# ISYE 601: Special Topics in Industrial Engineering | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ISYE_601)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f

### observed at

2026-09-07T15:55:43.033547+00:00

### built at

2026-09-10T23:19:01.870283+00:00

### courses

8951

### current instructors

5754

### limited

false

### terms

* 1272
* 1264
* 1262
* 1254
* 1252
* 1244
* 1242
* 1234
* 1232
* 1224
* 1222
* 1212
* 1204
* 1202
* 1194
* 1192
* 1184
* 1182
* 1174
* 1172
* 1164
* 1162
* 1154
* 1152
* 1144
* 1142
* 1134
* 1132
* 1124
* 1122
* 1114
* 1112
* 1104
* 1102
* 1094
* 1092
* 1084
* 1082
* 1074
* 1072

### term

1272

### departments

| subject   | count |
| --------- | ----- |
| AAE       | 90    |
| ABT       | 20    |
| ACCTIS    | 36    |
| ACTSCI    | 14    |
| AFAERO    | 10    |
| AFRICAN   | 87    |
| AFROAMER  | 71    |
| AGROECOL  | 21    |
| AMERIND   | 53    |
| ANAT\&PHY | 7     |
| ANATOMY   | 2     |
| ANESTHES  | 8     |
| ANSCI     | 57    |
| ANTHRO    | 95    |
| ART       | 125   |
| ARTED     | 10    |
| ARTHIST   | 121   |
| ASIALANG  | 129   |
| ASIAN     | 109   |
| ASIANAM   | 28    |
| ASTRON    | 38    |
| ATMOCN    | 69    |
| BIOCHEM   | 51    |
| BIOCORE   | 10    |
| BIOLOGY   | 14    |
| BIOMDSCI  | 18    |
| BME       | 66    |
| BMI       | 41    |
| BMOLCHEM  | 10    |
| BOTANY    | 69    |
| BSE       | 44    |
| C\&ESOC   | 73    |
| CBE       | 48    |
| CHEM      | 101   |
| CHICLA    | 52    |
| CIVENGR   | 133   |
| CLASSICS  | 47    |
| CNP       | 10    |
| CNSRSCI   | 50    |
| COMARTS   | 137   |
| COMPBIO   | 15    |
| COMPLIT   | 11    |
| COMPSCI   | 138   |
| COUNPSY   | 78    |
| CRB       | 19    |
| CS\&D     | 71    |
| CSCS      | 40    |
| CURRIC    | 193   |
| DANCE     | 93    |
| DERM      | 8     |
| DS        | 88    |
| DYSCI     | 35    |
| ECE       | 155   |
| ECON      | 145   |
| EDPOL     | 114   |
| EDPSYCH   | 97    |
| ELPA      | 70    |
| EMA       | 53    |
| EMERMED   | 17    |
| ENGL      | 206   |
| ENTOM     | 40    |
| ENVIRST   | 148   |
| EP        | 15    |
| EPD       | 67    |
| ESL       | 16    |
| F\&WECOL  | 60    |
| FAMMED    | 22    |
| FINANCE   | 50    |
| FOLKLORE  | 40    |
| FOODSCI   | 43    |
| FRENCH    | 63    |
| GEN\&WS   | 145   |
| GENBUS    | 72    |
| GENECSLR  | 17    |
| GENETICS  | 60    |
| GEOG      | 113   |
| GEOSCI    | 83    |
