# COMPSCI/ISYE 719: Stochastic Programming | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/COMPSCI_ISYE_719)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

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### built at

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8951

### current instructors

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false

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### term

1272

### departments

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| INTEGART  | 7     |
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| INTER-AG  | 18    |
| INTER-HE  | 11    |
| INTER-LS  | 22    |
| INTEREGR  | 16    |
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| NEURODPT  | 11    |
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| NEURSURG  | 4     |
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| NUTRSCI   | 65    |
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| ONCOLOGY  | 14    |
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| PATH-BIO  | 29    |
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| PHILOS    | 77    |
| PHMCOL-M  | 11    |
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| PHYSICS   | 88    |
| PHYSIOL   | 3     |
| PHYTHER   | 37    |
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| PLPATH    | 35    |
| POLISCI   | 192   |
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| 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

8a477295c0426b41c949b452bfa6f12123c5e13685cc0e788665c357eb2d552d

### course id

COMPSCI/ISYE 719

### course uid

course\_8933a7eb8d4940ef2a994569

### catalog version id

5d9ec3362f594af16ab0c392214f9cafb08e75a2ad9861ac8f1b8d3d7ec16156

### course number

719

### subjects

* COMPSCI
* ISYE

### title

STOCHASTIC PROGRAMMING

### description

Stochastic programming is concerned with decision making in the presence of uncertainty, where the eventual outcome depends on a future random event. Topics include modeling uncertainty in optimization problems, risk measures, stochastic programming algorithms, approximation and sampling methods, and applications.  Students are strongly encouraged to have knowledge of linear programming (e.g.,MATH/​COMP SCI/​I SY E/​STAT  525) and probability and statistics (e.g.,MATH/​STAT  431). Knowledge of integer optimization (MATH/​COMP SCI/​I SY E  728) is helpful, but not required.

### requirements text

Graduate/professional standing

### credit offering ids

None recorded.

### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### 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

14

### llm search status

valid

### llm summary

STOCHASTIC PROGRAMMING covers decision making under uncertainty, including modeling, algorithms, and applications.

### llm topics

* Modeling uncertainty in optimization problems
* Risk measures and stochastic programming algorithms
* Approximation and sampling methods

### llm skills

* Modeling uncertainty in optimization problems
* Applying risk measures and stochastic programming algorithms

### llm assumed background

* Knowledge of linear programming and probability/statistics
* Knowledge of integer optimization (helpful but not required)

### llm search phrases

* stochastic programming optimization
* decision making uncertainty
* risk measures algorithms
* linear programming applications
* sampling methods optimization

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

450d8f64d171935d965d5ec8ddd50e97030e8c6195ea19868c7377ca2a827e54

#### course id

COMPSCI/ISYE 719

#### current instructors

None recorded.

#### difficulty workload

Historical reviews of Jim Luedtke: Assignments are reported to help students understand class material, though the course is rated as difficult.

```json
{
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    {
      "instructor_name": "Jim Luedtke",
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```

#### errors

None recorded.

#### historical context

Historical instructor Jim Luedtke received high praise for lectures that balanced applications and math. Reviewers noted his well-structured lectures and assignments that aided understanding, leading to a strong recommendation for his class.

```json
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}
```

#### offered

false

#### profile hash

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#### quick take

Historical reviews of Jim Luedtke: Jim Luedtke is highly recommended, with well-structured lectures that balance applications and math effectively.

```json
{
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      "type": "review"
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```

Recent recorded grades — Spring 2020: 3.62 GPA, 69.2% A/AB (n=13 letter grades); Fall 2023: 3.78 GPA, 82.6% A/AB (n=23 letter grades); Spring 2025: 3.68 GPA, 70.6% A/AB (n=17 letter grades).

