# ECON 904: Workshop on Industrial Organization | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ECON_904)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

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### observed at

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### built at

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### courses

8951

### current instructors

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### limited

false

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### term

1272

### departments

| subject   | count |
| --------- | ----- |
| AAE       | 90    |
| ABT       | 20    |
| ACCTIS    | 36    |
| ACTSCI    | 14    |
| AFAERO    | 10    |
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| AGROECOL  | 21    |
| AMERIND   | 53    |
| ANAT\&PHY | 7     |
| ANATOMY   | 2     |
| ANESTHES  | 8     |
| ANSCI     | 57    |
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| ART       | 125   |
| ARTED     | 10    |
| ARTHIST   | 121   |
| ASIALANG  | 129   |
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| 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    |
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| DANCE     | 93    |
| DERM      | 8     |
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| DYSCI     | 35    |
| ECE       | 155   |
| ECON      | 145   |
| EDPOL     | 114   |
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| EMA       | 53    |
| EMERMED   | 17    |
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| ENVIRST   | 148   |
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| EPD       | 67    |
| ESL       | 16    |
| F\&WECOL  | 60    |
| FAMMED    | 22    |
| FINANCE   | 50    |
| FOLKLORE  | 40    |
| FOODSCI   | 43    |
| FRENCH    | 63    |
| GEN\&WS   | 145   |
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| 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

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### record version id

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### course id

ECON 904

### course uid

course\_66687b5d50829dec67f1669f

### catalog version id

3c3dbcb48971470ab3f89acb70684803999796e33dac514d7ceb2b2f36dd4685

### course number

904

### subjects

* ECON

### title

WORKSHOP ON INDUSTRIAL ORGANIZATION

### description

Second in a two seminar sequence on current research on the operation of markets in which individuals and firms act with imperfect information, are limited in their responses, may purchase heterogeneous commodities or factor services, and are concerned with conflicting goals.

### requirements text

Graduate/professional standing

### credit offering ids

None recorded.

### llm job id

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### llm output id

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### llm model

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

### llm model revision

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### llm task version

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### llm search status

valid

### llm summary

A graduate seminar exploring current research on market operations involving imperfect information and constrained agents.

### llm topics

* Market operations
* Imperfect information
* Heterogeneous commodities and factor services
* Conflicting goals in economic agents

### llm skills

* Research analysis and discussion
* Analysis of markets with imperfect information
* Understanding firm and individual behavioral constraints

### llm assumed background

* Graduate or professional student status

### llm search phrases

* industrial organization workshop
* market operation imperfect information
* graduate economics seminar
* industrial organization research

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

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#### course id

ECON 904

#### current instructors

None recorded.

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

false

#### profile hash

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#### quick take

Recent recorded grades — Spring 2024: 4.00 GPA, 100.0% A/AB (n=23 letter grades); Spring 2025: 4.00 GPA, 100.0% A/AB (n=23 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=26 letter grades).

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#### student experience

None recorded.

#### task hash

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#### teaching history

None recorded.

#### term id

1272

#### term name

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#### version

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### requirements

#### nodes

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#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

None recorded.

### offerings

None recorded.

### sections

None recorded.

### grade instructors

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      },
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    "grade_statistics": {
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  {
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      "match_basis": "exact_name",
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  {
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    "source_instructor_id": "3267947",
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    "identity_status": "source_identified",
    "name": "ASHLEY SWANSON",
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  }
]
```

### grades