| GERMAN    | 82    |
| GLE       | 48    |
| GNS       | 38    |
| GREEK     | 27    |
| HDFS      | 41    |
| HEBR-BIB  | 13    |
| HEBR-MOD  | 10    |
| HISTORY   | 233   |
| HISTSCI   | 56    |
| HONCOL    | 13    |
| ILS       | 43    |
| INFOSYS   | 9     |
| INTEGART  | 7     |
| INTEGSCI  | 22    |
| INTER-AG  | 18    |
| INTER-HE  | 11    |
| INTER-LS  | 22    |
| INTEREGR  | 16    |
| INTLBUS   | 21    |
| INTLST    | 50    |
| ISYE      | 83    |
| ITALIAN   | 53    |
| JEWISH    | 56    |
| JOURN     | 88    |
| KINES     | 128   |
| LACIS     | 26    |
| LANDARC   | 61    |
| LATIN     | 24    |
| LAW       | 120   |
| LEGALST   | 48    |
| LINGUIS   | 35    |
| LIS       | 89    |
| LITTRANS  | 78    |
| LSC       | 52    |
| M\&ENVTOX | 7     |
| MARKETNG  | 62    |
| MATH      | 153   |
| MDGENET   | 8     |
| ME        | 130   |
| MEDHIST   | 43    |
| MEDICINE  | 60    |
| MEDIEVAL  | 32    |
| MEDPHYS   | 39    |
| MEDSC-M   | 29    |
| MEDSC-V   | 41    |
| MHR       | 68    |
| MICROBIO  | 45    |
| MILSCI    | 16    |
| MM\&I     | 22    |
| MOLBIOL   | 6     |
| MS\&E     | 59    |
| MUSIC     | 165   |
| MUSPERF   | 126   |
| NAVSCI    | 20    |
| NE        | 44    |
| NEURODPT  | 11    |
| NEUROL    | 7     |
| NEURSURG  | 4     |
| NTP       | 11    |
| NURSING   | 111   |
| NUTRSCI   | 65    |
| OBS\&GYN  | 18    |
| OCCTHER   | 39    |
| ONCOLOGY  | 14    |
| OPHTHALM  | 5     |
| OTM       | 43    |
| PATH      | 34    |
| PATH-BIO  | 29    |
| PEDIAT    | 26    |
| PHARMACY  | 31    |
| PHILOS    | 77    |
| PHMCOL-M  | 11    |
| PHMPRAC   | 45    |
| PHMSCI    | 60    |
| PHYASST   | 37    |
| PHYSICS   | 88    |
| PHYSIOL   | 3     |
| PHYTHER   | 37    |
| PLANTSCI  | 52    |
| PLPATH    | 35    |
| POLISCI   | 192   |
| POPHLTH   | 58    |
| PORTUG    | 33    |
| PSYCH     | 101   |
| PSYCHIAT  | 22    |
| PUBAFFR   | 54    |
| PUBLHLTH  | 23    |
| RADIOL    | 11    |
| REALEST   | 41    |
| RELIGST   | 90    |
| RHABMED   | 9     |
| RMI       | 24    |
| RP\&SE    | 102   |
| S\&APHM   | 17    |
| SCANDST   | 73    |
| SLAVIC    | 89    |
| SOC       | 149   |
| SOCWORK   | 87    |
| SOILSCI   | 46    |
| SPANISH   | 83    |
| SRMED     | 21    |
| STAT      | 94    |
| STDYABRD  | 52    |
| STS       | 8     |
| SURGERY   | 25    |
| SURGSCI   | 33    |
| THEATRE   | 91    |
| URBRPL    | 60    |
| UROLOGY   | 5     |
| ZOOLOGY   | 89    |

