# BMI/STAT 541: Introduction to Biostatistics | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/BMI_STAT_541)

## 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

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### 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

d3134b9a217818884fc034ca04e6c8ec72983585b9d256f80b0d1d81f987a753

### course id

BMI/STAT 541

### course uid

course\_4c67a24aa1091c6bb6189230

### catalog version id

fd21b783fc1eb0f04b0fb925f17c914137959a5d42cf8defcb473cd72d8e26dd

### course number

541

### subjects

* BMI
* STAT

### title

INTRODUCTION TO BIOSTATISTICS

### description

Course designed for the biomedical researcher. Topics include: descriptive statistics, hypothesis testing, estimation, confidence intervals, t-tests, chi-squared tests, analysis of variance, linear regression, correlation, nonparametric tests, survival analysis and odds ratio. Biomedical applications used for each topic.

### requirements text

Graduate/professional standing. Not open to students with credit for STAT 511 orPOP HLTH/​B M I  551

### credits min

3

### credits max

3

### credit offering ids

* 1272:210:018472
* 1272:932:018472

### llm job id

enrich-b6d8f78c1be0d523cf09d00d

### llm output id

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### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

Introduction to biostatistics for biomedical researchers, covering descriptive statistics, hypothesis testing, regression, and survival analysis with biomedical applications.

### llm topics

* Descriptive statistics, hypothesis testing, estimation, confidence intervals, t-tests, chi-squared tests, analysis of variance, linear regression, correlation, nonparametric tests, survival analysis, and odds ratios.

### llm skills

* Descriptive statistics, hypothesis testing, estimation, confidence intervals, t-tests, chi-squared tests, ANOVA, linear regression, correlation, nonparametric tests, survival analysis, and odds ratios.

### llm assumed background

None recorded.

### llm search phrases

* BMI STAT 541 biostatistics
* biomedical researcher statistics course
* t-tests chi-squared analysis of variance
* survival analysis odds ratio biomedical

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

c9bfb1435ba4f6289e58854f3e6442aee5b6567cda37e1fc304c15acbdc4ce14

#### course id

BMI/STAT 541

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_18efe2de9081624a52343124",
    "message": "No course-specific reviews available",
    "name": "Christina Newton",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_bbc4ba26098514620e53d8ff",
    "message": "No course-specific reviews available",
    "name": "Zhengzheng Tang",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "BMI/STAT 541",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 2,
            "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
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          {
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            "run_id": "20260907T155543-ce3781c4",
            "section_number": 2,
            "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
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            "type": "grade"
          },
          {
            "course_id": "BMI/STAT 541",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 2,
            "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
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              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2023: 3.90 GPA, 94.1% A/AB (n=34 letter grades); Fall 2024: 3.91 GPA, 97.1% A/AB (n=34 letter grades); Fall 2025: 3.92 GPA, 95.6% A/AB (n=45 letter grades). Includes jointly taught sections."
      }
    ]
  }
]
```

#### difficulty workload

Historical reviews of Ismor Fischer, Mary Lindstrom: Reviewers describe the course as easy, with take-home or open-note exams. Prior intro stats knowledge makes the material manageable.

```json
{
  "citations": [
    {
      "instructor_name": "Ismor Fischer",
      "review_date": "2009-05-31 15:03:50 +0000 UTC",
      "review_id": "5b4ea8412545acee8e36de93",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:355768",
      "source_review_id": "UmF0aW5nLTE1OTE3MTQ4",
      "source_url": "https://www.ratemyprofessors.com/professor/355768",
      "type": "review"
    },
    {
      "instructor_name": "Mary Lindstrom",
      "review_date": "2014-01-07 11:42:03 +0000 UTC",
      "review_id": "250e70317eab0c75727deb91",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1872767",
      "source_review_id": "UmF0aW5nLTIyNzEwNzk2",
      "source_url": "https://www.ratemyprofessors.com/professor/1872767",
      "type": "review"
    },
    {
      "instructor_name": "Mary Lindstrom",
      "review_date": "2014-07-14 23:51:17 +0000 UTC",
      "review_id": "0242e2865f69c0c8d024596b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1872767",
      "source_review_id": "UmF0aW5nLTIzNDQ1NzAy",
      "source_url": "https://www.ratemyprofessors.com/professor/1872767",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