```json
[
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    "course_uid": "course_66687b5d50829dec67f1669f",
    "term_id": "1114",
    "term_name": "Spring 2011",
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  {
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    "term_name": "Spring 2012",
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      "Kenneth Hendricks"
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  },
  {
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  {
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  },
  {
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    ],
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  },
  {
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    ],
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  },
  {
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    ],
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  },
  {
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    "term_name": "Spring 2019",
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      "Lorenzo Magnolfi"
    ],
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    "source_aliases": [
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "term_name": "Spring 2020",
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      "Lorenzo Magnolfi"
    ],
    "a": 23,
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  },
  {
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    "course_uid": "course_66687b5d50829dec67f1669f",
    "term_id": "1224",
    "term_name": "Spring 2022",
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      "Lorenzo Magnolfi"
    ],
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  },
  {
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    "term_name": "Spring 2023",
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  },
  {
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  },
  {
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  },
  {
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "course_uid": "course_66687b5d50829dec67f1669f",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Ashley Swanson",
      "Jean-Francois Houde"
    ],
    "a": 26,
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      "ECON 904"
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  }
]
```

### statistics

#### gpa

3.989

#### graded

363

#### counts

* 362
* 0
* 0
* 0
* 0
* 0
* 1

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_66687b5d50829dec67f1669f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_66687b5d50829dec67f1669f-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_66687b5d50829dec67f1669f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_66687b5d50829dec67f1669f-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_66687b5d50829dec67f1669f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_66687b5d50829dec67f1669f-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.9889807162534434

#### count

363

#### university

##### size

4298

##### gpa Percentile

94

##### count Percentile

70

##### median Count

170

##### 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 | 12    | false   |
| 2.8–3.2 | 316   | false   |
| 3.2–3.6 | 1235  | false   |
| 3.6–4.0 | 2735  | true    |

#### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 93,
      "gpaPercentile": 92,
      "countPercentile": 61,
      "medianCount": 271,
      "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": 19,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 41,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 32,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1094

##### term

1094

##### gpa

4

##### count

7

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1104

##### term

1104

##### gpa

4

##### count

13

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1114

##### term

1114

##### gpa

4

##### count

15

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1124

##### term

1124

##### gpa

4

##### count

24

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1134

##### term

1134

##### gpa

4

##### count

26

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1144

##### term

1144

##### gpa

4

##### count

23

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1154

##### term

1154

##### gpa

4

##### count

27

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1164

##### term

1164

##### gpa

4

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1174

##### term

1174

##### gpa

4

##### count

24

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1184

##### term

1184

##### gpa

4

##### count

24

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1194

##### term

1194

##### gpa

3.8181818181818183

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1204

##### term

1204

##### gpa

4

##### count

23

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1224

##### term

1224

##### gpa

4

##### count

18

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1234

##### term

1234

##### gpa

4

##### count

23

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1244

##### term

1244

##### gpa

4

##### count

23

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1254

##### term

1254

##### gpa

4

##### count

23

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

#### 1264

##### term

1264

##### gpa

4

##### count

26

##### departments

| subject | comparison |
| ------- | ---------- |
| ECON    |            |

### benchmarks

#### all

##### school

###### size

4298

###### gpa

3.6599169512129595

###### top Share

81.92066096643725

###### count

170

##### ECON

###### size

93

###### gpa

3.4774861160881474

###### top Share

69.63208208505338

###### count

271

#### terms

##### 1074

###### school

###### size

695

###### gpa

3.3616924722887376

###### top Share

63.22509110105764

###### count

69

###### ECON

###### size

24

###### gpa

3.0960407551872513

###### top Share

46.2650427535755

###### count

59.5

##### 1084

###### school

###### size

720

###### gpa

3.3670742938849725

###### top Share

63.42064564712246

###### count

70

###### ECON

###### size

25

###### gpa

3.073087699389916

###### top Share

43.15959970605676

###### count

50

##### 1094

###### school

###### size

758

###### gpa

3.3891454428111527

###### top Share

64.36369814389255

###### count

71

###### ECON

###### size

24

###### gpa

3.099801320049821

###### top Share

46.01712162458005

###### count

97

##### 1104

###### school

###### size

793

###### gpa

3.384661458923085

###### top Share

64.6614752434143

###### count

66

###### ECON

###### size

26

###### gpa

3.0962545846673475

###### top Share

43.96318163657184

###### count

93

##### 1114

###### school

###### size

804

###### gpa

3.3696004653806844

###### top Share

64.0389334741844

###### count

68

###### ECON

###### size

30

###### gpa

3.1045723943198005

###### top Share

45.996271584616245

###### count

77.5

##### 1124

###### school

###### size

821

###### gpa

3.406589342026613

###### top Share

66.35774230127205

###### count

67

###### ECON

###### size

24

###### gpa

3.138562080604336

###### top Share

49.97311224248656

###### count

116

##### 1134

###### school

###### size

852

###### gpa

3.4138934207568203

###### top Share

66.35946578182744

###### count

66

###### ECON

###### size

25

###### gpa

3.114628747436501

###### top Share

45.45283598859919

###### count

109

##### 1144

###### school

###### size

878

###### gpa

3.4092443327803017

###### top Share

65.95978235963416

###### count

64

###### ECON

###### size

28

###### gpa

3.1980885064740128

###### top Share

51.73890040686708

###### count

80.5

##### 1154

###### school

###### size

935

###### gpa

3.4282378385810093

###### top Share

67.66674668721691

###### count

63

###### ECON

###### size

30

###### gpa

3.212244027927608

###### top Share

51.42727757714087

###### count

77

##### 1164

###### school

###### size

965

###### gpa

3.46491230798535

###### top Share

69.92376287143657

###### count

68

###### ECON

###### size

32

###### gpa

3.2386078353906425

###### top Share

54.482642655777084

###### count

83

##### 1174

###### school

###### size

955

###### gpa

3.4597947384071412

###### top Share

69.5290038366363

###### count

69

###### ECON

###### size

31

###### gpa

3.262762293275924

###### top Share

56.37213628921166

###### count

97

##### 1184

###### school

###### size

1010

###### gpa

3.47925290354517

###### top Share

70.86270937115944

###### count

68

###### ECON

###### size

33

###### gpa

3.323005038886213

###### top Share

59.81252867468931

###### count

87

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

###### ECON

###### size

33

###### gpa

3.2532291931353967

###### top Share

55.37138838007602

###### count

91

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

###### ECON

###### size

33

###### gpa

3.5818404132725767

###### top Share

77.38790104739134

###### count

79

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

###### ECON

###### size

37

###### gpa

3.358824647431352

###### top Share

62.02356029673636

###### count

71

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### ECON

###### size

36

###### gpa

3.338494521920077

###### top Share

61.825472132927935

###### count

70.5

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### ECON

###### size

36

###### gpa

3.386885708485864

###### top Share

63.919049551615416

###### count

85.5

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### ECON

###### size

39

###### gpa

3.4082741335226703

###### top Share

66.64551412266185

###### count

73

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### ECON

###### size

37

###### gpa

3.41582518818968

###### top Share

66.18686699083136

###### count

53

## instructor Trends

