# STAT 240: Data Science Modeling I | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/STAT_240)

## 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

d60cb4b284548e361e87ff04527f488e90407554555fce7d1a5af1fdeb43c592

### course id

STAT 240

### course uid

course\_03f8aaae24bac7658b319ca8

### catalog version id

5dcee06f56952a5b3521bd8391ce066cf8143f2408c16e9eb5e689a650d43ade

### course number

240

### subjects

* STAT

### title

DATA SCIENCE MODELING I

### description

Introduces reproducible data management, modeling, analysis, and statistical inference through a practical, hands-on case studies approach. Topics include the use of an integrated statistical computing environment, data wrangling, the R programming language, data graphics and visualization, random variables and concepts of probability including the binomial and normal distributions, data modeling, statistical inference in one- and two- sample settings for proportions and means, simple linear regression, and report generation using R Markdown with applications to a wide variety of data to address open-ended questions.

### requirements text

Satisfied Quantitative Reasoning (QR) A

### credits min

4

### credits max

4

### credit offering ids

* 1272:932:025403

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

e56ed7960106b657be62b41a657bc920b3fc8d2e6a37294f648c6fed3ac70045

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

STAT 240 introduces reproducible data science modeling and statistical inference using R and R Markdown.

### llm topics

* Data wrangling and visualization
* Probability distributions
* Statistical inference for proportions and means
* Simple linear regression
* R Markdown reporting

### llm skills

* Reproducible data management and analysis
* Data wrangling and R programming
* Data graphics and visualization
* Probability concepts and distributions
* Statistical inference and regression
* Report generation using R Markdown

### llm assumed background

None recorded.

### llm search phrases

* STAT 240 data science
* R programming statistics
* reproducible data analysis
* statistical inference R Markdown

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

b25872becf04bbd99a2d324b99c6d444539a85c5dae92999eddbeeba57c76b85

#### course id

STAT 240

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_394fd5921455b6ae9fe9458c",
    "message": "No course-specific reviews available",
    "name": "Miranda Rintoul",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "STAT 240",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 2,
            "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
            "source_record": {
              "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          },
          {
            "course_id": "STAT 240",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 5,
            "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
            "source_record": {
              "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          },
          {
            "course_id": "STAT 240",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
            "source_record": {
              "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          },
          {
            "course_id": "STAT 240",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 4,
            "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
            "source_record": {
              "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          },
          {
            "course_id": "STAT 240",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
            "source_record": {
              "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1264",
            "type": "grade"
          },
          {
            "course_id": "STAT 240",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 2,
            "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
            "source_record": {
              "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1264",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2025: 3.27 GPA, 54.8% A/AB (n=272 letter grades); Fall 2025: 3.30 GPA, 58.3% A/AB (n=381 letter grades); Spring 2026: 3.01 GPA, 44.4% A/AB (n=275 letter grades)."
      }
    ]
  },
  {
    "instructor_uid": "instructor_7b2d98370853d89ccc619f04",
    "message": null,
    "name": "Sahifa Siddiqua",
    "review_status": "supported",
    "rmp_instructor_id": "rmp:3089686",
    "summary": [
      {
        "citations": [
          {
            "instructor_name": "Sahifa Siddiqua",
            "review_date": "2025-10-08 03:25:35 +0000 UTC",
            "review_id": "9fe180e8c3bccfaec8bce4d0",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3089686",
            "source_review_id": "UmF0aW5nLTQxNjk2OTky",
            "source_url": "https://www.ratemyprofessors.com/professor/3089686",
            "type": "review"
          },
          {
            "instructor_name": "Sahifa Siddiqua",
            "review_date": "2026-05-11 14:01:01 +0000 UTC",
            "review_id": "31800af73745207e16d6d6b3",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3089686",
            "source_review_id": "UmF0aW5nLTQzMDkxNDQ4",
            "source_url": "https://www.ratemyprofessors.com/professor/3089686",
            "type": "review"
          }
        ],
        "text": "Sahifa Siddiqua is praised for well-organized notes and clear explanations that help students prepare for exams. Reviewers note her detailed materials allow success even if lectures are skipped."
      },
      {
        "citations": [
          {
            "instructor_name": "Sahifa Siddiqua",
            "review_date": "2025-12-18 07:27:11 +0000 UTC",
            "review_id": "aa6177ec239561b30950b93b",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3089686",
            "source_review_id": "UmF0aW5nLTQyMzI2ODU4",
            "source_url": "https://www.ratemyprofessors.com/professor/3089686",
            "type": "review"
          },
          {
            "instructor_name": "Sahifa Siddiqua",
            "review_date": "2025-12-20 04:19:35 +0000 UTC",
            "review_id": "2512882c3d35bc56c3ef46aa",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3089686",
            "source_review_id": "UmF0aW5nLTQyMzU2Mzg5",
            "source_url": "https://www.ratemyprofessors.com/professor/3089686",
            "type": "review"
          },
          {
            "instructor_name": "Sahifa Siddiqua",
            "review_date": "2025-12-22 18:02:42 +0000 UTC",
            "review_id": "7cbf0432cdb7b344cb05077b",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3089686",
            "source_review_id": "UmF0aW5nLTQyMzc2MDE3",
            "source_url": "https://www.ratemyprofessors.com/professor/3089686",
            "type": "review"
          },
          {
            "instructor_name": "Sahifa Siddiqua",
            "review_date": "2026-04-16 09:46:18 +0000 UTC",
            "review_id": "b7b4f661d752255930d8868f",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3089686",
            "source_review_id": "UmF0aW5nLTQyODQ5OTY1",
            "source_url": "https://www.ratemyprofessors.com/professor/3089686",
            "type": "review"
          },
          {
            "instructor_name": "Sahifa Siddiqua",
            "review_date": "2026-05-06 18:28:55 +0000 UTC",
            "review_id": "2358227e0643eb0add9565eb",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3089686",
            "source_review_id": "UmF0aW5nLTQzMDQ4MDk0",
            "source_url": "https://www.ratemyprofessors.com/professor/3089686",
            "type": "review"
          },
          {
            "instructor_name": "Sahifa Siddiqua",
            "review_date": "2026-05-11 20:40:18 +0000 UTC",
            "review_id": "0aa3e38f59ee4889b7c9626b",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3089686",
            "source_review_id": "UmF0aW5nLTQzMDk2MTQ0",
            "source_url": "https://www.ratemyprofessors.com/professor/3089686",
            "type": "review"
          },
          {
            "instructor_name": "Sahifa Siddiqua",
            "review_date": "2026-05-12 05:38:56 +0000 UTC",
            "review_id": "7dc3cf757925cec17324c1d6",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3089686",
            "source_review_id": "UmF0aW5nLTQzMTAxODUw",
            "source_url": "https://www.ratemyprofessors.com/professor/3089686",
            "type": "review"
          },
          {
            "instructor_name": "Sahifa Siddiqua",
            "review_date": "2026-09-04 00:18:42 +0000 UTC",
            "review_id": "6264e40f5636d8ee5bad403e",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:3089686",
            "source_review_id": "UmF0aW5nLTQzNDA3NDIx",
            "source_url": "https://www.ratemyprofessors.com/professor/3089686",
            "type": "review"
          }
        ],
        "text": "Many reviewers criticize her for poor teaching, claiming exams do not match lecture content or homework. Concerns include unresponsive emails, unclear instructions, and arbitrary grading difficulties."
      },
      {
        "citations": [
          {
            "course_id": "STAT 240",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
            "source_record": {
              "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          },
          {
            "course_id": "STAT 240",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 3,
            "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
            "source_record": {
              "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          },
          {
            "course_id": "STAT 240",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 4,
            "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
            "source_record": {
              "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          },
          {
            "course_id": "STAT 240",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 2,
            "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
            "source_record": {
              "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          },
          {
            "course_id": "STAT 240",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 3,
            "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
            "source_record": {
              "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1264",
            "type": "grade"
          },
          {
            "course_id": "STAT 240",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 4,
            "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
            "source_record": {
              "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1264",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2025: 3.20 GPA, 44.9% A/AB (n=414 letter grades); Fall 2025: 3.29 GPA, 58.6% A/AB (n=198 letter grades); Spring 2026: 3.04 GPA, 38.9% A/AB (n=324 letter grades)."
      }
    ]
  }
]
```

#### difficulty workload

Students report that exams are significantly harder than lectures and homework, with unclear instructions and arbitrary difficulty. Self-study is often necessary due to the disconnect between taught material and assessments.