No reviews exist for current instructors Christina Newton or Zhengzheng Tang. Historical reviews for Ismor Fischer highlight his helpfulness and clear teaching of statistical basics. Mary Lindstrom was supportive but had disorganized lectures, though exams were open-note and manageable for students with prior statistics background.

```json
{
  "citations": [
    {
      "instructor_name": "Ismor Fischer",
      "review_date": "2009-05-05 16:30:03 +0000 UTC",
      "review_id": "9c3d6b0dc3b3ef3b6ffc5c37",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:355768",
      "source_review_id": "UmF0aW5nLTE1NzY5NDQx",
      "source_url": "https://www.ratemyprofessors.com/professor/355768",
      "type": "review"
    },
    {
      "instructor_name": "Ismor Fischer",
      "review_date": "2009-05-31 15:03:50 +0000 UTC",
      "review_id": "5b4ea8412545acee8e36de93",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:355768",
      "source_review_id": "UmF0aW5nLTE1OTE3MTQ4",
      "source_url": "https://www.ratemyprofessors.com/professor/355768",
      "type": "review"
    },
    {
      "instructor_name": "Mary Lindstrom",
      "review_date": "2014-01-07 11:42:03 +0000 UTC",
      "review_id": "250e70317eab0c75727deb91",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1872767",
      "source_review_id": "UmF0aW5nLTIyNzEwNzk2",
      "source_url": "https://www.ratemyprofessors.com/professor/1872767",
      "type": "review"
    },
    {
      "instructor_name": "Mary Lindstrom",
      "review_date": "2014-07-14 23:51:17 +0000 UTC",
      "review_id": "0242e2865f69c0c8d024596b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1872767",
      "source_review_id": "UmF0aW5nLTIzNDQ1NzAy",
      "source_url": "https://www.ratemyprofessors.com/professor/1872767",
      "type": "review"
    },
    {
      "instructor_name": "Ismor Fischer",
      "review_date": "2015-11-16 11:35:46 +0000 UTC",
      "review_id": "45244e6648d6ce9f1eec0241",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:355768",
      "source_review_id": "UmF0aW5nLTI1NDIwMjU1",
      "source_url": "https://www.ratemyprofessors.com/professor/355768",
      "type": "review"
    }
  ]
}
```

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Historical reviews for Ismor Fischer praise his clear teaching and helpfulness. Historical reviews for Mary Lindstrom describe her as nice but disorganized, with open-note exams.

```json
{
  "citations": [
    {
      "instructor_name": "Ismor Fischer",
      "review_date": "2009-05-05 16:30:03 +0000 UTC",
      "review_id": "9c3d6b0dc3b3ef3b6ffc5c37",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:355768",
      "source_review_id": "UmF0aW5nLTE1NzY5NDQx",
      "source_url": "https://www.ratemyprofessors.com/professor/355768",
      "type": "review"
    },
    {
      "instructor_name": "Ismor Fischer",
      "review_date": "2009-05-31 15:03:50 +0000 UTC",
      "review_id": "5b4ea8412545acee8e36de93",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:355768",
      "source_review_id": "UmF0aW5nLTE1OTE3MTQ4",
      "source_url": "https://www.ratemyprofessors.com/professor/355768",
      "type": "review"
    },
    {
      "instructor_name": "Mary Lindstrom",
      "review_date": "2014-01-07 11:42:03 +0000 UTC",
      "review_id": "250e70317eab0c75727deb91",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1872767",
      "source_review_id": "UmF0aW5nLTIyNzEwNzk2",
      "source_url": "https://www.ratemyprofessors.com/professor/1872767",
      "type": "review"
    },
    {
      "instructor_name": "Mary Lindstrom",
      "review_date": "2014-07-14 23:51:17 +0000 UTC",
      "review_id": "0242e2865f69c0c8d024596b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1872767",
      "source_review_id": "UmF0aW5nLTIzNDQ1NzAy",
      "source_url": "https://www.ratemyprofessors.com/professor/1872767",
      "type": "review"
    },
    {
      "instructor_name": "Ismor Fischer",
      "review_date": "2015-11-16 11:35:46 +0000 UTC",
      "review_id": "45244e6648d6ce9f1eec0241",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:355768",
      "source_review_id": "UmF0aW5nLTI1NDIwMjU1",
      "source_url": "https://www.ratemyprofessors.com/professor/355768",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Fall 2023: 3.71 GPA, 82.7% A/AB (n=75 letter grades); Fall 2024: 3.66 GPA, 83.5% A/AB (n=79 letter grades); Fall 2025: 3.89 GPA, 91.5% A/AB (n=106 letter grades).

```json
{
  "citations": [
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
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      },
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}
```

#### student experience

Historical reviews for Ismor Fischer note he is available and caring. Historical reviews for Mary Lindstrom say she answers questions, though lectures are unclear.

