          "difficulty": 4.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.6166832900405175,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JANEAN_DILWORTH-BART"
  },
  {
    "instructor_uid": "instructor_89255785a3073c5149c0c915",
    "source": "enrollment",
    "source_instructor_id": "kirkorian",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Heather Kirkorian",
    "email": "KIRKORIAN@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": 4.88,
      "difficulty": 1.29,
      "quality_count": 17,
      "difficulty_count": 17,
      "profile_id": "rmp:1681619",
      "source_url": "https://www.ratemyprofessors.com/professor/1681619",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:36:58.925691+00:00",
      "courses": {
        "course_215d003d56fbaa10ddadbf86": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 1,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 4.22037069380897,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/HEATHER_KIRKORIAN"
  },
  {
    "instructor_uid": "instructor_986a134cc813c9d02d31c373",
    "source": "enrollment",
    "source_instructor_id": "abuhler",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Andrea Buhler",
    "email": "ABUHLER@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/ANDREA_BUHLER"
  },
  {
    "instructor_uid": "instructor_d71417eb9749bbef0e985ab7",
    "source": "enrollment",
    "source_instructor_id": "qriser",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Quentin Riser",
    "email": "QRISER@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": 9,
      "quality": 5,
      "difficulty": 1.78,
      "quality_count": 9,
      "difficulty_count": 9,
      "profile_id": "rmp:3037291",
      "source_url": "https://www.ratemyprofessors.com/professor/3037291",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:11:05.001995+00:00",
      "courses": {
        "course_49e7ac3c8f407b095bf2c2c5": {
          "review_count": 8,
          "quality": 5,
          "difficulty": 1.75,
          "quality_count": 8,
          "difficulty_count": 8
        },
        "course_aa683296b755b39eab53a3aa": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 4.075645367963169,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/QUENTIN_RISER"
  },
  {
    "instructor_uid": "instructor_f0c04c2bb1c284bbe737490a",
    "source": "enrollment",
    "source_instructor_id": "slhartley",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Sigan Hartley",
    "email": "SLHARTLEY@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": 4.71,
      "difficulty": 1.94,
      "quality_count": 17,
      "difficulty_count": 17,
      "profile_id": "rmp:1668761",
      "source_url": "https://www.ratemyprofessors.com/professor/1668761",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:05:34.343824+00:00",
      "courses": {},
      "bayesian_quality": 4.142262585700863,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/SIGAN_HARTLEY"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1144",
    "term_name": "Spring 2014",
    "instructors": [
      "Heather Kirkorian",
      "Lauren Papp",
      "Sigan Hartley"
    ],
    "a": 18,
    "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": 18,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1152",
    "term_name": "Fall 2014",
    "instructors": [
      "Heather Kirkorian",
      "Julie Poehlmann",
      "Lauren Papp",
      "Sigan Hartley"
    ],
    "a": 10,
    "ab": 0,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 11,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1154",
    "term_name": "Spring 2015",
    "instructors": [
      "Heather Kirkorian",
      "Julie Poehlmann",
      "Lauren Papp",
      "Sigan Hartley"
    ],
    "a": 19,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 20,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "Heather Kirkorian",
      "Julie Poehlmann",
      "Lauren Papp",
      "Sarah Halpern-Meekin",
      "Sigan Hartley"
    ],
    "a": 9,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 9,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1164",
    "term_name": "Spring 2016",
    "instructors": [
      "Heather Kirkorian"
    ],
    "a": 19,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 20,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "Lauren Papp"
    ],
    "a": 20,
    "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": 20,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1174",
    "term_name": "Spring 2017",
    "instructors": [
      "Sigan Hartley"
    ],
    "a": 22,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 23,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "Lauren Papp"
    ],
    "a": 22,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 22,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1184",
    "term_name": "Spring 2018",
    "instructors": [
      "Robert Nix"
    ],
    "a": 18,
    "ab": 0,
    "b": 1,
    "bc": 0,
    "c": 1,
    "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": 20,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "Julie Poehlmann",
      "Robert Nix"
    ],
    "a": 21,
    "ab": 0,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 22,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1194",
    "term_name": "Spring 2019",
    "instructors": [
      "Janean Dilworth-Bart"
    ],
    "a": 16,
    "ab": 3,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 19,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "Julie Poehlmann"
    ],
    "a": 17,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "Janean Dilworth-Bart"
    ],
    "a": 14,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 15,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "Larissa Duncan"
    ],
    "a": 15,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 15,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Julie Poehlmann"
    ],
    "a": 16,
    "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": 16,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "Lauren Papp"
    ],
    "a": 13,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 13,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "Heather Kirkorian"
    ],
    "a": 27,
    "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": 27,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Sigan Hartley"
    ],
    "a": 22,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 22,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Julie Poehlmann",
      "Quentin Riser"
    ],
    "a": 20,
    "ab": 0,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 21,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "Quentin Riser"
    ],
    "a": 25,
    "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": 25,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Quentin Riser"
    ],
    "a": 22,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 22,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Sigan Hartley"
    ],
    "a": 19,
    "ab": 2,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 21,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Julie Poehlmann"
    ],
    "a": 20,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 21,
    "source_aliases": [
      "HDFS 592"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "HDFS 592",
    "course_uid": "course_49e7ac3c8f407b095bf2c2c5",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Andrea Buhler"
    ],
    "a": 22,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 1,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 23,
    "source_aliases": [
      "HDFS 592"
    ]
  }
]
```

### statistics

#### gpa

3.97

#### graded

462

#### counts

* 446
* 10
* 4
* 0
* 1
* 1
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_49e7ac3c8f407b095bf2c2c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_49e7ac3c8f407b095bf2c2c5-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_49e7ac3c8f407b095bf2c2c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_49e7ac3c8f407b095bf2c2c5-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_49e7ac3c8f407b095bf2c2c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_49e7ac3c8f407b095bf2c2c5-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_49e7ac3c8f407b095bf2c2c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_49e7ac3c8f407b095bf2c2c5-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.9696969696969697

#### count

462

#### university

##### size

5428

##### gpa Percentile

88

##### count Percentile

73

##### median Count

188

##### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 7     | false   |
| 2.8–3.2 | 312   | false   |
| 3.2–3.6 | 1396  | false   |
| 3.6–4.0 | 3712  | true    |

#### departments