```json
{
  "citations": [
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2025-12-18 07:27:11 +0000 UTC",
      "review_id": "aa6177ec239561b30950b93b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQyMzI2ODU4",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2025-12-20 04:19:35 +0000 UTC",
      "review_id": "2512882c3d35bc56c3ef46aa",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQyMzU2Mzg5",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2025-12-22 18:02:42 +0000 UTC",
      "review_id": "7cbf0432cdb7b344cb05077b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQyMzc2MDE3",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-04-16 09:46:18 +0000 UTC",
      "review_id": "b7b4f661d752255930d8868f",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQyODQ5OTY1",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-05-06 18:28:55 +0000 UTC",
      "review_id": "2358227e0643eb0add9565eb",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQzMDQ4MDk0",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-05-11 20:40:18 +0000 UTC",
      "review_id": "0aa3e38f59ee4889b7c9626b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQzMDk2MTQ0",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-05-12 05:38:56 +0000 UTC",
      "review_id": "7dc3cf757925cec17324c1d6",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQzMTAxODUw",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

Historical reviews of Bret Larget: Bret Larget demonstrates passion and helpfulness in office hours, though some students find his lectures disorganized or unclear. While he attempts to make content applicable, others report that he simply reads from slides, leading to confusion and a perception that the course material is difficult to learn through provided resources.

```json
{
  "citations": [
    {
      "instructor_name": "Bret Larget",
      "review_date": "2019-12-27 23:11:17 +0000 UTC",
      "review_id": "ff2591b9e85c8872badd65f2",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:566625",
      "source_review_id": "UmF0aW5nLTMyNzY1NzU2",
      "source_url": "https://www.ratemyprofessors.com/professor/566625",
      "type": "review"
    },
    {
      "instructor_name": "Bret Larget",
      "review_date": "2020-12-28 04:41:35 +0000 UTC",
      "review_id": "e7b31e505aca728031ac7ef5",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:566625",
      "source_review_id": "UmF0aW5nLTM0MjA2NTcx",
      "source_url": "https://www.ratemyprofessors.com/professor/566625",
      "type": "review"
    },
    {
      "instructor_name": "Bret Larget",
      "review_date": "2022-01-21 03:45:39 +0000 UTC",
      "review_id": "9972766d6e8d5c9c03672e62",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:566625",
      "source_review_id": "UmF0aW5nLTM1NzgwNzYx",
      "source_url": "https://www.ratemyprofessors.com/professor/566625",
      "type": "review"
    },
    {
      "instructor_name": "Bret Larget",
      "review_date": "2024-12-23 23:24:38 +0000 UTC",
      "review_id": "7fd50b72249952aad6cfcc27",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:566625",
      "source_review_id": "UmF0aW5nLTQwNDI2MzM4",
      "source_url": "https://www.ratemyprofessors.com/professor/566625",
      "type": "review"
    }
  ]
}
```

#### offered

true

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

Reviews for Sahifa Siddiqua are sharply divided. Some praise her organization and knowledge, while others report poor teaching, rude behavior, and exams that do not match course content.

```json
{
  "citations": [
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2025-10-08 03:25:35 +0000 UTC",
      "review_id": "9fe180e8c3bccfaec8bce4d0",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQxNjk2OTky",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2025-12-18 07:27:11 +0000 UTC",
      "review_id": "aa6177ec239561b30950b93b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQyMzI2ODU4",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2025-12-20 04:19:35 +0000 UTC",
      "review_id": "2512882c3d35bc56c3ef46aa",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQyMzU2Mzg5",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2025-12-22 18:02:42 +0000 UTC",
      "review_id": "7cbf0432cdb7b344cb05077b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQyMzc2MDE3",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-04-16 09:46:18 +0000 UTC",
      "review_id": "b7b4f661d752255930d8868f",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQyODQ5OTY1",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-05-06 18:28:55 +0000 UTC",
      "review_id": "2358227e0643eb0add9565eb",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQzMDQ4MDk0",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-05-11 14:01:01 +0000 UTC",
      "review_id": "31800af73745207e16d6d6b3",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQzMDkxNDQ4",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-05-11 20:40:18 +0000 UTC",
      "review_id": "0aa3e38f59ee4889b7c9626b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQzMDk2MTQ0",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-05-12 05:38:56 +0000 UTC",
      "review_id": "7dc3cf757925cec17324c1d6",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQzMTAxODUw",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-09-04 00:18:42 +0000 UTC",
      "review_id": "6264e40f5636d8ee5bad403e",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQzNDA3NDIx",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2025: 3.23 GPA, 48.8% A/AB (n=686 letter grades); Fall 2025: 3.19 GPA, 53.1% A/AB (n=746 letter grades); Spring 2026: 3.03 GPA, 41.4% A/AB (n=599 letter grades).

```json
{
  "citations": [
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### student experience

Experiences range from well-organized notes to disorganized classes with unclear instructions. Students also report passive-aggressive email behavior and unresponsive office hours.

```json
{
  "citations": [
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2025-10-08 03:25:35 +0000 UTC",
      "review_id": "9fe180e8c3bccfaec8bce4d0",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQxNjk2OTky",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-05-06 18:28:55 +0000 UTC",
      "review_id": "2358227e0643eb0add9565eb",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQzMDQ4MDk0",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-05-11 14:01:01 +0000 UTC",
      "review_id": "31800af73745207e16d6d6b3",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQzMDkxNDQ4",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-05-12 05:38:56 +0000 UTC",
      "review_id": "7dc3cf757925cec17324c1d6",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQzMTAxODUw",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    },
    {
      "instructor_name": "Sahifa Siddiqua",
      "review_date": "2026-09-04 00:18:42 +0000 UTC",
      "review_id": "6264e40f5636d8ee5bad403e",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:3089686",
      "source_review_id": "UmF0aW5nLTQzNDA3NDIx",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

BI CHENG WU is recorded teaching in Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

BRET LARGET is recorded teaching in Fall 2019, Fall 2020, Fall 2021, Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

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

```json
{
  "citations": [
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 7,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

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

```json
{
  "citations": [
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 5,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

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