## course

### run id

20260907T155543-ce3781c4

### semester

1272

### observed at

2026-09-07 15:55:43.033547+00:00

### record version id

c96ee2dae255cd9d93fec9b0fd78be7b7a2656befb5f2c24784d9670d5641f3d

### course id

ISYE 601

### course uid

course\_9038c4e5acac28da8c19378f

### catalog version id

4362bd90a3dd58dd87f5ceef514937c7a0000bedbee6785a1f08c75150531649

### course number

601

### subjects

* ISYE

### title

SPECIAL TOPICS IN INDUSTRIAL ENGINEERING

### description

In various areas. Sample topics: "Simulation" and "Systems Design".

### requirements text

None

### credit offering ids

None recorded.

### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### llm output id

4256f51f09a2c0b2d88f7b74e8bba155ffe1620917e50d1fb3ffe80b23e72f6a

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

ISYE 601 covers special topics in industrial engineering, with sample topics including Simulation and Systems Design.

### llm topics

* Simulation
* Systems Design

### llm skills

None recorded.

### llm assumed background

None recorded.

### llm search phrases

* ISYE 601 simulation
* ISYE 601 systems design
* special topics industrial engineering

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

8b20afdf5f8ab4e25d3bc611a952dd352a8dcddcb9c05371fcec3a30adf04402

#### course id

ISYE 601

#### current instructors

None recorded.

#### difficulty workload

Historical reviews of John Lee: The course has a moderate difficulty level.

```json
{
  "citations": [
    {
      "instructor_name": "John Lee",
      "review_date": "2021-01-04 17:36:46 +0000 UTC",
      "review_id": "fdb907d23b9d4ddb55cfaa1a",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1722365",
      "source_review_id": "UmF0aW5nLTM0MjMzMzAw",
      "source_url": "https://www.ratemyprofessors.com/professor/1722365",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

John Lee taught this course historically, receiving high praise for its utility in learning data visualization in R. Reviewers found the class to be a great learning experience under his instruction.

```json
{
  "citations": [
    {
      "instructor_name": "John Lee",
      "review_date": "2021-01-04 17:36:46 +0000 UTC",
      "review_id": "fdb907d23b9d4ddb55cfaa1a",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1722365",
      "source_review_id": "UmF0aW5nLTM0MjMzMzAw",
      "source_url": "https://www.ratemyprofessors.com/professor/1722365",
      "type": "review"
    }
  ]
}
```

#### offered

false

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Historical reviews of John Lee: John Lee's course is a great way to learn data visualization in R.

```json
{
  "citations": [
    {
      "instructor_name": "John Lee",
      "review_date": "2021-01-04 17:36:46 +0000 UTC",
      "review_id": "fdb907d23b9d4ddb55cfaa1a",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1722365",
      "source_review_id": "UmF0aW5nLTM0MjMzMzAw",
      "source_url": "https://www.ratemyprofessors.com/professor/1722365",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Fall 2019: 3.69 GPA, 82.4% A/AB (n=74 letter grades); Spring 2020: 3.81 GPA, 91.9% A/AB (n=62 letter grades); Fall 2020: 3.69 GPA, 88.1% A/AB (n=42 letter grades).

```json
{
  "citations": [
    {
      "course_id": "ISYE 601",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "9c12150f-4bd7-3db9-a96a-4d642a9fd58c",
        "file": "tables/observations.parquet",
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      },
      "table": "grades_latest",
      "term_id": "1202",
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    {
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
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      },
      "table": "grades_latest",
      "term_id": "1212",
      "type": "grade"
    }
  ]
}
```

#### student experience

Historical reviews of John Lee: Students found the class highly valuable for acquiring R skills.

```json
{
  "citations": [
    {
      "instructor_name": "John Lee",
      "review_date": "2021-01-04 17:36:46 +0000 UTC",
      "review_id": "fdb907d23b9d4ddb55cfaa1a",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1722365",
      "source_review_id": "UmF0aW5nLTM0MjMzMzAw",
      "source_url": "https://www.ratemyprofessors.com/professor/1722365",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

JOHN LEE is recorded teaching in Fall 2017, Fall 2018, Fall 2019, Spring 2020, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ISYE 601",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "9c12150f-4bd7-3db9-a96a-4d642a9fd58c",
      "source_record": {
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        "file": "tables/observations.parquet",
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      },
      "table": "section_grades_latest",
      "term_id": "1182",
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    },
    {
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      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "9c12150f-4bd7-3db9-a96a-4d642a9fd58c",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
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      "section_number": 2,
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "ISYE 601",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "9c12150f-4bd7-3db9-a96a-4d642a9fd58c",
      "source_record": {
        "entity_id": "9c12150f-4bd7-3db9-a96a-4d642a9fd58c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
      "course_id": "ISYE 601",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "9c12150f-4bd7-3db9-a96a-4d642a9fd58c",
      "source_record": {
        "entity_id": "9c12150f-4bd7-3db9-a96a-4d642a9fd58c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "None",
    "course": null,
    "evidence": "None",
    "id": "source_requirements",
    "kind": "condition"
  }
]
```

#### notes

* Display fallback using original requirements text; not an LLM-parsed rule.

