# ECON 700: Mathematics for Economists | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ECON_700)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07

### observed at

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

### built at

2026-09-10T19:50:42.743001+00:00

### courses

8951

### current instructors

5754

### limited

false

### terms

* 1272
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### term

1272

### departments

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

## course

### run id

20260907T155543-ce3781c4

### semester

1272

### observed at

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

### record version id

f741a5f5347c94bb2c2d742d82eb74a048e3b03a7c945c9f41c72675991139e9

### course id

ECON 700

### course uid

course\_10ec8d2be1b1642752c20ec2

### catalog version id

43e8fd7369a44c64114ffb032e40c06eccd24f7b137a68f5e5690e031836ff57

### course number

700

### subjects

* ECON

### title

MATHEMATICS FOR ECONOMISTS

### description

Mathematical techniques used in economics analysis at a Master level. Topics include: proof techniques, optimization, introductory topology, functional analysis, linear algebra for microeconomists and differential equations. It is expected that students will have completed three semesters calculus (such asMATH 234) and linear algebra (such asMATH 340).

### requirements text

Graduate/professional standing

### credits min

3

### credits max

3

### credit offering ids

* 1272:296:024079

### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### llm output id

6f49f3f4acbdad7aae68176c839dbd4999770416881b603cdfdca6866840b0e4

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

ECON 700 teaches mathematical techniques for Master-level economics analysis, including proof, optimization, topology, and functional analysis.

### llm topics

* Proof techniques
* Optimization
* Introductory topology
* Functional analysis
* Linear algebra for microeconomists
* Differential equations

### llm skills

* Mathematical techniques for economic analysis
* Proof techniques, optimization, topology, functional analysis, linear algebra, differential equations

### llm assumed background

* Three semesters of calculus and linear algebra
* Multivariable calculus and matrix/linear algebra fundamentals

### llm search phrases

* mathematical economics graduate
* optimization topology functional analysis
* calculus linear algebra economics

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

15fdeaaa63674c328e95e169498b66ea56c4adb3fccfba3ba9b2825dcc03cef3

#### course id

ECON 700

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_6d8ed43593a4bb5cb78abdf1",
    "message": null,
    "name": "David Hansen",
    "review_status": "supported",
    "rmp_instructor_id": "rmp:1904025",
    "summary": [
      {
        "citations": [
          {
            "instructor_name": "David Hansen",
            "review_date": "2019-10-01 19:29:38 +0000 UTC",
            "review_id": "dbb833b04acbbf78cf0ca61a",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:1904025",
            "source_review_id": "UmF0aW5nLTMyMjU2NzE2",
            "source_url": "https://www.ratemyprofessors.com/professor/1904025",
            "type": "review"
          }
        ],
        "text": "David Hansen is described as simply difficult with a low quality rating. This single review suggests a challenging experience for students taking his course."
      },
      {
        "citations": [
          {
            "course_id": "ECON 700",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
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            "table": "section_grades_latest",
            "term_id": "1242",
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            "table": "section_grades_latest",
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          {
            "course_id": "ECON 700",
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            "section_number": 1,
            "source_course_id": "ab6f4db5-4750-38da-b9c1-2b93f69aec7a",
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            },
            "table": "section_grades_latest",
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        ],
        "text": "Recent recorded grades — Fall 2023: 3.60 GPA, 78.7% A/AB (n=89 letter grades); Fall 2024: 3.64 GPA, 82.7% A/AB (n=75 letter grades); Fall 2025: 3.60 GPA, 76.1% A/AB (n=46 letter grades). Includes jointly taught sections."
      }
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  }
]
```

#### difficulty workload

The course is rated as very difficult by the reviewer.

```json
{
  "citations": [
    {
      "instructor_name": "David Hansen",
      "review_date": "2019-10-01 19:29:38 +0000 UTC",
      "review_id": "dbb833b04acbbf78cf0ca61a",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1904025",
      "source_review_id": "UmF0aW5nLTMyMjU2NzE2",
      "source_url": "https://www.ratemyprofessors.com/professor/1904025",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

None recorded.

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

David Hansen's ECON 700 is described as simply difficult, with a low quality rating.

```json
{
  "citations": [
    {
      "instructor_name": "David Hansen",
      "review_date": "2019-10-01 19:29:38 +0000 UTC",
      "review_id": "dbb833b04acbbf78cf0ca61a",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1904025",
      "source_review_id": "UmF0aW5nLTMyMjU2NzE2",
      "source_url": "https://www.ratemyprofessors.com/professor/1904025",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Fall 2023: 3.60 GPA, 78.7% A/AB (n=89 letter grades); Fall 2024: 3.64 GPA, 82.7% A/AB (n=75 letter grades); Fall 2025: 3.60 GPA, 76.1% A/AB (n=46 letter grades).