```json
{
  "citations": [
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 5,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 6,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    },
    {
      "course_id": "STAT 240",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
      "source_record": {
        "entity_id": "3857899a-7247-3808-bcea-a4b9b4bd7e9b",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Satisfied Quantitative Reasoning (QR) A",
    "course": null,
    "evidence": "Satisfied Quantitative Reasoning (QR) A",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
  {
    "instructor_uid": "instructor_17831cc0732434ba581f55e8",
    "source": "enrollment",
    "source_instructor_id": "rinklerosere",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": ". Rinkle Rose Renny",
    "email": "RINKLEROSERE@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/RINKLE_ROSE_RENNY"
  },
  {
    "instructor_uid": "instructor_ed3b687f43b632dc84d48969",
    "source": "enrollment",
    "source_instructor_id": "datta24",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ananya Datta",
    "email": "DATTA24@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/ANANYA_DATTA"
  },
  {
    "instructor_uid": "instructor_fcada0e662523e898cd380f2",
    "source": "enrollment",
    "source_instructor_id": "aserkar",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Atharva Aserkar",
    "email": "ASERKAR@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/ATHARVA_ASERKAR"
  },
  {
    "instructor_uid": "instructor_57ee08c1d87cd84c250e6aad",
    "source": "enrollment",
    "source_instructor_id": "chiranjeeviv",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "FNU Chiranjeevi Vasant",
    "email": "CHIRANJEEVIV@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/FNU_CHIRANJEEVI_VASANT"
  },
  {
    "instructor_uid": "instructor_17b187b651e80b27b58da58d",
    "source": "enrollment",
    "source_instructor_id": "hcao65",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Haoqun Cao",
    "email": "HCAO65@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/HAOQUN_CAO"
  },
  {
    "instructor_uid": "instructor_300812a2f460ef6590d59f42",
    "source": "enrollment",
    "source_instructor_id": "hrajdev",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Himanshu Rajdev",
    "email": "HRAJDEV@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/HIMANSHU_RAJDEV"
  },
  {
    "instructor_uid": "instructor_693507caf47fe17e4df269d0",
    "source": "enrollment",
    "source_instructor_id": "jli2249",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jialuo Li",
    "email": "JLI2249@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/JIALUO_LI"
  },
  {
    "instructor_uid": "instructor_54b8fbb7318a1e892723f631",
    "source": "enrollment",
    "source_instructor_id": "moros2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Maria Oros",
    "email": "MARIA.OROS@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/MARIA_OROS"
  },
  {
    "instructor_uid": "instructor_1c56286e1fa5d3423913d749",
    "source": "enrollment",
    "source_instructor_id": "zzou49",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Michael Zou",
    "email": "ZZOU49@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/MICHAEL_ZOU"
  },
  {
    "instructor_uid": "instructor_394fd5921455b6ae9fe9458c",
    "source": "enrollment",
    "source_instructor_id": "mrintoul",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Miranda Rintoul",
    "email": "MRINTOUL@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/MIRANDA_RINTOUL"
  },
  {
    "instructor_uid": "instructor_031f1c042e754d844d9e7f09",
    "source": "enrollment",
    "source_instructor_id": "pghosal",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Payel Ghosal",
    "email": "PGHOSAL@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/PAYEL_GHOSAL"
  },
  {
    "instructor_uid": "instructor_fe2824b10d30881c059ca7ad",
    "source": "enrollment",
    "source_instructor_id": "pgunasekara2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Preeth Gunasekaran",
    "email": "PGUNASEKARA2@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/PREETH_GUNASEKARAN"
  },
  {
    "instructor_uid": "instructor_7b2d98370853d89ccc619f04",
    "source": "enrollment",
    "source_instructor_id": "ssiddiqua",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Sahifa Siddiqua",
    "email": "SSIDDIQUA@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": 33,
      "quality": 1.91,
      "difficulty": 3.82,
      "quality_count": 33,
      "difficulty_count": 33,
      "profile_id": "rmp:3089686",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:07:51.086388+00:00",
      "courses": {
        "course_03f8aaae24bac7658b319ca8": {
          "review_count": 26,
          "quality": 2,
          "difficulty": 3.85,
          "quality_count": 26,
          "difficulty_count": 26
        },
        "course_d2d0c15e32bd1631a6074548": {
          "review_count": 7,
          "quality": 1.57,
          "difficulty": 3.71,
          "quality_count": 7,
          "difficulty_count": 7
        }
      },
      "bayesian_quality": 2.5702587862439983,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/SAHIFA_SIDDIQUA"
  },
  {
    "instructor_uid": "instructor_df5092b6240190cd45129256",
    "source": "enrollment",
    "source_instructor_id": "stgadkari",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Sanika Gadkari",
    "email": "STGADKARI@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/SANIKA_GADKARI"
  },
  {
    "instructor_uid": "instructor_7963d8a874b88442ac5d0e79",
    "source": "enrollment",
    "source_instructor_id": "yli778",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Yancheng Li",
    "email": "YLI778@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/YANCHENG_LI"
  },
  {
    "instructor_uid": "instructor_f1da02e2533250b0fcd593df",
    "source": "enrollment",
    "source_instructor_id": "mao84",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Yuheng Mao",
    "email": "MAO84@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/YUHENG_MAO"
  },
  {
    "instructor_uid": "instructor_f4d69294e75052d3c8fa103a",
    "source": "enrollment",
    "source_instructor_id": "sriramkumar",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Yuvarraj Sriramkumar",
    "email": "SRIRAMKUMAR@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/YUVARRAJ_SRIRAMKUMAR"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:932:025403",
    "course_id": "STAT 240",
    "course_uid": "course_03f8aaae24bac7658b319ca8",
    "term_id": "1272",
    "source_course_id": "025403",
    "source_subject_id": "932",
    "title": "Data Science Modeling I",
    "credits_min": 4,
    "credits_max": 4,
    "typically_offered": "Not Applicable"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:20648",
    "term_id": "1272",
    "source_section_id": "20648",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 144,
    "enrolled": 110,
    "waitlisted": 1,
    "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:1272:21813",
    "term_id": "1272",
    "source_section_id": "21813",
    "identity_basis": "class_number",
    "section_number": "314",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 9,
    "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:1272:21814",
    "term_id": "1272",
    "source_section_id": "21814",
    "identity_basis": "class_number",
    "section_number": "315",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 16,
    "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:1272:21815",
    "term_id": "1272",
    "source_section_id": "21815",
    "identity_basis": "class_number",
    "section_number": "316",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 18,
    "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:1272:22367",
    "term_id": "1272",
    "source_section_id": "22367",
    "identity_basis": "class_number",
    "section_number": "003",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 144,
    "enrolled": 121,
    "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:1272:22368",
    "term_id": "1272",
    "source_section_id": "22368",
    "identity_basis": "class_number",
    "section_number": "311",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 19,
    "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:1272:22369",
    "term_id": "1272",
    "source_section_id": "22369",
    "identity_basis": "class_number",
    "section_number": "312",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 24,
    "waitlisted": 1,
    "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:1272:22370",
    "term_id": "1272",
    "source_section_id": "22370",
    "identity_basis": "class_number",
    "section_number": "313",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 24,
    "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:1272:22371",
    "term_id": "1272",
    "source_section_id": "22371",
    "identity_basis": "class_number",
    "section_number": "331",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 14,
    "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:1272:22372",
    "term_id": "1272",
    "source_section_id": "22372",
    "identity_basis": "class_number",
    "section_number": "332",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 21,
    "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:1272:22373",
    "term_id": "1272",
    "source_section_id": "22373",
    "identity_basis": "class_number",
    "section_number": "333",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 24,
    "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:1272:23163",
    "term_id": "1272",
    "source_section_id": "23163",
    "identity_basis": "class_number",
    "section_number": "004",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 216,
    "enrolled": 163,
    "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:1272:23164",
    "term_id": "1272",
    "source_section_id": "23164",
    "identity_basis": "class_number",
    "section_number": "341",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 24,
    "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:1272:25433",
    "term_id": "1272",
    "source_section_id": "25433",
    "identity_basis": "class_number",
    "section_number": "334",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 18,
    "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:1272:25434",
    "term_id": "1272",
    "source_section_id": "25434",
    "identity_basis": "class_number",
    "section_number": "335",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 20,
    "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:1272:25435",
    "term_id": "1272",
    "source_section_id": "25435",
    "identity_basis": "class_number",
    "section_number": "336",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 24,
    "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:1272:25436",
    "term_id": "1272",
    "source_section_id": "25436",
    "identity_basis": "class_number",
    "section_number": "342",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 23,
    "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:1272:25437",
    "term_id": "1272",
    "source_section_id": "25437",
    "identity_basis": "class_number",
    "section_number": "343",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 22,
    "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:1272:25438",
    "term_id": "1272",
    "source_section_id": "25438",
    "identity_basis": "class_number",
    "section_number": "344",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 11,
    "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:1272:25439",
    "term_id": "1272",
    "source_section_id": "25439",
    "identity_basis": "class_number",
    "section_number": "345",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 24,
    "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:1272:25440",
    "term_id": "1272",
    "source_section_id": "25440",