#### root

source\_requirements

#### status

needs\_review

### instructors

None recorded.

### offerings

None recorded.

### sections

None recorded.

### grade instructors

```json
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    "source": "madgrades",
    "source_instructor_id": "4707924",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CHRISTOPHER JOHNSON",
    "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": 3.728,
      "graded": 553,
      "counts": [
        321,
        185,
        35,
        6,
        5,
        0,
        1
      ],
      "sections": 18
    },
    "instructor_url": "/instructors/CHRISTOPHER_JOHNSON"
  },
  {
    "instructor_uid": "instructor_3dbbd9bb40e74cae2a0f09e2",
    "source": "madgrades",
    "source_instructor_id": "4256800",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JEFFREY LINDEROTH",
    "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": 3.228,
      "graded": 1284,
      "counts": [
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        316,
        131,
        133,
        30,
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      ],
      "sections": 85
    },
    "instructor_url": "/instructors/JEFFREY_LINDEROTH--instructor_3dbbd9bb40e74cae2a0f09e2"
  },
  {
    "instructor_uid": "instructor_6af5cdbb9121a19c181935d8",
    "source": "madgrades",
    "source_instructor_id": "4838831",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JINGSHAN LI",
    "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": 4,
      "difficulty": 2,
      "quality_count": 1,
      "difficulty_count": 1,
      "profile_id": "rmp:1979709",
      "source_url": "https://www.ratemyprofessors.com/professor/1979709",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:32:29.368501+00:00",
      "courses": {},
      "bayesian_quality": 3.675891222425329,
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      "prior_weight": 20
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    "grade_statistics": {
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    "source_instructor_id": "4706540",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DEYANG FENG",
    "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": {
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        3,
        0,
        0
      ],
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    "instructor_url": "/instructors/DEYANG_FENG--instructor_c933f9582217412b5da63bbd"
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  {
    "instructor_uid": "instructor_e19021c4be9feef6ece81715",
    "source": "madgrades",
    "source_instructor_id": "4877581",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "TAYLOR HANLEY",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
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    "grade_statistics": {
      "gpa": 3.599,
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        0
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  {
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    "source": "madgrades",
    "source_instructor_id": "2600096",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LEYUAN SHI",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
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      "difficulty": 3.5,
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      "profile_id": "rmp:587712",
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      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:23:28.899634+00:00",
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        }
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### grades

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    "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": 43,
    "source_aliases": [
      "ISYE 601"
    ]
  }
]
```

### statistics

#### gpa

3.817

#### graded

532

#### counts

* 396
* 93
* 36
* 2
* 3
* 2
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_9038c4e5acac28da8c19378f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_9038c4e5acac28da8c19378f-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_9038c4e5acac28da8c19378f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_9038c4e5acac28da8c19378f-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_9038c4e5acac28da8c19378f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_9038c4e5acac28da8c19378f-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_9038c4e5acac28da8c19378f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_9038c4e5acac28da8c19378f-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.816729323308271

#### count

532

#### university

##### size

3801

##### gpa Percentile

65

##### count Percentile

84

##### median Count

129

##### 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 | 12    | false   |
| 2.8–3.2 | 343   | false   |
| 3.2–3.6 | 1113  | false   |
| 3.6–4.0 | 2332  | true    |