```json
{
  "citations": [
    {
      "course_id": "ECON 700",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "ab6f4db5-4750-38da-b9c1-2b93f69aec7a",
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      "table": "grades_latest",
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      },
      "table": "grades_latest",
      "term_id": "1252",
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    {
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        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### student experience

The overall experience is negative, indicated by a low quality score.

```json
{
  "citations": [
    {
      "instructor_name": "David Hansen",
      "review_date": "2019-10-01 19:29:38 +0000 UTC",
      "review_id": "dbb833b04acbbf78cf0ca61a",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1904025",
      "source_review_id": "UmF0aW5nLTMyMjU2NzE2",
      "source_url": "https://www.ratemyprofessors.com/professor/1904025",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

DAVID HANSEN is recorded teaching in Fall 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
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#### term id

1272

#### term name

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#### version

2

### requirements

#### nodes

```json
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    "evidence": "Graduate/professional standing",
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```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

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```

### offerings

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]
```

### sections

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```

### grade instructors

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    "course_id": "ECON 700",
    "course_uid": "course_10ec8d2be1b1642752c20ec2",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "David Hansen",
      "JIEMIN XU",
      "TSZ FUNG NGAI"
    ],
    "a": 37,
    "ab": 33,
    "b": 19,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 2,
    "not_reported": 0,
    "other": 0,
    "total": 92,
    "source_aliases": [
      "ECON 700"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 700",
    "course_uid": "course_10ec8d2be1b1642752c20ec2",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "David Hansen"
    ],
    "a": 35,
    "ab": 27,
    "b": 12,
    "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": 75,
    "source_aliases": [
      "ECON 700"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 700",
    "course_uid": "course_10ec8d2be1b1642752c20ec2",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "David Hansen"
    ],
    "a": 20,
    "ab": 15,
    "b": 11,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 47,
    "source_aliases": [
      "ECON 700"
    ]
  }
]
```

### statistics

#### gpa

3.613

#### graded

989

#### counts

* 481
* 281
* 203
* 21
* 2
* 0
* 1

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_10ec8d2be1b1642752c20ec2-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_10ec8d2be1b1642752c20ec2-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_10ec8d2be1b1642752c20ec2-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_10ec8d2be1b1642752c20ec2-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_10ec8d2be1b1642752c20ec2-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_10ec8d2be1b1642752c20ec2-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_10ec8d2be1b1642752c20ec2-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_10ec8d2be1b1642752c20ec2-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_10ec8d2be1b1642752c20ec2-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_10ec8d2be1b1642752c20ec2-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.6127401415571283

#### count

989

#### university

##### size

3700

##### gpa Percentile

36

##### count Percentile

89

##### median Count

164

##### 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 | 5     | false   |
| 2.8–3.2 | 267   | false   |
| 3.2–3.6 | 993   | false   |
| 3.6–4.0 | 2434  | true    |

#### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 88,
      "gpaPercentile": 63,
      "countPercentile": 84,
      "medianCount": 242.5,
      "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": 21,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 33,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 34,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1152

##### term

1152

##### gpa

3.3461538461538463

##### count

65

##### university

###### size

918

###### gpa Percentile

44

###### count Percentile

49

###### median Count

65

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 33    | false   |
| 2.8–3.2 | 227   | false   |
| 3.2–3.6 | 371   | true    |
| 3.6–4.0 | 286   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 33,
      "gpaPercentile": 69,
      "countPercentile": 38,
      "medianCount": 69,
      "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": 15,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 14,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 3,
          "current": false
        }
      ]
    }
  }
]
```

#### 1162

##### term

1162

##### gpa

3.4593023255813953

##### count

86

##### university

###### size

954

###### gpa Percentile

51

###### count Percentile

63

###### 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   | true    |
| 3.6–4.0 | 345   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 32,
      "gpaPercentile": 74,
      "countPercentile": 45,
      "medianCount": 87,
      "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": 14,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 13,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 5,
          "current": false
        }
      ]
    }
  }
]
```