    "identity_basis": "class_number",
    "section_number": "346",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 19,
    "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:1272:31032",
    "term_id": "1272",
    "source_section_id": "31032",
    "identity_basis": "class_number",
    "section_number": "002",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 216,
    "enrolled": 149,
    "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:1272:31036",
    "term_id": "1272",
    "source_section_id": "31036",
    "identity_basis": "class_number",
    "section_number": "321",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 13,
    "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:1272:31037",
    "term_id": "1272",
    "source_section_id": "31037",
    "identity_basis": "class_number",
    "section_number": "322",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 24,
    "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:1272:31038",
    "term_id": "1272",
    "source_section_id": "31038",
    "identity_basis": "class_number",
    "section_number": "323",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 17,
    "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:1272:31039",
    "term_id": "1272",
    "source_section_id": "31039",
    "identity_basis": "class_number",
    "section_number": "324",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 15,
    "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:1272:31040",
    "term_id": "1272",
    "source_section_id": "31040",
    "identity_basis": "class_number",
    "section_number": "325",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 24,
    "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:1272:31041",
    "term_id": "1272",
    "source_section_id": "31041",
    "identity_basis": "class_number",
    "section_number": "326",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 24,
    "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:1272:31042",
    "term_id": "1272",
    "source_section_id": "31042",
    "identity_basis": "class_number",
    "section_number": "327",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 4,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:31043",
    "term_id": "1272",
    "source_section_id": "31043",
    "identity_basis": "class_number",
    "section_number": "328",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 22,
    "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:1272:31044",
    "term_id": "1272",
    "source_section_id": "31044",
    "identity_basis": "class_number",
    "section_number": "329",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 6,
    "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:1272:31048",
    "term_id": "1272",
    "source_section_id": "31048",
    "identity_basis": "class_number",
    "section_number": "347",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 24,
    "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:1272:31049",
    "term_id": "1272",
    "source_section_id": "31049",
    "identity_basis": "class_number",
    "section_number": "348",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 10,
    "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:1272:31050",
    "term_id": "1272",
    "source_section_id": "31050",
    "identity_basis": "class_number",
    "section_number": "349",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 24,
    "enrolled": 6,
    "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_0fa00489e3ab3e94b9e52d89",
    "source": "madgrades",
    "source_instructor_id": "751075",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BRET LARGET",
    "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": 29,
      "quality": 3.31,
      "difficulty": 3.21,
      "quality_count": 29,
      "difficulty_count": 29,
      "profile_id": "rmp:566625",
      "source_url": "https://www.ratemyprofessors.com/professor/566625",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:51:20.625013+00:00",
      "courses": {
        "course_03f8aaae24bac7658b319ca8": {
          "review_count": 16,
          "quality": 2.88,
          "difficulty": 3.31,
          "quality_count": 16,
          "difficulty_count": 16
        },
        "course_72cc7ddf48330b71523f309f": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_2a00c702ff402614a950606e": {
          "review_count": 2,
          "quality": 4,
          "difficulty": 2,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_e593b86c370a0c671af794df": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 5,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_4dd38bb021601e5dff558ba1": {
          "review_count": 1,
          "quality": 2,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_31fb5b7b6bf20ca63e33bd46": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 2,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.4527288912435083,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.5,
      "graded": 1829,
      "counts": [
        834,
        499,
        323,
        96,
        50,
        10,
        17
      ],
      "sections": 82
    },
    "instructor_url": "/instructors/BRET_LARGET--instructor_0fa00489e3ab3e94b9e52d89"
  },
  {
    "instructor_uid": "instructor_253cce0f28321f783c10482f",
    "source": "madgrades",
    "source_instructor_id": "6315818",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JESSI KEHE",
    "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": 3.576,
      "graded": 321,
      "counts": [
        170,
        105,
        16,
        15,
        7,
        1,
        7
      ],
      "sections": 16
    },
    "instructor_url": "/instructors/JESSI_KEHE--instructor_253cce0f28321f783c10482f"
  },
  {
    "instructor_uid": "instructor_a37aaac156a2021f5b113095",
    "source": "madgrades",
    "source_instructor_id": "5906523",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BI CHENG WU",
    "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": 142,
      "quality": 1.75,
      "difficulty": 4.07,
      "quality_count": 142,
      "difficulty_count": 142,
      "profile_id": "rmp:2772143",
      "source_url": "https://www.ratemyprofessors.com/professor/2772143",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:51:48.269666+00:00",
      "courses": {
        "course_bf80347054c4234ada79c07e": {
          "review_count": 18,
          "quality": 1.61,
          "difficulty": 4.11,
          "quality_count": 18,
          "difficulty_count": 18
        },
        "course_d2d0c15e32bd1631a6074548": {
          "review_count": 49,
          "quality": 1.45,
          "difficulty": 4.35,
          "quality_count": 49,
          "difficulty_count": 49
        },
        "course_03f8aaae24bac7658b319ca8": {
          "review_count": 67,
          "quality": 1.97,
          "difficulty": 3.84,
          "quality_count": 67,
          "difficulty_count": 67
        },
        "course_31fb5b7b6bf20ca63e33bd46": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 5,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_06abb97e9793bf858754daa3": {
          "review_count": 3,
          "quality": 3.67,
          "difficulty": 3.67,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_ef9c9cd4a7d8002288a4cf7c": {
          "review_count": 4,
          "quality": 1.25,
          "difficulty": 4.5,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 1.9857636769810612,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.226,
      "graded": 3884,
      "counts": [
        1399,
        771,
        792,
        374,
        412,
        99,
        37
      ],
      "sections": 33
    },
    "instructor_url": "/instructors/BI_CHENG_WU--instructor_a37aaac156a2021f5b113095"
  },
  {
    "instructor_uid": "instructor_f5806fb639ea1d8908810753",
    "source": "madgrades",
    "source_instructor_id": "6559186",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HAMNA HANNAN",
    "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": 1.8,
      "difficulty": 3.6,
      "quality_count": 5,
      "difficulty_count": 5,
      "profile_id": "rmp:2880464",
      "source_url": "https://www.ratemyprofessors.com/professor/2880464",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:37:24.809691+00:00",
      "courses": {},
      "bayesian_quality": 3.2877486268372764,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.372,
      "graded": 261,
      "counts": [
        98,
        75,
        48,
        17,
        19,
        1,
        3
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/HAMNA_HANNAN--instructor_f5806fb639ea1d8908810753"
  },
  {
    "instructor_uid": "instructor_d9e618b3ccbe558e29172b04",
    "source": "madgrades",
    "source_instructor_id": "6188409",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CAMERON JONES",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 15,
      "quality": 4.67,
      "difficulty": 2.67,
      "quality_count": 15,
      "difficulty_count": 15,
      "profile_id": "rmp:2974757",
      "source_url": "https://www.ratemyprofessors.com/professor/2974757",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:50:06.132806+00:00",
      "courses": {
        "course_03f8aaae24bac7658b319ca8": {
          "review_count": 14,
          "quality": 4.64,
          "difficulty": 2.71,
          "quality_count": 14,
          "difficulty_count": 14
        },
        "course_f57701752c565e5b0c704a1d": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 4.092677590598055,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.521,
      "graded": 354,
      "counts": [
        166,
        84,
        73,
        19,
        11,
        0,
        1
      ],
      "sections": 7
    },
    "instructor_url": "/instructors/CAMERON_JONES--instructor_d9e618b3ccbe558e29172b04"
  },
  {
    "instructor_uid": "instructor_862a61219afe05b2a1dac6ce",
    "source": "madgrades",
    "source_instructor_id": "6687549",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SAHIFA SIDDIQUA",
    "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": 33,
      "quality": 1.91,
      "difficulty": 3.82,
      "quality_count": 33,
      "difficulty_count": 33,
      "profile_id": "rmp:3089686",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:07:51.086388+00:00",
      "courses": {
        "course_03f8aaae24bac7658b319ca8": {
          "review_count": 26,
          "quality": 2,
          "difficulty": 3.85,
          "quality_count": 26,
          "difficulty_count": 26
        },
        "course_d2d0c15e32bd1631a6074548": {
          "review_count": 7,
          "quality": 1.57,
          "difficulty": 3.71,
          "quality_count": 7,
          "difficulty_count": 7
        }
      },
      "bayesian_quality": 2.5702587862439983,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.249,
      "graded": 1542,
      "counts": [
        488,
        318,
        436,
        142,
        134,
        14,
        10
      ],
      "sections": 10
    },
    "instructor_url": "/instructors/SAHIFA_SIDDIQUA--instructor_862a61219afe05b2a1dac6ce"
  },
  {
    "instructor_uid": "instructor_adaa4a02e24050ee4c903cba",
    "source": "madgrades",
    "source_instructor_id": "6400522",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MIRANDA RINTOUL",
    "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": 3.129,
      "graded": 2876,
      "counts": [
        1063,
        404,
        563,
        311,
        367,
        132,
        36
      ],
      "sections": 28
    },
    "instructor_url": "/instructors/MIRANDA_RINTOUL--instructor_adaa4a02e24050ee4c903cba"
  },
  {
    "instructor_uid": "instructor_031f1c042e754d844d9e7f09",
    "source": "enrollment",
    "source_instructor_id": "pghosal",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Payel Ghosal",
    "email": "PGHOSAL@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/PAYEL_GHOSAL"
  },
  {
    "instructor_uid": "instructor_17831cc0732434ba581f55e8",
    "source": "enrollment",