#### departments

```json
[
  {
    "subject": "ISYE",
    "comparison": {
      "size": 49,
      "gpaPercentile": 67,
      "countPercentile": 71,
      "medianCount": 149,
      "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": 9,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 36,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1162

##### term

1162

##### gpa

3.8506493506493507

##### count

77

##### university

###### size

954

###### gpa Percentile

86

###### count Percentile

58

###### 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": "ISYE",
    "comparison": {
      "size": 17,
      "gpaPercentile": 88,
      "countPercentile": 88,
      "medianCount": 47,
      "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": 6,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": true
        }
      ]
    }
  }
]
```

#### 1164

##### term

1164

##### gpa

3.8846153846153846

##### count

26

##### departments

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

#### 1172

##### term

1172

##### gpa

4

##### count

34

##### university

###### size

991

###### gpa Percentile

97

###### count Percentile

9

###### 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": "ISYE",
    "comparison": {
      "size": 20,
      "gpaPercentile": 100,
      "countPercentile": 11,
      "medianCount": 49,
      "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": 3,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 13,
          "current": true
        }
      ]
    }
  }
]
```

#### 1174

##### term

1174

##### gpa

3.746153846153846

##### count

65

##### university

###### size

955

###### gpa Percentile

73

###### count Percentile

47

###### 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 | 29    | false   |
| 2.8–3.2 | 224   | false   |
| 3.2–3.6 | 332   | false   |
| 3.6–4.0 | 369   | true    |

##### departments

```json
[
  {
    "subject": "ISYE",
    "comparison": {
      "size": 20,
      "gpaPercentile": 63,
      "countPercentile": 74,
      "medianCount": 57.5,
      "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": 2,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 8,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": true
        }
      ]
    }
  }
]
```

#### 1182

##### term

1182

##### gpa

3.8828125

##### count

64

##### university

###### size

1025

###### gpa Percentile

88

###### count Percentile

45

###### 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": "ISYE",
    "comparison": {
      "size": 20,
      "gpaPercentile": 79,
      "countPercentile": 42,
      "medianCount": 64,
      "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": 6,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 12,
          "current": true
        }
      ]
    }
  }
]
```

#### 1184

##### term

1184

##### gpa

4

##### count

19

##### departments

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

#### 1192

##### term

1192

##### gpa

3.763888888888889

##### count

36

##### university

###### size

1077

###### gpa Percentile

72

###### count Percentile

11

###### 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": "ISYE",
    "comparison": {
      "size": 21,
      "gpaPercentile": 60,
      "countPercentile": 5,
      "medianCount": 66,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 2,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 4,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 14,
          "current": true
        }
      ]
    }
  }
]
```

#### 1194

##### term

1194

##### gpa

3.9242424242424243

##### count

33

##### university

###### size

1040

###### gpa Percentile

88

###### count Percentile

6

###### 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 | 23    | false   |
| 2.8–3.2 | 220   | false   |
| 3.2–3.6 | 342   | false   |
| 3.6–4.0 | 454   | true    |

##### departments

```json
[
  {
    "subject": "ISYE",
    "comparison": {
      "size": 22,
      "gpaPercentile": 86,
      "countPercentile": 10,
      "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": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 3,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 5,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 14,
          "current": true
        }
      ]
    }
  }
]
```

#### 1202

##### term

1202

##### gpa

3.689189189189189

##### count

74

##### university

###### size

1102

###### gpa Percentile

64

###### count Percentile

54

###### 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": "ISYE",
    "comparison": {
      "size": 20,
      "gpaPercentile": 53,
      "countPercentile": 58,
      "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": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 6,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": true
        }
      ]
    }
  }
]
```

#### 1204

##### term

1204

##### gpa

3.806451612903226

##### count

62

##### university

###### size

1012

###### gpa Percentile

59

###### count Percentile

48

###### median Count

65.5

###### 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 | 0     | false   |
| 2.4–2.8 | 1     | false   |
| 2.8–3.2 | 25    | false   |
| 3.2–3.6 | 301   | false   |
| 3.6–4.0 | 685   | true    |

##### departments

```json
[
  {
    "subject": "ISYE",
    "comparison": {
      "size": 21,
      "gpaPercentile": 30,
      "countPercentile": 65,
      "medianCount": 57,
      "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": 3,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 18,
          "current": true
        }
      ]
    }
  }
]
```