#### 1172

##### term

1172

##### gpa

3.7058823529411766

##### count

102

##### university

###### size

991

###### gpa Percentile

70

###### count Percentile

71

###### 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": "ECON",
    "comparison": {
      "size": 34,
      "gpaPercentile": 91,
      "countPercentile": 58,
      "medianCount": 91.5,
      "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": 16,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 11,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 7,
          "current": true
        }
      ]
    }
  }
]
```

#### 1182

##### term

1182

##### gpa

3.6011904761904763

##### count

84

##### university

###### size

1025

###### gpa Percentile

59

###### count Percentile

58

###### 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": "ECON",
    "comparison": {
      "size": 38,
      "gpaPercentile": 78,
      "countPercentile": 49,
      "medianCount": 84,
      "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": 1,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 17,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 11,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": true
        }
      ]
    }
  }
]
```

#### 1192

##### term

1192

##### gpa

3.6149425287356323

##### count

87

##### university

###### size

1077

###### gpa Percentile

57

###### count Percentile

62

###### 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": "ECON",
    "comparison": {
      "size": 38,
      "gpaPercentile": 89,
      "countPercentile": 51,
      "medianCount": 85,
      "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": 16,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 17,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 5,
          "current": true
        }
      ]
    }
  }
]
```

#### 1202

##### term

1202

##### gpa

3.634259259259259

##### count

108

##### university

###### size

1102

###### gpa Percentile

58

###### count Percentile

70

###### 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": "ECON",
    "comparison": {
      "size": 38,
      "gpaPercentile": 86,
      "countPercentile": 59,
      "medianCount": 87.5,
      "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": 16,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 16,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 6,
          "current": true
        }
      ]
    }
  }
]
```

#### 1212

##### term

1212

##### gpa

3.8117647058823527

##### count

85

##### university

###### size

1111

###### gpa Percentile

70

###### count Percentile

58

###### 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": "ECON",
    "comparison": {
      "size": 43,
      "gpaPercentile": 93,
      "countPercentile": 60,
      "medianCount": 62,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 10,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 21,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 12,
          "current": true
        }
      ]
    }
  }
]
```

#### 1222

##### term

1222

##### gpa

3.6292134831460676

##### count

89

##### university

###### size

1157

###### gpa Percentile

49

###### count Percentile

61

###### median Count

64

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 17    | false   |
| 2.8–3.2 | 174   | false   |
| 3.2–3.6 | 351   | false   |
| 3.6–4.0 | 614   | true    |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 37,
      "gpaPercentile": 78,
      "countPercentile": 64,
      "medianCount": 79,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 10,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 17,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": true
        }
      ]
    }
  }
]
```

#### 1232

##### term

1232

##### gpa

3.6232876712328768

##### count

73

##### university

###### size

1216

###### gpa Percentile

48

###### count Percentile

53

###### median Count

66

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 2     | false   |
| 2.4–2.8 | 14    | false   |
| 2.8–3.2 | 174   | false   |
| 3.2–3.6 | 356   | false   |
| 3.6–4.0 | 670   | true    |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 38,
      "gpaPercentile": 78,
      "countPercentile": 57,
      "medianCount": 68.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 15,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 14,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": true
        }
      ]
    }
  }
]
```

#### 1242

##### term

1242

##### gpa

3.601123595505618

##### count

89

##### university

###### size

1295

###### gpa Percentile

44

###### count Percentile

62

###### median Count

67

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 2     | false   |
| 2.4–2.8 | 11    | false   |
| 2.8–3.2 | 162   | false   |
| 3.2–3.6 | 394   | false   |
| 3.6–4.0 | 726   | true    |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 44,
      "gpaPercentile": 77,
      "countPercentile": 70,
      "medianCount": 70,
      "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": 13,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 19,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 11,
          "current": true
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

3.64

##### count

75

##### university

###### size

1333

###### gpa Percentile

46

###### count Percentile

53

###### median Count

69

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 14    | false   |
| 2.8–3.2 | 115   | false   |
| 3.2–3.6 | 431   | false   |
| 3.6–4.0 | 773   | true    |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 46,
      "gpaPercentile": 80,
      "countPercentile": 56,
      "medianCount": 74,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 8,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 26,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 12,
          "current": true
        }
      ]
    }
  }
]
```

#### 1262

##### term

1262

##### gpa

3.597826086956522

##### count

46

##### university

###### size

1320

###### gpa Percentile

39

###### count Percentile

28

###### median Count

70

###### histogram

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

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 40,
      "gpaPercentile": 74,
      "countPercentile": 23,
      "medianCount": 65.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 9,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 21,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": false
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