    "source_instructor_id": "rinklerosere",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": ". Rinkle Rose Renny",
    "email": "RINKLEROSERE@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/RINKLE_ROSE_RENNY"
  },
  {
    "instructor_uid": "instructor_17b187b651e80b27b58da58d",
    "source": "enrollment",
    "source_instructor_id": "hcao65",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Haoqun Cao",
    "email": "HCAO65@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/HAOQUN_CAO"
  },
  {
    "instructor_uid": "instructor_1c56286e1fa5d3423913d749",
    "source": "enrollment",
    "source_instructor_id": "zzou49",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Michael Zou",
    "email": "ZZOU49@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/MICHAEL_ZOU"
  },
  {
    "instructor_uid": "instructor_300812a2f460ef6590d59f42",
    "source": "enrollment",
    "source_instructor_id": "hrajdev",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Himanshu Rajdev",
    "email": "HRAJDEV@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/HIMANSHU_RAJDEV"
  },
  {
    "instructor_uid": "instructor_394fd5921455b6ae9fe9458c",
    "source": "enrollment",
    "source_instructor_id": "mrintoul",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Miranda Rintoul",
    "email": "MRINTOUL@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/MIRANDA_RINTOUL"
  },
  {
    "instructor_uid": "instructor_54b8fbb7318a1e892723f631",
    "source": "enrollment",
    "source_instructor_id": "moros2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Maria Oros",
    "email": "MARIA.OROS@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/MARIA_OROS"
  },
  {
    "instructor_uid": "instructor_57ee08c1d87cd84c250e6aad",
    "source": "enrollment",
    "source_instructor_id": "chiranjeeviv",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "FNU Chiranjeevi Vasant",
    "email": "CHIRANJEEVIV@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/FNU_CHIRANJEEVI_VASANT"
  },
  {
    "instructor_uid": "instructor_693507caf47fe17e4df269d0",
    "source": "enrollment",
    "source_instructor_id": "jli2249",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jialuo Li",
    "email": "JLI2249@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/JIALUO_LI"
  },
  {
    "instructor_uid": "instructor_7963d8a874b88442ac5d0e79",
    "source": "enrollment",
    "source_instructor_id": "yli778",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Yancheng Li",
    "email": "YLI778@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/YANCHENG_LI"
  },
  {
    "instructor_uid": "instructor_7b2d98370853d89ccc619f04",
    "source": "enrollment",
    "source_instructor_id": "ssiddiqua",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Sahifa Siddiqua",
    "email": "SSIDDIQUA@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": 33,
      "quality": 1.91,
      "difficulty": 3.82,
      "quality_count": 33,
      "difficulty_count": 33,
      "profile_id": "rmp:3089686",
      "source_url": "https://www.ratemyprofessors.com/professor/3089686",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:07:51.086388+00:00",
      "courses": {
        "course_03f8aaae24bac7658b319ca8": {
          "review_count": 26,
          "quality": 2,
          "difficulty": 3.85,
          "quality_count": 26,
          "difficulty_count": 26
        },
        "course_d2d0c15e32bd1631a6074548": {
          "review_count": 7,
          "quality": 1.57,
          "difficulty": 3.71,
          "quality_count": 7,
          "difficulty_count": 7
        }
      },
      "bayesian_quality": 2.5702587862439983,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/SAHIFA_SIDDIQUA"
  },
  {
    "instructor_uid": "instructor_df5092b6240190cd45129256",
    "source": "enrollment",
    "source_instructor_id": "stgadkari",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Sanika Gadkari",
    "email": "STGADKARI@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/SANIKA_GADKARI"
  },
  {
    "instructor_uid": "instructor_ed3b687f43b632dc84d48969",
    "source": "enrollment",
    "source_instructor_id": "datta24",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ananya Datta",
    "email": "DATTA24@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/ANANYA_DATTA"
  },
  {
    "instructor_uid": "instructor_f1da02e2533250b0fcd593df",
    "source": "enrollment",
    "source_instructor_id": "mao84",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Yuheng Mao",
    "email": "MAO84@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/YUHENG_MAO"
  },
  {
    "instructor_uid": "instructor_f4d69294e75052d3c8fa103a",
    "source": "enrollment",
    "source_instructor_id": "sriramkumar",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Yuvarraj Sriramkumar",
    "email": "SRIRAMKUMAR@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/YUVARRAJ_SRIRAMKUMAR"
  },
  {
    "instructor_uid": "instructor_fcada0e662523e898cd380f2",
    "source": "enrollment",
    "source_instructor_id": "aserkar",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Atharva Aserkar",
    "email": "ASERKAR@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/ATHARVA_ASERKAR"
  },
  {
    "instructor_uid": "instructor_fe2824b10d30881c059ca7ad",
    "source": "enrollment",
    "source_instructor_id": "pgunasekara2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Preeth Gunasekaran",
    "email": "PGUNASEKARA2@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/PREETH_GUNASEKARAN"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 240",
    "course_uid": "course_03f8aaae24bac7658b319ca8",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "Bret Larget"
    ],
    "a": 26,
    "ab": 13,
    "b": 13,
    "bc": 6,
    "c": 3,
    "d": 2,
    "f": 2,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 65,
    "source_aliases": [
      "STAT 240"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 240",
    "course_uid": "course_03f8aaae24bac7658b319ca8",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "Bret Larget",
      "Jessi Kehe"
    ],
    "a": 114,
    "ab": 41,
    "b": 25,
    "bc": 5,
    "c": 12,
    "d": 0,
    "f": 2,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 1,
    "total": 200,
    "source_aliases": [
      "STAT 240"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 240",
    "course_uid": "course_03f8aaae24bac7658b319ca8",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Bi Cheng Wu",
      "Bret Larget"
    ],
    "a": 92,
    "ab": 146,
    "b": 55,
    "bc": 14,
    "c": 5,
    "d": 2,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 6,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 321,
    "source_aliases": [
      "STAT 240"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 240",
    "course_uid": "course_03f8aaae24bac7658b319ca8",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "Bi Cheng Wu",
      "Jessi Kehe"
    ],
    "a": 152,
    "ab": 119,
    "b": 21,
    "bc": 21,
    "c": 9,
    "d": 2,
    "f": 9,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 334,
    "source_aliases": [
      "STAT 240"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 240",
    "course_uid": "course_03f8aaae24bac7658b319ca8",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "Bi Cheng Wu",
      "Bret Larget"
    ],
    "a": 250,
    "ab": 126,
    "b": 45,
    "bc": 13,
    "c": 1,
    "d": 2,
    "f": 8,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 446,
    "source_aliases": [
      "STAT 240"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 240",
    "course_uid": "course_03f8aaae24bac7658b319ca8",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Bi Cheng Wu",
      "Bret Larget",
      "HAMNA HANNAN"
    ],
    "a": 224,
    "ab": 136,
    "b": 136,
    "bc": 29,
    "c": 7,
    "d": 4,
    "f": 5,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 543,
    "source_aliases": [
      "STAT 240"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 240",
    "course_uid": "course_03f8aaae24bac7658b319ca8",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Bi Cheng Wu",
      "Bret Larget"
    ],
    "a": 148,
    "ab": 235,
    "b": 121,
    "bc": 18,
    "c": 5,
    "d": 3,
    "f": 2,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 532,
    "source_aliases": [
      "STAT 240"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 240",
    "course_uid": "course_03f8aaae24bac7658b319ca8",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "Bi Cheng Wu",
      "Bret Larget",
      "CAMERON JONES"
    ],
    "a": 213,
    "ab": 124,
    "b": 142,
    "bc": 66,
    "c": 66,
    "d": 5,
    "f": 1,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 9,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 627,
    "source_aliases": [
      "STAT 240"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 240",
    "course_uid": "course_03f8aaae24bac7658b319ca8",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Bret Larget",
      "CAMERON JONES",
      "Miranda Rintoul",
      "Sahifa Siddiqua"
    ],
    "a": 375,
    "ab": 168,
    "b": 139,
    "bc": 27,
    "c": 33,
    "d": 4,
    "f": 4,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 2,
    "no_work": 0,
    "not_reported": 0,
    "other": 1,
    "total": 753,
    "source_aliases": [
      "STAT 240"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 240",
    "course_uid": "course_03f8aaae24bac7658b319ca8",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Miranda Rintoul",
      "Sahifa Siddiqua"
    ],
    "a": 193,
    "ab": 142,
    "b": 219,
    "bc": 72,
    "c": 49,
    "d": 9,
    "f": 2,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 3,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 690,
    "source_aliases": [
      "STAT 240"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 240",
    "course_uid": "course_03f8aaae24bac7658b319ca8",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Bi Cheng Wu",
      "Miranda Rintoul",
      "Sahifa Siddiqua"
    ],
    "a": 261,
    "ab": 135,
    "b": 158,
    "bc": 77,
    "c": 86,
    "d": 23,
    "f": 6,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 746,
    "source_aliases": [
      "STAT 240"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "STAT 240",
    "course_uid": "course_03f8aaae24bac7658b319ca8",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Miranda Rintoul",
      "Sahifa Siddiqua"
    ],
    "a": 126,
    "ab": 122,
    "b": 174,
    "bc": 78,
    "c": 74,
    "d": 17,
    "f": 8,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 3,
    "no_work": 0,
    "not_reported": 1,
    "other": 0,
    "total": 604,
    "source_aliases": [
      "STAT 240"
    ]
  }
]
```

### statistics

#### gpa

3.355

#### graded

5828

#### counts

* 2174
* 1507
* 1248
* 426
* 350
* 73
* 50

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_03f8aaae24bac7658b319ca8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_03f8aaae24bac7658b319ca8-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_03f8aaae24bac7658b319ca8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_03f8aaae24bac7658b319ca8-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_03f8aaae24bac7658b319ca8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_03f8aaae24bac7658b319ca8-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_03f8aaae24bac7658b319ca8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_03f8aaae24bac7658b319ca8-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_03f8aaae24bac7658b319ca8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_03f8aaae24bac7658b319ca8-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.3549245024021963

#### count

5828

#### university

##### size

4661

##### gpa Percentile

12

##### count Percentile

99

##### median Count

135

##### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 11    | false   |
| 2.8–3.2 | 249   | false   |
| 3.2–3.6 | 1121  | true    |
| 3.6–4.0 | 3280  | false   |

#### departments