```json
{
  "citations": [
    {
      "instructor_name": "Ismor Fischer",
      "review_date": "2009-05-05 16:30:03 +0000 UTC",
      "review_id": "9c3d6b0dc3b3ef3b6ffc5c37",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:355768",
      "source_review_id": "UmF0aW5nLTE1NzY5NDQx",
      "source_url": "https://www.ratemyprofessors.com/professor/355768",
      "type": "review"
    },
    {
      "instructor_name": "Ismor Fischer",
      "review_date": "2015-11-16 11:35:46 +0000 UTC",
      "review_id": "45244e6648d6ce9f1eec0241",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:355768",
      "source_review_id": "UmF0aW5nLTI1NDIwMjU1",
      "source_url": "https://www.ratemyprofessors.com/professor/355768",
      "type": "review"
    },
    {
      "instructor_name": "Mary Lindstrom",
      "review_date": "2014-01-07 11:42:03 +0000 UTC",
      "review_id": "250e70317eab0c75727deb91",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1872767",
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      "type": "review"
    },
    {
      "instructor_name": "Mary Lindstrom",
      "review_date": "2014-07-14 23:51:17 +0000 UTC",
      "review_id": "0242e2865f69c0c8d024596b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1872767",
      "source_review_id": "UmF0aW5nLTIzNDQ1NzAy",
      "source_url": "https://www.ratemyprofessors.com/professor/1872767",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

ISMOR FISCHER is recorded teaching in Fall 2008, Fall 2009. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
      "source_record": {
        "entity_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1092",
      "type": "grade"
    },
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
      "source_record": {
        "entity_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1102",
      "type": "grade"
    }
  ]
}
```

MARY LINDSTROM is recorded teaching in Fall 2011, Fall 2012, Fall 2013, Fall 2014, Fall 2015. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
      "source_record": {
        "entity_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1122",
      "type": "grade"
    },
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
      "source_record": {
        "entity_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    },
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
      "source_record": {
        "entity_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "type": "grade"
    },
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
      "source_record": {
        "entity_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
      "source_record": {
        "entity_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    }
  ]
}
```

ZHENGZHENG TANG is recorded teaching in Fall 2018, Fall 2019, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
      "source_record": {
        "entity_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
      "source_record": {
        "entity_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
      "source_record": {
        "entity_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
      "source_record": {
        "entity_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
      "source_record": {
        "entity_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "BMI/STAT 541",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
      "source_record": {
        "entity_id": "a6d700a0-8e9e-3b52-9e26-c2761bc23b56",
        "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": [
      "n1",
      "n2"
    ],
    "condition": null,
    "course": null,
    "evidence": "Graduate/professional standing. Not open to students with credit for STAT 511 orPOP HLTH/B M I 551",
    "id": "n0",
    "kind": "all"
  },
  {
    "children": [],
    "condition": "Graduate/professional standing",
    "course": null,
    "evidence": "Graduate/professional standing.",
    "id": "n1",
    "kind": "condition"
  },
  {
    "children": [
      "n3"
    ],
    "condition": null,
    "course": null,
    "evidence": "Not open to students with credit for STAT 511 orPOP HLTH/B M I 551",
    "id": "n2",
    "kind": "not"
  },
  {
    "children": [
      "n4",
      "n5"
    ],
    "condition": null,
    "course": null,
    "evidence": "credit for STAT 511 orPOP HLTH/B M I 551",
    "id": "n3",
    "kind": "any"
  },
  {
    "children": [],
    "condition": "STAT 511",
    "course": null,
    "evidence": "STAT 511",
    "id": "n4",
    "kind": "condition"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 551,
      "minimum_grade": null,
      "subjects": [
        "BMI",
        "POPHLTH"
      ],
      "timing": "prior"
    },
    "evidence": "orPOP HLTH/B M I 551",
    "id": "n5",
    "kind": "course"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