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#### student experience

Historical reviews of Jim Luedtke: The class is highly recommended, with assignments supporting the understanding of covered topics.

```json
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```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

None recorded.

#### term id

1272

#### term name

2026 Fall

#### version

2

### 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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### grades

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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI/ISYE 719",
    "course_uid": "course_8933a7eb8d4940ef2a994569",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "JAMES LUEDTKE"
    ],
    "a": 20,
    "ab": 4,
    "b": 0,
    "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": 26,
    "source_aliases": [
      "COMPSCI/ISYE 719"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI/ISYE 719",
    "course_uid": "course_8933a7eb8d4940ef2a994569",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "JAMES LUEDTKE"
    ],
    "a": 11,
    "ab": 5,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 16,
    "source_aliases": [
      "COMPSCI/ISYE 719"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI/ISYE 719",
    "course_uid": "course_8933a7eb8d4940ef2a994569",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "JAMES LUEDTKE",
      "RUI CHEN"
    ],
    "a": 8,
    "ab": 1,
    "b": 3,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 8,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 21,
    "source_aliases": [
      "COMPSCI/ISYE 719"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI/ISYE 719",
    "course_uid": "course_8933a7eb8d4940ef2a994569",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "JAMES LUEDTKE"
    ],
    "a": 19,
    "ab": 0,
    "b": 2,
    "bc": 2,
    "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": 26,
    "source_aliases": [
      "COMPSCI/ISYE 719"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI/ISYE 719",
    "course_uid": "course_8933a7eb8d4940ef2a994569",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "JAMES LUEDTKE"
    ],
    "a": 12,
    "ab": 0,
    "b": 4,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "COMPSCI/ISYE 719"
    ]
  }
]
```

### statistics

#### gpa

3.81

#### graded

189

#### counts

* 143
* 25
* 16
* 5
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_8933a7eb8d4940ef2a994569-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_8933a7eb8d4940ef2a994569-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_8933a7eb8d4940ef2a994569-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_8933a7eb8d4940ef2a994569-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_8933a7eb8d4940ef2a994569-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_8933a7eb8d4940ef2a994569-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_8933a7eb8d4940ef2a994569-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_8933a7eb8d4940ef2a994569-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.8095238095238093

#### count

189

#### university

##### size

4052

##### gpa Percentile

65

##### count Percentile

67

##### median Count

108

##### 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 | 15    | false   |
| 2.8–3.2 | 358   | false   |
| 3.2–3.6 | 1200  | false   |
| 3.6–4.0 | 2478  | true    |

#### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 97,
      "gpaPercentile": 76,
      "countPercentile": 49,
      "medianCount": 196,
      "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": 15,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 32,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 50,
          "current": true
        }
      ]
    }
  },
  {
    "subject": "ISYE",
    "comparison": {
      "size": 57,
      "gpaPercentile": 66,
      "countPercentile": 63,
      "medianCount": 132,
      "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": 2,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 17,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 38,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1072