#### 1212

##### term

1212

##### gpa

3.6904761904761907

##### count

42

##### university

###### size

1111

###### gpa Percentile

55

###### count Percentile

23

###### 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": "ISYE",
    "comparison": {
      "size": 20,
      "gpaPercentile": 53,
      "countPercentile": 11,
      "medianCount": 63,
      "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": 4,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 14,
          "current": true
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

3801

###### gpa

3.6430075492756435

###### top Share

80.81830537995144

###### count

129

##### ISYE

###### size

49

###### gpa

3.693637775939186

###### top Share

83.9973255308336

###### count

149

#### terms

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

###### ISYE

###### size

17

###### gpa

3.5725128229421537

###### top Share

76.66908174242778

###### count

47

##### 1164

###### school

###### size

965

###### gpa

3.46491230798535

###### top Share

69.92376287143657

###### count

68

###### ISYE

###### size

19

###### gpa

3.629939118306125

###### top Share

80.5561261302253

###### count

49

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

###### ISYE

###### size

20

###### gpa

3.62282118668902

###### top Share

80.8712827496802

###### count

49

##### 1174

###### school

###### size

955

###### gpa

3.4597947384071412

###### top Share

69.5290038366363

###### count

69

###### ISYE

###### size

20

###### gpa

3.548290744949521

###### top Share

73.96475892889286

###### count

57.5

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

###### ISYE

###### size

20

###### gpa

3.623137975768555

###### top Share

79.85162329939513

###### count

64

##### 1184

###### school

###### size

1010

###### gpa

3.47925290354517

###### top Share

70.86270937115944

###### count

68

###### ISYE

###### size

22

###### gpa

3.5566129214689735

###### top Share

75.3813579514971

###### count

57

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### ISYE

###### size

21

###### gpa

3.606250714862031

###### top Share

80.36295437587276

###### count

66

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

###### ISYE

###### size

22

###### gpa

3.629795980115166

###### top Share

79.27647395270196

###### count

65

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

###### ISYE

###### size

20

###### gpa

3.5732402503094702

###### top Share

77.47106780381264

###### count

60.5

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

###### ISYE

###### size

21

###### gpa

3.826924971533834

###### top Share

92.62448121984468

###### count

57

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

###### ISYE

###### size

20

###### gpa

3.6720523848313853

###### top Share

82.3691054858035

###### count

63

## instructor Trends

```json
[
  {
    "uid": "instructor_6d6130084f2657c504044b59",
    "name": "JOHN LEE",
    "count": 112,
    "terms": [
      {
        "term": "1182",
        "count": 35,
        "sections": 1,
        "gpa": 3.9
      },
      {
        "term": "1192",
        "count": 13,
        "sections": 1,
        "gpa": 3.8461538461538463
      },
      {
        "term": "1202",
        "count": 30,
        "sections": 1,
        "gpa": 3.85
      },
      {
        "term": "1204",
        "count": 19,
        "sections": 1,
        "gpa": 3.6578947368421053
      },
      {
        "term": "1212",
        "count": 15,
        "sections": 1,
        "gpa": 3.8666666666666667
      }
    ]
  },
  {
    "uid": "instructor_e0aba2e4d6a155ffdfe518d3",
    "name": "JUSTIN BOUTILIER",
    "count": 60,
    "terms": [
      {
        "term": "1202",
        "count": 33,
        "sections": 1,
        "gpa": 3.4393939393939394
      },
      {
        "term": "1212",
        "count": 27,
        "sections": 1,
        "gpa": 3.5925925925925926
      }
    ]