```json
[
  {
    "subject": "STAT",
    "comparison": {
      "size": 73,
      "gpaPercentile": 25,
      "countPercentile": 99,
      "medianCount": 199,
      "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": 8,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 31,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 34,
          "current": false
        }
      ]
    }
  }
]
```

### terms

#### 1202

##### term

1202

##### gpa

3.253846153846154

##### count

65

##### university

###### size

1102

###### gpa Percentile

25

###### count Percentile

47

###### median Count

68

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 14    | false   |
| 2.8–3.2 | 218   | false   |
| 3.2–3.6 | 371   | true    |
| 3.6–4.0 | 498   | false   |

##### departments

```json
[
  {
    "subject": "STAT",
    "comparison": {
      "size": 30,
      "gpaPercentile": 41,
      "countPercentile": 28,
      "medianCount": 80.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 10,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 11,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": false
        }
      ]
    }
  }
]
```

#### 1212

##### term

1212

##### gpa

3.5728643216080402

##### count

199

##### university

###### size

1111

###### gpa Percentile

42

###### count Percentile

87

###### median Count

68

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 4     | false   |
| 2.8–3.2 | 159   | false   |
| 3.2–3.6 | 337   | true    |
| 3.6–4.0 | 611   | false   |

##### departments

```json
[
  {
    "subject": "STAT",
    "comparison": {
      "size": 25,
      "gpaPercentile": 67,
      "countPercentile": 83,
      "medianCount": 100,
      "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": 7,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 10,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": false
        }
      ]
    }
  }
]
```

#### 1222

##### term

1222

##### gpa

3.4634920634920636

##### count

315

##### university

###### size

1157

###### gpa Percentile

35

###### count Percentile

93

###### median Count

64

###### 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 | 17    | false   |
| 2.8–3.2 | 174   | false   |
| 3.2–3.6 | 351   | true    |
| 3.6–4.0 | 614   | false   |

##### departments