| instructor\_uid                      | source     | source\_instructor\_id | identity\_basis | identity\_status   | name             | email                      | first\_observed\_at              | last\_observed\_at               | instructor\_url                |
| ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ---------------- | -------------------------- | -------------------------------- | -------------------------------- | ------------------------------ |
| instructor\_18efe2de9081624a52343124 | enrollment | ckendziorski           | netid           | source\_identified | Christina Newton | KENDZIOR\@BIOSTAT.WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/CHRISTINA\_NEWTON |
| instructor\_bbc4ba26098514620e53d8ff | enrollment | ztang2                 | netid           | source\_identified | Zhengzheng Tang  | ZTANG2\@WISC.EDU           | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/ZHENGZHENG\_TANG  |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:210:018472",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1272",
    "source_course_id": "018472",
    "source_subject_id": "210",
    "title": "Introduction to Biostatistics",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Fall"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:932:018472",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1272",
    "source_course_id": "018472",
    "source_subject_id": "932",
    "title": "Introduction to Biostatistics",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Fall"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:36478",
    "term_id": "1272",
    "source_section_id": "36478",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 80,
    "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:1272:36479",
    "term_id": "1272",
    "source_section_id": "36479",
    "identity_basis": "class_number",
    "section_number": "311",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 40,
    "enrolled": 8,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:36480",
    "term_id": "1272",
    "source_section_id": "36480",
    "identity_basis": "class_number",
    "section_number": "002",
    "section_type": "LEC",
    "instruction_mode": "Online Only",
    "capacity": 50,
    "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:1272:36481",
    "term_id": "1272",
    "source_section_id": "36481",
    "identity_basis": "class_number",
    "section_number": "321",
    "section_type": "DIS",
    "instruction_mode": "Online Only",
    "capacity": 50,
    "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:1272:36482",
    "term_id": "1272",
    "source_section_id": "36482",
    "identity_basis": "class_number",
    "section_number": "312",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 40,
    "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:1272:13200",
    "term_id": "1272",
    "source_section_id": "13200",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 80,
    "enrolled": 12,
    "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:1272:26040",
    "term_id": "1272",
    "source_section_id": "26040",
    "identity_basis": "class_number",
    "section_number": "002",
    "section_type": "LEC",
    "instruction_mode": "Online Only",
    "capacity": 50,
    "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:1272:27663",
    "term_id": "1272",
    "source_section_id": "27663",
    "identity_basis": "class_number",
    "section_number": "321",
    "section_type": "DIS",
    "instruction_mode": "Online Only",
    "capacity": 50,
    "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:1272:36663",
    "term_id": "1272",
    "source_section_id": "36663",
    "identity_basis": "class_number",
    "section_number": "311",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 40,
    "enrolled": 7,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:36664",
    "term_id": "1272",
    "source_section_id": "36664",
    "identity_basis": "class_number",
    "section_number": "312",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 40,
    "enrolled": 5,
    "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_8059223b542b6452f4aa2cae",
    "source": "madgrades",
    "source_instructor_id": "893827",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "RONALD GANGNON",
    "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": 3.641,
      "graded": 456,
      "counts": [
        229,
        138,
        82,
        5,
        1,
        1,
        0
      ],
      "sections": 98
    },
    "instructor_url": "/instructors/RONALD_GANGNON"
  },
  {
    "instructor_uid": "instructor_eee2111ebf98a5c7665703ac",
    "source": "madgrades",
    "source_instructor_id": "340544",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CHRISTINA KENDZIORSKI",
    "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": 3.74,
      "graded": 258,
      "counts": [
        206,
        18,
        17,
        6,
        6,
        0,
        5
      ],
      "sections": 66
    },
    "instructor_url": "/instructors/CHRISTINA_KENDZIORSKI--instructor_eee2111ebf98a5c7665703ac"
  },
  {
    "instructor_uid": "instructor_d7a8c2d1a9429e19f3545f77",
    "source": "madgrades",
    "source_instructor_id": "3111842",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ADIN-CRISTIAN ANDREI",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 1,
      "quality": 5,
      "difficulty": 2,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:1508595",
      "source_url": "https://www.ratemyprofessors.com/professor/1508595",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:57:36.950494+00:00",
      "courses": {},
      "bayesian_quality": 3.7235102700443767,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.716,
      "graded": 164,
      "counts": [
        106,
        36,
        12,
        9,
        0,
        1,
        0
      ],
      "sections": 7
    },
    "instructor_url": "/instructors/ADIN-CRISTIAN_ANDREI"
  },
  {
    "instructor_uid": "instructor_24948fd49648b2bd4fcf745b",
    "source": "madgrades",
    "source_instructor_id": "143932",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ISMOR FISCHER",
    "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": 111,
      "quality": 3.56,
      "difficulty": 3.17,
      "quality_count": 111,
      "difficulty_count": 111,
      "profile_id": "rmp:355768",
      "source_url": "https://www.ratemyprofessors.com/professor/355768",
      "match_basis": "exact_name",
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```