```json
[
  {
    "subject": "HDFS",
    "comparison": {
      "size": 25,
      "gpaPercentile": 92,
      "countPercentile": 46,
      "medianCount": 509,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 1,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 24,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1144

##### term

1144

##### gpa

4

##### count

18

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1152

##### term

1152

##### gpa

3.909090909090909

##### count

11

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1154

##### term

1154

##### gpa

3.975

##### count

20

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1162

##### term

1162

##### gpa

4

##### count

9

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1164

##### term

1164

##### gpa

3.975

##### count

20

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1172

##### term

1172

##### gpa

4

##### count

20

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1174

##### term

1174

##### gpa

3.9782608695652173

##### count

23

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1182

##### term

1182

##### gpa

4

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1184

##### term

1184

##### gpa

3.85

##### count

20

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1192

##### term

1192

##### gpa

3.9545454545454546

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1194

##### term

1194

##### gpa

3.9210526315789473

##### count

19

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1202

##### term

1202

##### gpa

4

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1204

##### term

1204

##### gpa

3.966666666666667

##### count

15

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1212

##### term

1212

##### gpa

4

##### count

15

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1222

##### term

1222

##### gpa

4

##### count

16

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1224

##### term

1224

##### gpa

4

##### count

13

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1232

##### term

1232

##### gpa

4

##### count

27

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1234

##### term

1234

##### gpa

4

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1242

##### term

1242

##### gpa

3.9523809523809526

##### count

21

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1244

##### term

1244

##### gpa

4

##### count

25

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1252

##### term

1252

##### gpa

4

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1254

##### term

1254

##### gpa

3.9523809523809526

##### count

21

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1262

##### term

1262

##### gpa

3.9761904761904763

##### count

21

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

#### 1264

##### term

1264

##### gpa

3.869565217391304

##### count

23

##### departments

| subject | comparison |
| ------- | ---------- |
| HDFS    |            |

### benchmarks

#### all

##### school

###### size

5428

###### gpa

3.689314807112646

###### top Share

83.63241019407903

###### count

188

##### HDFS

###### size

25

###### gpa

3.8019263065400515

###### top Share

90.79140133979863

###### count

509

#### terms

##### 1144

###### school

###### size

878

###### gpa

3.4092443327803017

###### top Share

65.95978235963416

###### count

64

##### 1152

###### school

###### size

918

###### gpa

3.408733538594633

###### top Share

66.06693005846735

###### count

65

##### 1154

###### school

###### size

935

###### gpa

3.4282378385810093

###### top Share

67.66674668721691

###### count

63

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

##### 1164

###### school

###### size

965

###### gpa

3.46491230798535

###### top Share

69.92376287143657

###### count

68

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

##### 1174

###### school

###### size

955

###### gpa

3.4597947384071412

###### top Share

69.5290038366363

###### count

69

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

##### 1184

###### school

###### size

1010

###### gpa

3.47925290354517

###### top Share

70.86270937115944

###### count

68

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### HDFS

###### size

13

###### gpa

3.7660316859768184

###### top Share

87.69896723080787

###### count

39

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### HDFS