  },
  {
    "uid": "instructor_58f6cf40228e1a94cbc24937",
    "name": "LEYUAN SHI",
    "count": 54,
    "terms": [
      {
        "term": "1164",
        "count": 12,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1182",
        "count": 20,
        "sections": 1,
        "gpa": 3.8
      },
      {
        "term": "1192",
        "count": 13,
        "sections": 1,
        "gpa": 3.6923076923076925
      },
      {
        "term": "1204",
        "count": 9,
        "sections": 1,
        "gpa": 3.8333333333333335
      }
    ]
  },
  {
    "uid": "instructor_3ad836b550bb620dea90eb01",
    "name": "CHRISTOPHER JOHNSON",
    "count": 52,
    "terms": [
      {
        "term": "1162",
        "count": 52,
        "sections": 3,
        "gpa": 3.951923076923077
      }
    ]
  },
  {
    "uid": "instructor_ff8a6df431460bad47bd449c",
    "name": "JIAO XU",
    "count": 46,
    "terms": [
      {
        "term": "1194",
        "count": 19,
        "sections": 1,
        "gpa": 3.8684210526315788
      },
      {
        "term": "1204",
        "count": 27,
        "sections": 1,
        "gpa": 3.8518518518518516
      }
    ]
  },
  {
    "uid": "instructor_44d0184a0544e3113a1f785d",
    "name": "THOMAS YEN",
    "count": 34,
    "terms": [
      {
        "term": "1172",
        "count": 34,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_0725a1fc5e7de785afe5d866",
    "name": "LAURA MCLAY",
    "count": 32,
    "terms": [
      {
        "term": "1174",
        "count": 32,
        "sections": 1,
        "gpa": 3.5625
      }
    ]
  },
  {
    "uid": "instructor_c933f9582217412b5da63bbd",
    "name": "DEYANG FENG",
    "count": 32,
    "terms": [
      {
        "term": "1162",
        "count": 32,
        "sections": 2,
        "gpa": 3.96875
      }
    ]
  },
  {
    "uid": "instructor_6af5cdbb9121a19c181935d8",
    "name": "JINGSHAN LI",
    "count": 29,
    "terms": [
      {
        "term": "1162",
        "count": 8,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1192",
        "count": 10,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1202",
        "count": 11,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_a02a5ce0163472e7d86910df",
    "name": "MATTHEW MCCORMICK",
    "count": 28,
    "terms": [
      {
        "term": "1182",
        "count": 9,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1184",
        "count": 19,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_5ab9aa1c3da6a5b2a517f8e0",
    "name": "ALFONSO GUTIERREZ",
    "count": 27,
    "terms": [
      {
        "term": "1174",
        "count": 27,
        "sections": 1,
        "gpa": 3.9444444444444446
      }
    ]
  },
  {
    "uid": "instructor_cd5fbcc0f56d2351dc480979",
    "name": "NICOLE WERNER",
    "count": 20,
    "terms": [
      {
        "term": "1174",
        "count": 6,
        "sections": 1,
        "gpa": 3.8333333333333335
      },
      {
        "term": "1194",
        "count": 14,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_e19021c4be9feef6ece81715",
    "name": "TAYLOR HANLEY",
    "count": 20,
    "terms": [
      {
        "term": "1162",
        "count": 20,
        "sections": 1,
        "gpa": 3.925
      }
    ]
  },
  {
    "uid": "instructor_3dbbd9bb40e74cae2a0f09e2",
    "name": "JEFFREY LINDEROTH",
    "count": 17,
    "terms": [
      {
        "term": "1162",
        "count": 17,
        "sections": 1,
        "gpa": 3.4705882352941178
      }
    ]
  },
  {
    "uid": "instructor_d9adb903b935b68370538d0d",
    "name": "KAIBO LIU",
    "count": 14,
    "terms": [
      {
        "term": "1164",
        "count": 14,
        "sections": 1,
        "gpa": 3.7857142857142856
      }
    ]
  },
  {
    "uid": "instructor_6ab356833240257401f32610",
    "name": "XIN WANG",
    "count": 7,
    "terms": [
      {
        "term": "1204",
        "count": 7,
        "sections": 1,
        "gpa": 4
      }
    ]
  }
]
```

## following

None recorded.