### grades

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    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 79,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1142",
    "term_name": "Fall 2013",
    "instructors": [
      "MARY LINDSTROM"
    ],
    "a": 17,
    "ab": 16,
    "b": 5,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 2,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 41,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1152",
    "term_name": "Fall 2014",
    "instructors": [
      "MARY LINDSTROM"
    ],
    "a": 29,
    "ab": 18,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 3,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 53,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "MARY LINDSTROM"
    ],
    "a": 20,
    "ab": 23,
    "b": 4,
    "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": 47,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "PAUL RATHOUZ",
      "RYAN ZEA"
    ],
    "a": 37,
    "ab": 10,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 1,
    "other": 0,
    "total": 51,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "REBECCA KOSCIK",
      "RYAN ZEA"
    ],
    "a": 42,
    "ab": 12,
    "b": 5,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 61,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "RYAN ZEA",
      "Zhengzheng Tang"
    ],
    "a": 37,
    "ab": 12,
    "b": 4,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 2,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 55,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "Zhengzheng Tang"
    ],
    "a": 28,
    "ab": 9,
    "b": 17,
    "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": 2,
    "other": 0,
    "total": 56,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "Jiwei Zhao"
    ],
    "a": 38,
    "ab": 4,
    "b": 2,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 1,
    "satisfactory": 3,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 49,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "TIMOTHY GRUENLOH",
      "Yeonhee Park"
    ],
    "a": 33,
    "ab": 16,
    "b": 3,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 54,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "COLIN LONGHURST",
      "HUAN LIANG",
      "TIMOTHY GRUENLOH",
      "YANBO SHEN",
      "Zhengzheng Tang"
    ],
    "a": 34,
    "ab": 11,
    "b": 7,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 54,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "KIRIN HONG",
      "SAM NYCKLEMOE",
      "Yeonhee Park",
      "Zhengzheng Tang"
    ],
    "a": 46,
    "ab": 16,
    "b": 12,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 2,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 78,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "CHRISTINA KENDZIORSKI",
      "KIRIN HONG",
      "Zhengzheng Tang"
    ],
    "a": 59,
    "ab": 7,
    "b": 5,
    "bc": 4,
    "c": 2,
    "d": 0,
    "f": 2,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 79,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "BMI/STAT 541",
    "course_uid": "course_4c67a24aa1091c6bb6189230",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "CHRISTINA KENDZIORSKI",
      "Zhengzheng Tang"
    ],
    "a": 94,
    "ab": 3,
    "b": 7,
    "bc": 1,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 108,
    "source_aliases": [
      "BMI/STAT 541"
    ]
  }
]
```

### statistics

#### gpa

3.731

#### graded

1256

#### counts

* 836
* 259
* 124
* 17
* 10
* 1
* 9

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_4c67a24aa1091c6bb6189230-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_4c67a24aa1091c6bb6189230-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_4c67a24aa1091c6bb6189230-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_4c67a24aa1091c6bb6189230-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_4c67a24aa1091c6bb6189230-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_4c67a24aa1091c6bb6189230-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_4c67a24aa1091c6bb6189230-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_4c67a24aa1091c6bb6189230-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_4c67a24aa1091c6bb6189230-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_4c67a24aa1091c6bb6189230-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.7308917197452227

#### count

1256

#### university

##### size

4146

##### gpa Percentile

52

##### count Percentile

88

##### median Count

193

##### 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 | 326   | false   |
| 3.2–3.6 | 1185  | false   |
| 3.6–4.0 | 2625  | true    |

#### departments

```json
[
  {
    "subject": "BMI",
    "comparison": {
      "size": 21,
      "gpaPercentile": 30,
      "countPercentile": 100,
      "medianCount": 103,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 2,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 19,
          "current": true
        }
      ]
    }
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 63,
      "gpaPercentile": 68,
      "countPercentile": 82,
      "medianCount": 339,
      "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": 24,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 30,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1072

##### term

1072

##### gpa

3.525

##### count

80

##### university

###### size

723

###### gpa Percentile

68

###### count Percentile

58

###### median Count

67

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 62    | false   |
| 2.8–3.2 | 174   | false   |
| 3.2–3.6 | 306   | true    |
| 3.6–4.0 | 180   | false   |

##### departments

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

#### 1082

##### term

1082

##### gpa

3.6416666666666666

##### count

60

##### university

###### size

723

###### gpa Percentile

75

###### count Percentile

42

###### 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 | 51    | false   |
| 2.8–3.2 | 202   | false   |
| 3.2–3.6 | 265   | false   |
| 3.6–4.0 | 204   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 10,
      "gpaPercentile": 100,
      "countPercentile": 44,
      "medianCount": 66.5,
      "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": 7,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 2,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 1,
          "current": true
        }
      ]
    }
  }
]
```

#### 1092

##### term

1092

##### gpa

3.825

##### count

60

##### university

###### size

732

###### gpa Percentile

85

###### count Percentile

42

###### 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 | 41    | false   |
| 2.8–3.2 | 208   | false   |
| 3.2–3.6 | 271   | false   |
| 3.6–4.0 | 211   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 11,
      "gpaPercentile": 100,
      "countPercentile": 30,
      "medianCount": 65,
      "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": 3,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 2,
          "current": true
        }
      ]
    }
  }
]
```

#### 1102

##### term

1102

##### gpa

3.8680555555555554

##### count

72

##### university

###### size

774

###### gpa Percentile

88

###### count Percentile

53

###### 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 | 1     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 49    | false   |
| 2.8–3.2 | 201   | false   |
| 3.2–3.6 | 287   | false   |
| 3.6–4.0 | 235   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 15,
      "gpaPercentile": 100,
      "countPercentile": 50,
      "medianCount": 72,
      "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": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 9,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 1,
          "current": true
        }
      ]
    }
  }
]
```

#### 1112

##### term

1112

##### gpa

3.75

##### count

84

##### university

###### size

805

###### gpa Percentile

82

###### count Percentile

61

###### 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 | 45    | false   |
| 2.8–3.2 | 218   | false   |
| 3.2–3.6 | 316   | false   |
| 3.6–4.0 | 225   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 14,
      "gpaPercentile": 100,
      "countPercentile": 69,
      "medianCount": 68.5,
      "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": 6,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 7,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 1,
          "current": true
        }
      ]
    }
  }
]
```

