# BMI 800: Becoming a Biomedical Data Scientist | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/BMI_800)

## 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
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* 1132
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* 1122
* 1114
* 1112
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* 1102
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* 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

3d2e30bd2c83869a328bacf29e03f296c08acdd5a0e888e794448bbc671c9fa3

### course id

BMI 800

### course uid

course\_0a16a8a7f299b7d01a7f2ebc

### catalog version id

44fd0b30c1a7e77de09dc0a84cc1e07b752e9b67344049377634b4f6e273f7f3

### course number

800

### subjects

* BMI

### title

BECOMING A BIOMEDICAL DATA SCIENTIST

### description

Learn how to conduct research as an interdisciplinary scientist at the interface of biomedical sciences and data science. Consider the diverse career trajectories available to an individual scientist. Gain an overview of problems in the field, approaches and practices in biomedical research, and different examples of approaches and paths taken from conceptualization to implementation of computational/statistical/data science tools to address specific biomedical research problems.

### requirements text

Graduate/professional standing

### credits min

1

### credits max

1

### credit offering ids

* 1272:210:026792

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

4ec8b1ce25b21d548b8a953906349b5b18982e0c99c56d0d7ddeebfc2a7de2f8

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

BECOMING A BIOMEDICAL DATA SCIENTIST teaches interdisciplinary research methods and career planning at the biomedical and data science interface.

### llm topics

* Career trajectories
* Biomedical research problems
* Biomedical research approaches
* Tool implementation

### llm skills

* Conduct interdisciplinary research
* Evaluate career trajectories
* Understand biomedical research practices
* Implement computational and statistical tools

### llm assumed background

* Graduate or professional student status

### llm search phrases

* biomedical data science research
* interdisciplinary biomedical scientist career
* computational statistical tools biomedical problems

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

32f09e43afeee0b5fbd5bf6b28fc1251039f4796191e519b800029029f9b2a99

#### course id

BMI 800

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_57a04fe014c45dbe0b5f86d0",
    "message": "No course-specific reviews available",
    "name": "Mark Craven",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2190981",
    "summary": [
      {
        "citations": [
          {
            "course_id": "BMI 800",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
            "source_record": {
              "entity_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          },
          {
            "course_id": "BMI 800",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
            "source_record": {
              "entity_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2024: 3.93 GPA, 95.5% A/AB (n=22 letter grades); Fall 2025: 3.95 GPA, 100.0% A/AB (n=10 letter grades). Includes jointly taught sections."
      }
    ]
  },
  {
    "instructor_uid": "instructor_1e028b971677a28f2e2bef50",
    "message": "No course-specific reviews available",
    "name": "Sushmita Roy",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1786777",
    "summary": [
      {
        "citations": [
          {
            "course_id": "BMI 800",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
            "source_record": {
              "entity_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          },
          {
            "course_id": "BMI 800",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
            "source_record": {
              "entity_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2024: 3.93 GPA, 95.5% A/AB (n=22 letter grades); Fall 2025: 3.95 GPA, 100.0% A/AB (n=10 letter grades). Includes jointly taught sections."
      }
    ]
  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

Recent recorded grades — Fall 2024: 3.93 GPA, 95.5% A/AB (n=22 letter grades); Fall 2025: 3.95 GPA, 100.0% A/AB (n=10 letter grades).

```json
{
  "citations": [
    {
      "course_id": "BMI 800",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "BMI 800",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

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

```json
{
  "citations": [
    {
      "course_id": "BMI 800",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
      "source_record": {
        "entity_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "BMI 800",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
      "source_record": {
        "entity_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