```json
[
  {
    "uid": "instructor_cecf981891a26f6edd514d73",
    "name": "LORENZO MAGNOLFI",
    "count": 87,
    "terms": [
      {
        "term": "1184",
        "count": 24,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1194",
        "count": 22,
        "sections": 1,
        "gpa": 3.8181818181818183
      },
      {
        "term": "1204",
        "count": 23,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1224",
        "count": 18,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_9a72ffb157ddc7a507d5866f",
    "name": "ALAN SORENSEN",
    "count": 72,
    "terms": [
      {
        "term": "1134",
        "count": 26,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1164",
        "count": 22,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1174",
        "count": 24,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_2ce2902b90177906f65669b1",
    "name": "CHRISTOPHER SULLIVAN",
    "count": 69,
    "terms": [
      {
        "term": "1234",
        "count": 23,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1244",
        "count": 23,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1254",
        "count": 23,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_c93233f32f244902cbaa8d3f",
    "name": "KENNETH HENDRICKS",
    "count": 62,
    "terms": [
      {
        "term": "1114",
        "count": 15,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1124",
        "count": 24,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1144",
        "count": 23,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_03c6bea7bd478e450c235e45",
    "name": "JEAN-FRANCOIS HOUDE",
    "count": 46,
    "terms": [
      {
        "term": "1094",
        "count": 7,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1104",
        "count": 13,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1264",
        "count": 26,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_fab245b04e6cc5e300226e08",
    "name": "RAYMOND DENECKERE",
    "count": 40,
    "terms": [
      {
        "term": "1104",
        "count": 13,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1154",
        "count": 27,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_f7e78e66fad312ca7e5c3703",
    "name": "ASHLEY SWANSON",
    "count": 26,
    "terms": [
      {
        "term": "1264",
        "count": 26,
        "sections": 1,
        "gpa": 4
      }
    ]
  }
]
```

## following

None recorded.