#### 1122

##### term

1122

##### gpa

3.4609375

##### count

64

##### university

###### size

804

###### gpa Percentile

59

###### count Percentile

47

###### 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 | 3     | false   |
| 2.4–2.8 | 47    | false   |
| 2.8–3.2 | 224   | false   |
| 3.2–3.6 | 282   | true    |
| 3.6–4.0 | 248   | false   |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 14,
      "gpaPercentile": 85,
      "countPercentile": 38,
      "medianCount": 78.5,
      "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": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 8,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 1,
          "current": false
        }
      ]
    }
  }
]
```

#### 1132

##### term

1132

##### gpa

3.787671232876712

##### count

73

##### university

###### size

851

###### gpa Percentile

82

###### count Percentile

54

###### 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 | 40    | false   |
| 2.8–3.2 | 234   | false   |
| 3.2–3.6 | 303   | false   |
| 3.6–4.0 | 272   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 16,
      "gpaPercentile": 100,
      "countPercentile": 53,
      "medianCount": 72,
      "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": 6,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 8,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 1,
          "current": true
        }
      ]
    }
  }
]
```

#### 1142

##### term

1142

##### gpa

3.628205128205128

##### count

39

##### university

###### size

853

###### gpa Percentile

70

###### count Percentile

18

###### 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 | 4     | false   |
| 2.4–2.8 | 33    | false   |
| 2.8–3.2 | 228   | false   |
| 3.2–3.6 | 320   | false   |
| 3.6–4.0 | 268   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 16,
      "gpaPercentile": 100,
      "countPercentile": 27,
      "medianCount": 44.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 2,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 9,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 1,
          "current": true
        }
      ]
    }
  }
]
```

#### 1152

##### term

1152

##### gpa

3.76

##### count

50

##### university

###### size

918

###### gpa Percentile

81

###### count Percentile

35

###### 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 | 1     | false   |
| 2.4–2.8 | 33    | false   |
| 2.8–3.2 | 227   | false   |
| 3.2–3.6 | 371   | false   |
| 3.6–4.0 | 286   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 20,
      "gpaPercentile": 95,
      "countPercentile": 37,
      "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": 10,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 2,
          "current": true
        }
      ]
    }
  }
]
```

#### 1162

##### term

1162

##### gpa

3.6702127659574466

##### count

47

##### university

###### size

954

###### gpa Percentile

70

###### count Percentile

32

###### median Count

64.5

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 2     | false   |
| 2.4–2.8 | 23    | false   |
| 2.8–3.2 | 234   | false   |
| 3.2–3.6 | 350   | false   |
| 3.6–4.0 | 345   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 24,
      "gpaPercentile": 91,
      "countPercentile": 48,
      "medianCount": 50.5,
      "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": 5,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 14,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 5,
          "current": true
        }
      ]
    }
  }
]
```

#### 1172

##### term

1172

##### gpa

3.84

##### count

50

##### university

###### size

991

###### gpa Percentile

83

###### count Percentile

34

###### 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 | 0     | false   |
| 2.4–2.8 | 22    | false   |
| 2.8–3.2 | 226   | false   |
| 3.2–3.6 | 353   | false   |
| 3.6–4.0 | 390   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 25,
      "gpaPercentile": 100,
      "countPercentile": 38,
      "medianCount": 56,
      "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": 8,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 13,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 3,
          "current": true
        }
      ]
    }
  }
]
```

#### 1182

##### term

1182

##### gpa

3.8135593220338984

##### count

59

##### university

###### size

1025

###### gpa Percentile

81

###### count Percentile

41

###### 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 | 1     | false   |
| 2.4–2.8 | 21    | false   |
| 2.8–3.2 | 216   | false   |
| 3.2–3.6 | 369   | false   |
| 3.6–4.0 | 418   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 24,
      "gpaPercentile": 91,
      "countPercentile": 30,
      "medianCount": 65.5,
      "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": 7,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 10,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 7,
          "current": true
        }
      ]
    }
  }
]
```

#### 1192

##### term

1192

##### gpa

3.811320754716981

##### count

53

##### university

###### size

1077

###### gpa Percentile

77

###### count Percentile

37

###### median Count

67

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 22    | false   |
| 2.8–3.2 | 203   | false   |
| 3.2–3.6 | 370   | false   |
| 3.6–4.0 | 481   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 27,
      "gpaPercentile": 92,
      "countPercentile": 19,
      "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": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 6,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 17,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 3,
          "current": true
        }
      ]
    }
  }
]
```