3700

###### gpa

3.6715120488653152

###### top Share

82.65789620787378

###### count

164

##### ECON

###### size

88

###### gpa

3.48796938277607

###### top Share

70.32846315576562

###### count

242.5

#### terms

##### 1152

###### school

###### size

918

###### gpa

3.408733538594633

###### top Share

66.06693005846735

###### count

65

###### ECON

###### size

33

###### gpa

3.2344670418039208

###### top Share

52.7649642628622

###### count

69

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

###### ECON

###### size

32

###### gpa

3.257120549725447

###### top Share

55.77705566035788

###### count

87

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

###### ECON

###### size

34

###### gpa

3.283515605218873

###### top Share

56.18377536261731

###### count

91.5

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

###### ECON

###### size

38

###### gpa

3.2679970257738016

###### top Share

56.1000441582342

###### count

84

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### ECON

###### size

38

###### gpa

3.2727133601045373

###### top Share

56.19863891625153

###### count

85

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

###### ECON

###### size

38

###### gpa

3.3091483887175275

###### top Share

57.52333435644998

###### count

87.5

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

###### ECON

###### size

43

###### gpa

3.4217856837040865

###### top Share

67.0762430121588

###### count

62

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### ECON

###### size

37

###### gpa

3.4063875168428908

###### top Share

64.51912969847739

###### count

79

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

###### ECON

###### size

38

###### gpa

3.3360474441634977

###### top Share

61.683172425833845

###### count

68.5

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### ECON

###### size

44

###### gpa

3.382488776849895

###### top Share

64.71357517027587

###### count

70

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### ECON

###### size

46

###### gpa

3.4251846784024935

###### top Share

66.33912567216377

###### count

74

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### ECON

###### size

40

###### gpa

3.446407481735755

###### top Share

68.17148103554868

###### count

65.5

## instructor Trends

```json
[
  {
    "uid": "instructor_021894acc2d4cbed9b9e1ed2",
    "name": "DAVID HANSEN",
    "count": 989,
    "terms": [
      {
        "term": "1152",
        "count": 65,
        "sections": 1,
        "gpa": 3.3461538461538463
      },
      {
        "term": "1162",
        "count": 86,
        "sections": 1,
        "gpa": 3.4593023255813953
      },
      {
        "term": "1172",
        "count": 102,
        "sections": 1,
        "gpa": 3.7058823529411766
      },
      {
        "term": "1182",
        "count": 84,
        "sections": 1,
        "gpa": 3.6011904761904763
      },
      {
        "term": "1192",
        "count": 87,
        "sections": 1,
        "gpa": 3.6149425287356323
      },
      {
        "term": "1202",
        "count": 108,
        "sections": 1,
        "gpa": 3.634259259259259
      },
      {
        "term": "1212",
        "count": 85,
        "sections": 1,
        "gpa": 3.8117647058823527
      },
      {
        "term": "1222",
        "count": 89,
        "sections": 2,
        "gpa": 3.6292134831460676
      },
      {
        "term": "1232",
        "count": 73,
        "sections": 1,
        "gpa": 3.6232876712328768
      },
      {
        "term": "1242",
        "count": 89,
        "sections": 2,
        "gpa": 3.601123595505618
      },
      {
        "term": "1252",
        "count": 75,
        "sections": 1,
        "gpa": 3.64
      },
      {
        "term": "1262",
        "count": 46,
        "sections": 1,
        "gpa": 3.597826086956522
      }
    ]
  },
  {
    "uid": "instructor_1ef6376c8c22ecb29237b46e",
    "name": "JIEMIN XU",
    "count": 89,
    "terms": [
      {
        "term": "1242",
        "count": 89,
        "sections": 2,
        "gpa": 3.601123595505618
      }
    ]
  },
  {
    "uid": "instructor_9098ad63e2e4973c343571ce",
    "name": "TSZ FUNG NGAI",
    "count": 89,
    "terms": [
      {
        "term": "1242",
        "count": 89,
        "sections": 2,
        "gpa": 3.601123595505618
      }
    ]
  }
]
```

## following

None recorded.

## projection

### target

1272

### interval

#### lower

3.41

#### upper

3.82

#### coverage

80

#### terms

8

### gpa

3.616192979071864

### grades

| grade | percentage          |
| ----- | ------------------- |
| A     | 44.31595966784545   |
| AB    | 35.06089214555721   |
| B     | 20.168932519722098  |
| BC    | 0.45421566687523507 |
| C     | 0                   |
| D     | 0                   |
| F     | 0                   |

### source Terms

* 1262
* 1252
* 1242
* 1232
* 1222

### source Count

372

### same Season

true

### historical Range

* 3.5978260869565215
* 3.64

### backtest

#### terms

8

#### gpa Error

0.06756555029173272

#### mix Error

10.712382934346913