```json
[
  {
    "subject": "STAT",
    "comparison": {
      "size": 32,
      "gpaPercentile": 45,
      "countPercentile": 90,
      "medianCount": 55.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 9,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 10,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 13,
          "current": false
        }
      ]
    }
  }
]
```

#### 1224

##### term

1224

##### gpa

3.4834834834834836

##### count

333

##### university

###### size

1171

###### gpa Percentile

37

###### count Percentile

94

###### median Count

64

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 3     | false   |
| 2.4–2.8 | 21    | false   |
| 2.8–3.2 | 173   | false   |
| 3.2–3.6 | 358   | true    |
| 3.6–4.0 | 616   | false   |

##### departments

```json
[
  {
    "subject": "STAT",
    "comparison": {
      "size": 27,
      "gpaPercentile": 50,
      "countPercentile": 88,
      "medianCount": 74,
      "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": 6,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 10,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 11,
          "current": false
        }
      ]
    }
  }
]
```

#### 1232

##### term

1232

##### gpa

3.6235955056179776

##### count

445

##### university

###### size

1216

###### gpa Percentile

48

###### count Percentile

96

###### median Count

66

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 2     | false   |
| 2.4–2.8 | 14    | false   |
| 2.8–3.2 | 174   | false   |
| 3.2–3.6 | 356   | false   |
| 3.6–4.0 | 670   | true    |

##### departments

```json
[
  {
    "subject": "STAT",
    "comparison": {
      "size": 32,
      "gpaPercentile": 81,
      "countPercentile": 97,
      "medianCount": 60.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 11,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 13,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": true
        }
      ]
    }
  }
]
```

#### 1234

##### term

1234

##### gpa

3.457486136783734

##### count

541

##### university

###### size

1188

###### gpa Percentile

32

###### count Percentile

97

###### median Count

65

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 3     | false   |
| 2.4–2.8 | 17    | false   |
| 2.8–3.2 | 144   | false   |
| 3.2–3.6 | 374   | true    |
| 3.6–4.0 | 650   | false   |

##### departments

```json
[
  {
    "subject": "STAT",
    "comparison": {
      "size": 25,
      "gpaPercentile": 54,
      "countPercentile": 100,
      "medianCount": 67,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 5,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 12,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 7,
          "current": false
        }
      ]
    }
  }
]
```

#### 1242

##### term

1242

##### gpa

3.450187969924812

##### count

532

##### university

###### size

1295

###### gpa Percentile

30

###### count Percentile

97

###### median Count

67

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 2     | false   |
| 2.4–2.8 | 11    | false   |
| 2.8–3.2 | 162   | false   |
| 3.2–3.6 | 394   | true    |
| 3.6–4.0 | 726   | false   |

##### departments

```json
[
  {
    "subject": "STAT",
    "comparison": {
      "size": 34,
      "gpaPercentile": 48,
      "countPercentile": 100,
      "medianCount": 55,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 7,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 13,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 13,
          "current": false
        }
      ]
    }
  }
]
```

#### 1244

##### term

1244

##### gpa

3.2641815235008105

##### count

617

##### university

###### size

1241

###### gpa Percentile

17

###### count Percentile

98

###### median Count

65

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 2     | false   |
| 2.4–2.8 | 9     | false   |
| 2.8–3.2 | 151   | false   |
| 3.2–3.6 | 373   | true    |
| 3.6–4.0 | 706   | false   |

##### departments

```json
[
  {
    "subject": "STAT",
    "comparison": {
      "size": 29,
      "gpaPercentile": 29,
      "countPercentile": 100,
      "medianCount": 62,
      "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": 8,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 13,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": false
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

3.5233333333333334

##### count

750

##### university

###### size

1333

###### gpa Percentile

35

###### count Percentile

99

###### median Count

69

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 14    | false   |
| 2.8–3.2 | 115   | false   |
| 3.2–3.6 | 431   | true    |
| 3.6–4.0 | 773   | false   |

##### departments

```json
[
  {
    "subject": "STAT",
    "comparison": {
      "size": 32,
      "gpaPercentile": 65,
      "countPercentile": 100,
      "medianCount": 70.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 9,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 14,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": false
        }
      ]
    }
  }
]
```

#### 1254

##### term

1254

##### gpa

3.2259475218658893

##### count

686

##### university

###### size

1289

###### gpa Percentile

12

###### count Percentile

99

###### median Count

66

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 17    | false   |
| 2.8–3.2 | 128   | false   |
| 3.2–3.6 | 379   | true    |
| 3.6–4.0 | 765   | false   |

##### departments

```json
[
  {
    "subject": "STAT",
    "comparison": {
      "size": 28,
      "gpaPercentile": 26,
      "countPercentile": 100,
      "medianCount": 70,
      "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": 6,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 11,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 11,
          "current": false
        }
      ]
    }
  }
]
```

#### 1262

##### term

1262

##### gpa

3.187667560321716

##### count

746

##### university

###### size

1320

###### gpa Percentile

10

###### count Percentile

99

###### median Count

70

###### histogram

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

##### departments

```json
[
  {
    "subject": "STAT",
    "comparison": {
      "size": 29,
      "gpaPercentile": 29,
      "countPercentile": 100,
      "medianCount": 81,
      "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": 9,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 12,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": false
        }
      ]
    }
  }
]
```

#### 1264

##### term

1264

##### gpa

3.026711185308848

##### count

599

##### university

###### size

1283

###### gpa Percentile

5

###### count Percentile

98

###### median Count

66

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 20    | false   |
| 2.8–3.2 | 130   | true    |
| 3.2–3.6 | 343   | false   |
| 3.6–4.0 | 789   | false   |

##### departments

```json
[
  {
    "subject": "STAT",
    "comparison": {
      "size": 26,
      "gpaPercentile": 32,
      "countPercentile": 100,
      "medianCount": 66,
      "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": 10,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 9,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 7,
          "current": false
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

4661

###### gpa

3.700464951450254

###### top Share

84.3789579724209

###### count

135

##### STAT

###### size

73

###### gpa

3.5675913975498132

###### top Share

76.78102082120591

###### count

199

#### terms

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

###### STAT

###### size

30

###### gpa

3.4022744829589433

###### top Share

67.29048111947832

###### count

80.5

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

###### STAT

###### size

25

###### gpa

3.4555542540486095

###### top Share

69.54152339778892

###### count

100

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### STAT

###### size

32

###### gpa

3.4861059411832307

###### top Share

71.46520654148341

###### count

55.5

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

###### STAT

###### size

27

###### gpa

3.4650681869904103

###### top Share

69.88606041738046

###### count

74

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

###### STAT

###### size

32

###### gpa

3.4024781451477413

###### top Share

66.63145704464162

###### count

60.5

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### STAT

###### size

25

###### gpa

3.396227416481204

###### top Share

66.8429997070879

###### count

67

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### STAT

###### size

34

###### gpa

3.4558758327213903

###### top Share

69.10154863162224

###### count

55

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### STAT

###### size

29

###### gpa

3.390846810323202

###### top Share

64.2629736611174

###### count

62

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### STAT

###### size

32

###### gpa

3.423918594183889

###### top Share

68.17668754351217

###### count

70.5

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### STAT

###### size

28

###### gpa

3.4752654121860003

###### top Share

68.35873780152826

###### count

70

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### STAT

###### size

29

###### gpa

3.415022952129974

###### top Share

64.95385808199006

###### count

81

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### STAT

###### size

26

###### gpa

3.343399816676682

###### top Share

63.23102425546245

###### count

66

## instructor Trends