#### 1202

##### term

1202

##### gpa

3.6018518518518516

##### count

54

##### university

###### size

1102

###### gpa Percentile

55

###### count Percentile

38

###### 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   | false   |
| 3.6–4.0 | 498   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 30,
      "gpaPercentile": 72,
      "countPercentile": 24,
      "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": false
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": true
        }
      ]
    }
  }
]
```

#### 1212

##### term

1212

##### gpa

3.8222222222222224

##### count

45

##### university

###### size

1111

###### gpa Percentile

72

###### count Percentile

28

###### 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   | false   |
| 3.6–4.0 | 611   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 25,
      "gpaPercentile": 88,
      "countPercentile": 17,
      "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": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": true
        }
      ]
    }
  }
]
```

#### 1222

##### term

1222

##### gpa

3.7641509433962264

##### count

53

##### university

###### size

1157

###### gpa Percentile

66

###### count Percentile

39

###### 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   | false   |
| 3.6–4.0 | 614   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 32,
      "gpaPercentile": 74,
      "countPercentile": 42,
      "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": false
        },
        {
          "range": "3.6–4.0",
          "count": 13,
          "current": true
        }
      ]
    }
  }
]
```

#### 1232

##### term

1232

##### gpa

3.7264150943396226

##### count

53

##### university

###### size

1216

###### gpa Percentile

61

###### count Percentile

39

###### 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": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 32,
      "gpaPercentile": 84,
      "countPercentile": 35,
      "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
        }
      ]
    }
  }
]
```

#### 1242

##### term

1242

##### gpa

3.7133333333333334

##### count

75

##### university

###### size

1295

###### gpa Percentile

56

###### count Percentile

54

###### 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   | false   |
| 3.6–4.0 | 726   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 34,
      "gpaPercentile": 73,
      "countPercentile": 61,
      "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": false
        },
        {
          "range": "3.6–4.0",
          "count": 13,
          "current": true
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

3.6645569620253164

##### count

79

##### university

###### size

1333

###### gpa Percentile

49

###### count Percentile

56

###### 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   | false   |
| 3.6–4.0 | 773   | true    |

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 32,
      "gpaPercentile": 77,
      "countPercentile": 55,
      "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": false
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": true
        }
      ]
    }
  }
]
```

#### 1262

##### term

1262

##### gpa

3.8867924528301887

##### count

106

##### university

###### size

1320

###### gpa Percentile

77

###### count Percentile

68

###### median Count

70

###### histogram

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

##### departments

```json
[
  {
    "subject": "BMI",
    "comparison": null
  },
  {
    "subject": "STAT",
    "comparison": {
      "size": 29,
      "gpaPercentile": 89,
      "countPercentile": 64,
      "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": false
        },
        {
          "range": "3.2–3.6",
          "count": 12,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": true
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