###### size

15

###### gpa

3.7640267826325347

###### top Share

88.1517341760321

###### count

39

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### HDFS

###### size

12

###### gpa

3.7848627604057277

###### top Share

89.15277536295575

###### count

51

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### HDFS

###### size

12

###### gpa

3.768674830095458

###### top Share

90.09042838421236

###### count

69.5

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### HDFS

###### size

11

###### gpa

3.7951759200763022

###### top Share

89.43953856051053

###### count

48

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### HDFS

###### size

11

###### gpa

3.750282512213454

###### top Share

89.38398590404022

###### count

56

## instructor Trends

```json
[
  {
    "uid": "instructor_42f75b0b55f463a2a6ce9325",
    "name": "SIGAN HARTLEY",
    "count": 108,
    "terms": [
      {
        "term": "1144",
        "count": 11,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1152",
        "count": 11,
        "sections": 1,
        "gpa": 3.909090909090909
      },
      {
        "term": "1154",
        "count": 11,
        "sections": 1,
        "gpa": 3.9545454545454546
      },
      {
        "term": "1162",
        "count": 9,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1174",
        "count": 23,
        "sections": 1,
        "gpa": 3.9782608695652173
      },
      {
        "term": "1234",
        "count": 22,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1254",
        "count": 21,
        "sections": 1,
        "gpa": 3.9523809523809526
      }
    ]
  },
  {
    "uid": "instructor_4e2bd252ec16bc7d2b9a603f",
    "name": "JULIE POEHLMANN",
    "count": 106,
    "terms": [
      {
        "term": "1154",
        "count": 9,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1192",
        "count": 22,
        "sections": 1,
        "gpa": 3.9545454545454546
      },
      {
        "term": "1202",
        "count": 17,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1222",
        "count": 16,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1242",
        "count": 21,
        "sections": 1,
        "gpa": 3.9523809523809526
      },
      {
        "term": "1262",
        "count": 21,
        "sections": 1,
        "gpa": 3.9761904761904763
      }
    ]
  },
  {
    "uid": "instructor_5708eb62f1f642e322114145",
    "name": "LAUREN PAPP",
    "count": 62,
    "terms": [
      {
        "term": "1144",
        "count": 7,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1172",
        "count": 20,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1182",
        "count": 22,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1224",
        "count": 13,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_35d4808e5bbbff6ebaaaad70",
    "name": "QUENTIN RISER",
    "count": 47,
    "terms": [
      {
        "term": "1244",
        "count": 25,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1252",
        "count": 22,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_b764b3179fe70f2b71d2b43e",
    "name": "HEATHER KIRKORIAN",
    "count": 47,
    "terms": [
      {
        "term": "1164",
        "count": 20,
        "sections": 1,
        "gpa": 3.975
      },
      {
        "term": "1232",
        "count": 27,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_5bf54e770389ca7ba612789e",
    "name": "JANEAN DILWORTH-BART",
    "count": 34,
    "terms": [
      {
        "term": "1194",
        "count": 19,
        "sections": 1,
        "gpa": 3.9210526315789473
      },
      {
        "term": "1204",
        "count": 15,
        "sections": 1,
        "gpa": 3.966666666666667
      }
    ]
  },
  {
    "uid": "instructor_3d5f175d8148060bbd573c93",
    "name": "ANDREA BUHLER",
    "count": 23,
    "terms": [
      {
        "term": "1264",
        "count": 23,
        "sections": 1,
        "gpa": 3.869565217391304
      }
    ]
  },
  {
    "uid": "instructor_680d89722af27741b2925564",
    "name": "ROBERT NIX",
    "count": 20,
    "terms": [
      {
        "term": "1184",
        "count": 20,
        "sections": 1,
        "gpa": 3.85
      }
    ]
  },
  {
    "uid": "instructor_273cea41dcb45b6c0befcf85",
    "name": "LARISSA DUNCAN",
    "count": 15,
    "terms": [
      {
        "term": "1212",
        "count": 15,
        "sections": 1,
        "gpa": 4
      }
    ]
  }
]
```

## following

None recorded.