```json
[
  {
    "uid": "instructor_a37aaac156a2021f5b113095",
    "name": "BI CHENG WU",
    "count": 1711,
    "terms": [
      {
        "term": "1222",
        "count": 190,
        "sections": 2,
        "gpa": 3.4894736842105263
      },
      {
        "term": "1224",
        "count": 131,
        "sections": 1,
        "gpa": 3.4656488549618323
      },
      {
        "term": "1232",
        "count": 274,
        "sections": 2,
        "gpa": 3.68978102189781
      },
      {
        "term": "1234",
        "count": 276,
        "sections": 2,
        "gpa": 3.385869565217391
      },
      {
        "term": "1242",
        "count": 397,
        "sections": 3,
        "gpa": 3.4319899244332492
      },
      {
        "term": "1244",
        "count": 276,
        "sections": 2,
        "gpa": 3.2065217391304346
      },
      {
        "term": "1262",
        "count": 167,
        "sections": 1,
        "gpa": 2.81437125748503
      }
    ]
  },
  {
    "uid": "instructor_862a61219afe05b2a1dac6ce",
    "name": "SAHIFA SIDDIQUA",
    "count": 1341,
    "terms": [
      {
        "term": "1252",
        "count": 405,
        "sections": 3,
        "gpa": 3.5320987654320986
      },
      {
        "term": "1254",
        "count": 414,
        "sections": 3,
        "gpa": 3.199275362318841
      },
      {
        "term": "1262",
        "count": 198,
        "sections": 1,
        "gpa": 3.287878787878788
      },
      {
        "term": "1264",
        "count": 324,
        "sections": 2,
        "gpa": 3.0416666666666665
      }
    ]
  },
  {
    "uid": "instructor_0fa00489e3ab3e94b9e52d89",
    "name": "BRET LARGET",
    "count": 1106,
    "terms": [
      {
        "term": "1202",
        "count": 65,
        "sections": 1,
        "gpa": 3.253846153846154
      },
      {
        "term": "1212",
        "count": 133,
        "sections": 1,
        "gpa": 3.5338345864661656
      },
      {
        "term": "1222",
        "count": 125,
        "sections": 2,
        "gpa": 3.424
      },
      {
        "term": "1232",
        "count": 171,
        "sections": 1,
        "gpa": 3.517543859649123
      },
      {
        "term": "1234",
        "count": 137,
        "sections": 1,
        "gpa": 3.576642335766423
      },
      {
        "term": "1242",
        "count": 135,
        "sections": 1,
        "gpa": 3.5037037037037035
      },
      {
        "term": "1244",
        "count": 203,
        "sections": 1,
        "gpa": 3.1995073891625614
      },
      {
        "term": "1252",
        "count": 137,
        "sections": 1,
        "gpa": 3.4416058394160585
      }
    ]
  },
  {
    "uid": "instructor_adaa4a02e24050ee4c903cba",
    "name": "MIRANDA RINTOUL",
    "count": 1067,
    "terms": [
      {
        "term": "1252",
        "count": 139,
        "sections": 1,
        "gpa": 3.5575539568345325
      },
      {
        "term": "1254",
        "count": 272,
        "sections": 2,
        "gpa": 3.266544117647059
      },
      {
        "term": "1262",
        "count": 381,
        "sections": 2,
        "gpa": 3.2992125984251968
      },
      {
        "term": "1264",
        "count": 275,
        "sections": 2,
        "gpa": 3.0090909090909093
      }
    ]
  },
  {
    "uid": "instructor_253cce0f28321f783c10482f",
    "name": "JESSI KEHE",
    "count": 268,
    "terms": [
      {
        "term": "1212",
        "count": 66,
        "sections": 1,
        "gpa": 3.6515151515151514
      },
      {
        "term": "1224",
        "count": 202,
        "sections": 1,
        "gpa": 3.495049504950495
      }
    ]
  },
  {
    "uid": "instructor_d9e618b3ccbe558e29172b04",
    "name": "CAMERON JONES",
    "count": 207,
    "terms": [
      {
        "term": "1244",
        "count": 138,
        "sections": 1,
        "gpa": 3.4746376811594204
      },
      {
        "term": "1252",
        "count": 69,
        "sections": 1,
        "gpa": 3.5652173913043477
      }
    ]
  },
  {
    "uid": "instructor_f5806fb639ea1d8908810753",
    "name": "HAMNA HANNAN",
    "count": 128,
    "terms": [
      {
        "term": "1234",
        "count": 128,
        "sections": 1,
        "gpa": 3.484375
      }
    ]
  }
]
```

## following

| code              | title                                                      |
| ----------------- | ---------------------------------------------------------- |
| BMI/COMPSCI 567   | BIOMEDICAL IMAGE ANALYSIS                                  |
| BOTANY/PLPATH 563 | PHYLOGENETIC ANALYSIS OF MOLECULAR DATA                    |
| ECON 400          | INTRODUCTION TO APPLIED ECONOMETRICS                       |
| ECON 570          | FUNDAMENTALS OF DATA ANALYTICS FOR ECONOMISTS              |
| ECON 695          | TOPICS IN ECONOMIC DATA ANALYSIS                           |
| EDPSYCH 360       | EDUCATIONAL DATA SCIENCE                                   |
| F\&WECOL 458      | ENVIRONMENTAL DATA SCIENCE                                 |
| MATH/STAT 310     | INTRODUCTION TO PROBABILITY AND MATHEMATICAL STATISTICS II |
| NUTRSCI 379       | INTRODUCTION TO EPIDEMIOLOGY                               |
| PUBAFFR 340       | INTERMEDIATE EVIDENCE-BASED POLICYMAKING AND COMMUNICATION |
| SOILSCI 585       | USING R FOR SOIL AND ENVIRONMENTAL SCIENCES                |
| STAT 303          | R FOR STATISTICS I                                         |
| STAT 333          | APPLIED REGRESSION ANALYSIS                                |
| STAT 340          | DATA SCIENCE MODELING II                                   |
| STAT 405          | DATA SCIENCE COMPUTING PROJECT                             |
| STAT 424          | STATISTICAL EXPERIMENTAL DESIGN                            |
| STAT 436          | STATISTICAL DATA VISUALIZATION                             |

## projection

### target

1272

### interval

#### lower

3.08

#### upper

3.76

#### coverage

80

#### terms

4

### gpa

3.417533845735071

### grades

| grade | percentage         |
| ----- | ------------------ |
| A     | 39.71860781508777  |
| AB    | 29.084038853331133 |
| B     | 18.708935159038344 |
| BC    | 5.557860582178739  |
| C     | 4.883052357026643  |
| D     | 1.2972556798818609 |
| F     | 0.7502495534554924 |

### source Terms

* 1262
* 1252
* 1242
* 1232
* 1222

### source Count

2788

### same Season

true

### historical Range

* 3.187667560321716
* 3.623595505617978

### backtest

#### terms

4

#### gpa Error

0.15074365994044914

#### mix Error

18.445844972240682