4146

###### gpa

3.655576857310451

###### top Share

81.61127984016484

###### count

193

##### BMI

###### size

21

###### gpa

3.8097603671680234

###### top Share

91.53469120685067

###### count

103

##### STAT

###### size

63

###### gpa

3.5564392939921423

###### top Share

76.140046010654

###### count

339

#### terms

##### 1072

###### school

###### size

723

###### gpa

3.344595727439471

###### top Share

62.012941427864526

###### count

67

##### 1082

###### school

###### size

723

###### gpa

3.3583896732335172

###### top Share

62.932746798940194

###### count

68

###### STAT

###### size

10

###### gpa

3.181469252605204

###### top Share

50.79697144214053

###### count

66.5

##### 1092

###### school

###### size

732

###### gpa

3.374660709520374

###### top Share

63.690339324346596

###### count

70

###### STAT

###### size

11

###### gpa

3.2851296989222463

###### top Share

61.121424545066226

###### count

65

##### 1102

###### school

###### size

774

###### gpa

3.36712622366007

###### top Share

63.703228532165696

###### count

67

###### STAT

###### size

15

###### gpa

3.2431139797798068

###### top Share

54.806129569025835

###### count

72

##### 1112

###### school

###### size

805

###### gpa

3.3737773184830386

###### top Share

63.91039244872789

###### count

66

###### STAT

###### size

14

###### gpa

3.242406375705586

###### top Share

57.34276482904032

###### count

68.5

##### 1122

###### school

###### size

804

###### gpa

3.3737149752667013

###### top Share

63.65118790117902

###### count

70

###### STAT

###### size

14

###### gpa

3.247214504889537

###### top Share

58.600170104917346

###### count

78.5

##### 1132

###### school

###### size

851

###### gpa

3.391128778809763

###### top Share

64.69509437122704

###### count

66

###### STAT

###### size

16

###### gpa

3.261044965144187

###### top Share

59.360682472524054

###### count

72

##### 1142

###### school

###### size

853

###### gpa

3.3941849959684913

###### top Share

65.28450334228523

###### count

67

###### STAT

###### size

16

###### gpa

3.240435267681857

###### top Share

58.10171174479488

###### count

44.5

##### 1152

###### school

###### size

918

###### gpa

3.408733538594633

###### top Share

66.06693005846735

###### count

65

###### STAT

###### size

20

###### gpa

3.247281119355238

###### top Share

58.400370581589016

###### count

55

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

###### STAT

###### size

24

###### gpa

3.394300783591793

###### top Share

65.51183483352922

###### count

50.5

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

###### STAT

###### size

25

###### gpa

3.3324928117291264

###### top Share

61.945618937548005

###### count

56

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

###### STAT

###### size

24

###### gpa

3.4023821420534044

###### top Share

65.90044412864664

###### count

65.5

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### STAT

###### size

27

###### gpa

3.349790708103796

###### top Share

62.94637491184082

###### count

74

##### 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

##### 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

##### 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

##### 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

##### 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

## instructor Trends

```json
[
  {
    "uid": "instructor_04a31e4c7cc2e51c7714d699",
    "name": "MARY LINDSTROM",
    "count": 273,
    "terms": [
      {
        "term": "1122",
        "count": 64,
        "sections": 1,
        "gpa": 3.4609375
      },
      {
        "term": "1132",
        "count": 73,
        "sections": 1,
        "gpa": 3.787671232876712
      },
      {
        "term": "1142",
        "count": 39,
        "sections": 1,
        "gpa": 3.628205128205128
      },
      {
        "term": "1152",
        "count": 50,
        "sections": 1,
        "gpa": 3.76
      },
      {
        "term": "1162",
        "count": 47,
        "sections": 1,
        "gpa": 3.6702127659574466
      }
    ]
  },
  {
    "uid": "instructor_50366ac53258a642bf66b0dd",
    "name": "ZHENGZHENG TANG",
    "count": 234,
    "terms": [
      {
        "term": "1192",
        "count": 53,
        "sections": 1,
        "gpa": 3.811320754716981
      },
      {
        "term": "1202",
        "count": 54,
        "sections": 1,
        "gpa": 3.6018518518518516
      },
      {
        "term": "1232",
        "count": 14,
        "sections": 1,
        "gpa": 3.6785714285714284
      },
      {
        "term": "1242",
        "count": 34,
        "sections": 1,
        "gpa": 3.8970588235294117
      },
      {
        "term": "1252",
        "count": 34,
        "sections": 1,
        "gpa": 3.911764705882353
      },
      {
        "term": "1262",
        "count": 45,
        "sections": 1,
        "gpa": 3.922222222222222
      }
    ]
  },
  {
    "uid": "instructor_eee2111ebf98a5c7665703ac",
    "name": "CHRISTINA KENDZIORSKI",
    "count": 166,
    "terms": [
      {
        "term": "1072",
        "count": 60,
        "sections": 1,
        "gpa": 3.55
      },
      {
        "term": "1252",
        "count": 45,
        "sections": 1,
        "gpa": 3.477777777777778
      },
      {
        "term": "1262",
        "count": 61,
        "sections": 1,
        "gpa": 3.860655737704918
      }
    ]
  },
  {
    "uid": "instructor_26cb97dac2a1ecf8269d5066",
    "name": "RYAN ZEA",
    "count": 162,
    "terms": [
      {
        "term": "1172",
        "count": 50,
        "sections": 1,
        "gpa": 3.84
      },
      {
        "term": "1182",
        "count": 59,
        "sections": 1,
        "gpa": 3.8135593220338984
      },
      {
        "term": "1192",
        "count": 53,
        "sections": 1,
        "gpa": 3.811320754716981
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]
```

## following

| code            | title                                    |
| --------------- | ---------------------------------------- |
| BMI/COMPSCI 567 | BIOMEDICAL IMAGE ANALYSIS                |
| BMI/POPHLTH 552 | REGRESSION METHODS FOR POPULATION HEALTH |
| BMI/STAT 542    | INTRODUCTION TO CLINICAL TRIALS I        |

## projection

### target

1272

### interval

#### lower

3.57

#### upper

3.95

#### coverage

80

#### terms

8

### gpa

3.761510028111838

### grades

| grade | percentage         |
| ----- | ------------------ |
| A     | 73.18779548568337  |
| AB    | 13.85168601877763  |
| B     | 9.21817570238199   |
| BC    | 1.9693576451154444 |
| C     | 1.1704992913970589 |
| D     | 0                  |
| F     | 0.6024858566445153 |

### source Terms

* 1262
* 1252
* 1242
* 1232
* 1222

### source Count

366

### same Season

true

### historical Range

* 3.664556962025316
* 3.886792452830189

### backtest

#### terms

8

#### gpa Error

0.07772544908285822

#### mix Error

15.304612988770353