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

```json
{
  "citations": [
    {
      "course_id": "BMI 800",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
      "source_record": {
        "entity_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "BMI 800",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
      "source_record": {
        "entity_id": "ac629acf-faa5-3b68-9e77-8777ae80073e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Graduate/professional standing",
    "course": null,
    "evidence": "Graduate/professional standing",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
  {
    "instructor_uid": "instructor_57a04fe014c45dbe0b5f86d0",
    "source": "enrollment",
    "source_instructor_id": "mwcraven",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Mark Craven",
    "email": "CRAVEN@BIOSTAT.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 3,
      "quality": 4,
      "difficulty": 3,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:2190981",
      "source_url": "https://www.ratemyprofessors.com/professor/2190981",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:20:39.862462+00:00",
      "courses": {
        "course_821f9bd2b5a7758dd5db1e18": {
          "review_count": 3,
          "quality": 4,
          "difficulty": 3,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.7040745943883437,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MARK_CRAVEN"
  },
  {
    "instructor_uid": "instructor_1e028b971677a28f2e2bef50",
    "source": "enrollment",
    "source_instructor_id": "sroy8",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Sushmita Roy",
    "email": "SROY8@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 3,
      "difficulty": 2.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:1786777",
      "source_url": "https://www.ratemyprofessors.com/professor/1786777",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:04:08.326096+00:00",
      "courses": {
        "course_b6dd4ed7259057188cd63bb9": {
          "review_count": 1,
          "quality": 2,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.5997143486787233,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/SUSHMITA_ROY"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:210:026792",
    "course_id": "BMI 800",
    "course_uid": "course_0a16a8a7f299b7d01a7f2ebc",
    "term_id": "1272",
    "source_course_id": "026792",
    "source_subject_id": "210",
    "title": "Becoming a Biomedical Data Scientist",
    "credits_min": 1,
    "credits_max": 1,
    "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:1272:30124",
    "term_id": "1272",
    "source_section_id": "30124",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 30,
    "enrolled": 12,
    "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_63f9b113517c02a597759955",
    "source": "madgrades",
    "source_instructor_id": "993195",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MARK CRAVEN",
    "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": {
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      "quality": 4,
      "difficulty": 3,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:2190981",
      "source_url": "https://www.ratemyprofessors.com/professor/2190981",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:20:39.862462+00:00",
      "courses": {
        "course_821f9bd2b5a7758dd5db1e18": {
          "review_count": 3,
          "quality": 4,
          "difficulty": 3,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.7040745943883437,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.727,
      "graded": 955,
      "counts": [
        633,
        183,
        118,
        6,
        8,
        2,
        5
      ],
      "sections": 160
    },
    "instructor_url": "/instructors/MARK_CRAVEN--instructor_63f9b113517c02a597759955"
  },
  {
    "instructor_uid": "instructor_d225b29b2e17e4be5092e5b3",
    "source": "madgrades",
    "source_instructor_id": "3973023",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SUSHMITA ROY",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 3,
      "difficulty": 2.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:1786777",
      "source_url": "https://www.ratemyprofessors.com/professor/1786777",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:04:08.326096+00:00",
      "courses": {
        "course_b6dd4ed7259057188cd63bb9": {
          "review_count": 1,
          "quality": 2,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.5997143486787233,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.609,
      "graded": 366,
      "counts": [
        197,
        98,
        44,
        16,
        8,
        2,
        1
      ],
      "sections": 107
    },
    "instructor_url": "/instructors/SUSHMITA_ROY--instructor_d225b29b2e17e4be5092e5b3"
  },
  {
    "instructor_uid": "instructor_1e028b971677a28f2e2bef50",
    "source": "enrollment",
    "source_instructor_id": "sroy8",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Sushmita Roy",
    "email": "SROY8@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 2,
      "quality": 3,
      "difficulty": 2.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:1786777",
      "source_url": "https://www.ratemyprofessors.com/professor/1786777",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:04:08.326096+00:00",
      "courses": {
        "course_b6dd4ed7259057188cd63bb9": {
          "review_count": 1,
          "quality": 2,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.5997143486787233,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/SUSHMITA_ROY"
  },
  {
    "instructor_uid": "instructor_57a04fe014c45dbe0b5f86d0",
    "source": "enrollment",
    "source_instructor_id": "mwcraven",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Mark Craven",
    "email": "CRAVEN@BIOSTAT.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 3,
      "quality": 4,
      "difficulty": 3,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:2190981",
      "source_url": "https://www.ratemyprofessors.com/professor/2190981",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:20:39.862462+00:00",
      "courses": {
        "course_821f9bd2b5a7758dd5db1e18": {
          "review_count": 3,
          "quality": 4,
          "difficulty": 3,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.7040745943883437,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MARK_CRAVEN"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI 800",
    "course_uid": "course_0a16a8a7f299b7d01a7f2ebc",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Mark Craven",
      "Sushmita Roy"
    ],
    "a": 21,
    "ab": 0,
    "b": 0,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 22,
    "source_aliases": [
      "BMI 800"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI 800",
    "course_uid": "course_0a16a8a7f299b7d01a7f2ebc",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Mark Craven",
      "Sushmita Roy"
    ],
    "a": 9,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 10,
    "source_aliases": [
      "BMI 800"
    ]
  }
]
```

### statistics

#### gpa

3.938

#### graded

32

#### counts

* 30
* 1
* 0
* 1
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_0a16a8a7f299b7d01a7f2ebc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_0a16a8a7f299b7d01a7f2ebc-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_0a16a8a7f299b7d01a7f2ebc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_0a16a8a7f299b7d01a7f2ebc-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_0a16a8a7f299b7d01a7f2ebc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_0a16a8a7f299b7d01a7f2ebc-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_0a16a8a7f299b7d01a7f2ebc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_0a16a8a7f299b7d01a7f2ebc-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.9375

#### count

32

#### university

##### size

2031

##### gpa Percentile

82

##### count Percentile

3

##### median Count

81

##### 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 | 10    | false   |
| 2.8–3.2 | 134   | false   |
| 3.2–3.6 | 570   | false   |
| 3.6–4.0 | 1317  | true    |

#### departments

| subject | comparison |
| ------- | ---------- |
| BMI     |            |

### terms

#### 1252

##### term

1252

##### gpa

3.9318181818181817

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| BMI     |            |

#### 1262

##### term

1262

##### gpa

3.95

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| BMI     |            |

### benchmarks

#### all

##### school

###### size

2031

###### gpa

3.6684856636757313

###### top Share

82.52440705858163

###### count

81

#### terms

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

## instructor Trends

```json
[
  {
    "uid": "instructor_63f9b113517c02a597759955",
    "name": "MARK CRAVEN",
    "count": 32,
    "terms": [
      {
        "term": "1252",
        "count": 22,
        "sections": 1,
        "gpa": 3.9318181818181817
      },
      {
        "term": "1262",
        "count": 10,
        "sections": 1,
        "gpa": 3.95
      }
    ]
  },
  {
    "uid": "instructor_d225b29b2e17e4be5092e5b3",
    "name": "SUSHMITA ROY",
    "count": 32,
    "terms": [
      {
        "term": "1252",
        "count": 22,
        "sections": 1,
        "gpa": 3.9318181818181817
      },
      {
        "term": "1262",
        "count": 10,
        "sections": 1,
        "gpa": 3.95
      }
    ]
  }
]
```

## following

None recorded.