##### term

1072

##### gpa

3.9285714285714284

##### count

7

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |
| ISYE    |            |

#### 1084

##### term

1084

##### gpa

3.75

##### count

8

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |
| ISYE    |            |

#### 1104

##### term

1104

##### gpa

3.7708333333333335

##### count

24

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |
| ISYE    |            |

#### 1122

##### term

1122

##### gpa

3.75

##### count

32

##### university

###### size

804

###### gpa Percentile

80

###### count Percentile

4

###### 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   | false   |
| 3.6–4.0 | 248   | true    |

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 20,
      "gpaPercentile": 100,
      "countPercentile": 0,
      "medianCount": 54.5,
      "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": 10,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 8,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 1,
          "current": true
        }
      ]
    }
  },
  {
    "subject": "ISYE",
    "comparison": {
      "size": 15,
      "gpaPercentile": 93,
      "countPercentile": 14,
      "medianCount": 41,
      "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": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 6,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 5,
          "current": true
        }
      ]
    }
  }
]
```

#### 1144

##### term

1144

##### gpa

4

##### count

25

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |
| ISYE    |            |

#### 1172

##### term

1172

##### gpa

3.9166666666666665

##### count

24

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |
| ISYE    |            |

#### 1192

##### term

1192

##### gpa

3.84375

##### count

16

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |
| ISYE    |            |

#### 1204

##### term

1204

##### gpa

3.6153846153846154

##### count

13

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |
| ISYE    |            |

#### 1242

##### term

1242

##### gpa

3.782608695652174

##### count

23

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |
| ISYE    |            |

#### 1254

##### term

1254

##### gpa

3.676470588235294

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| COMPSCI |            |
| ISYE    |            |

### benchmarks

#### all

##### school

###### size

4052

###### gpa

3.640129477226793

###### top Share

80.53679650335808

###### count

108

##### COMPSCI

###### size

97

###### gpa

3.569477982446349

###### top Share

76.88287278446458

###### count

196

##### ISYE

###### size

57

###### gpa

3.667749492925071

###### top Share

83.08685853153955

###### count

132

#### terms

##### 1072

###### school

###### size

723

###### gpa

3.344595727439471

###### top Share

62.012941427864526

###### count

67

###### COMPSCI

###### size

13

###### gpa

2.984228192055664

###### top Share

46.24763313433178

###### count

60

##### 1084

###### school

###### size

720

###### gpa

3.3670742938849725

###### top Share

63.42064564712246

###### count

70

###### COMPSCI

###### size

14

###### gpa

3.144553029581605

###### top Share

50.3940565180559

###### count

59

###### ISYE

###### size

12

###### gpa

3.539479209717092

###### top Share

78.21357214803776

###### count

39.5

##### 1104

###### school

###### size

793

###### gpa

3.384661458923085

###### top Share

64.6614752434143

###### count

66

###### COMPSCI

###### size

22

###### gpa

3.200534462173063

###### top Share

56.78409435721555

###### count

51.5

###### ISYE

###### size

12

###### gpa

3.5102873708512288

###### top Share

73.77337837858025

###### count

43

##### 1122

###### school

###### size

804

###### gpa

3.3737149752667013

###### top Share

63.65118790117902

###### count

70

###### COMPSCI

###### size

20

###### gpa

3.20674670802027

###### top Share

56.51588103392879

###### count

54.5

###### ISYE

###### size

15

###### gpa

3.412173563129109

###### top Share

65.9564467047386

###### count

41

##### 1144

###### school

###### size

878

###### gpa

3.4092443327803017

###### top Share

65.95978235963416

###### count

64

###### COMPSCI

###### size

26

###### gpa

3.263233863996996

###### top Share

58.711877593449

###### count

70.5

###### ISYE

###### size

14

###### gpa

3.4927104441409336

###### top Share

71.50317287737518

###### count

52

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

###### COMPSCI

###### size

31

###### gpa

3.3325489227746874

###### top Share

61.97665055034616

###### count

74

###### ISYE

###### size

20

###### gpa

3.62282118668902

###### top Share

80.8712827496802

###### count

49

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### COMPSCI

###### size

38

###### gpa

3.3453717241366854

###### top Share

64.2917310505246

###### count

95.5

###### ISYE

###### size

21

###### gpa

3.606250714862031

###### top Share

80.36295437587276

###### count

66

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

###### COMPSCI

###### size

42

###### gpa

3.6240893265324647

###### top Share

79.98991493017058

###### count

90.5

###### ISYE

###### size

21

###### gpa

3.826924971533834

###### top Share

92.62448121984468

###### count

57

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### COMPSCI

###### size

52

###### gpa

3.5206188715369935

###### top Share

74.2043106737207

###### count

99

###### ISYE

###### size

23

###### gpa

3.58121958026649

###### top Share

78.36753571915544

###### count

51

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### COMPSCI

###### size

52

###### gpa

3.482652727664103

###### top Share

71.33786483648515

###### count

105

###### ISYE

###### size

22

###### gpa

3.6580253054677003

###### top Share

83.06204049789541

###### count

58

## instructor Trends

```json
[
  {
    "uid": "instructor_b2d8167579562c73fea3c408",
    "name": "JAMES LUEDTKE",
    "count": 93,
    "terms": [
      {
        "term": "1172",
        "count": 24,
        "sections": 1,
        "gpa": 3.9166666666666665
      },
      {
        "term": "1192",
        "count": 16,
        "sections": 1,
        "gpa": 3.84375
      },
      {
        "term": "1204",
        "count": 13,
        "sections": 1,
        "gpa": 3.6153846153846154
      },
      {
        "term": "1242",
        "count": 23,
        "sections": 1,
        "gpa": 3.782608695652174
      },
      {
        "term": "1254",
        "count": 17,
        "sections": 1,
        "gpa": 3.676470588235294
      }
    ]
  },
  {
    "uid": "instructor_3dbbd9bb40e74cae2a0f09e2",
    "name": "JEFFREY LINDEROTH",
    "count": 81,
    "terms": [
      {
        "term": "1104",
        "count": 24,
        "sections": 1,
        "gpa": 3.7708333333333335
      },
      {
        "term": "1122",
        "count": 32,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1144",
        "count": 25,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_ba6d7251d992cc5964d13077",
    "name": "ROBERT R MEYER",
    "count": 15,
    "terms": [
      {
        "term": "1072",
        "count": 7,
        "sections": 1,
        "gpa": 3.9285714285714284
      },
      {
        "term": "1084",
        "count": 8,
        "sections": 1,
        "gpa": 3.75
      }
    ]
  },
  {
    "uid": "instructor_92d3a5bf090a8fbab1b4367e",
    "name": "RUI CHEN",
    "count": 13,
    "terms": [
      {
        "term": "1204",
        "count": 13,
        "sections": 1,
        "gpa": 3.6153846153846154
      }
    ]
  }
]
```

## following

None recorded.
