# ECON 703: Mathematical Economics I | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ECON_703)

## 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
* 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

a56c36ec233d0be26980041f930fbbd75bd02f47a3a1b4192405073cf050deaf

### course id

ECON 703

### course uid

course\_d0e6cf6b4c558dcbc7be6613

### catalog version id

ecf7f616d8bf2bdd1b090c87fd16848bd4cdc1a8b0711c00cc5bc35df917efe8

### course number

703

### subjects

* ECON

### title

MATHEMATICAL ECONOMICS I

### description

A survey of mathematical techniques used in economic analysis. Linear algebra and optimization techniques are emphasized.

### requirements text

Graduate/professional standing

### credits min

3

### credits max

4

### credit offering ids

* 1272:296:005722

### llm job id

enrich-03fec27af95860a0bfdd385b

### llm output id

ebd3227d045f429d1753c78aed11c5e44c53a4b5c2148a3129396e61b2d7172f

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

ECON 703 surveys mathematical techniques for economic analysis, emphasizing linear algebra and optimization.

### llm topics

* Mathematical techniques in economic analysis
* Linear algebra
* Optimization techniques

### llm skills

* Applying linear algebra and optimization techniques in economic analysis

### llm assumed background

None recorded.

### llm search phrases

* mathematical economics
* linear algebra economics
* optimization economic analysis
* graduate mathematical methods

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

b4edaf1e28d538756efe9e7a6ec258b6933ad9fa6e4b4e1d7fa460aaf211899a

#### course id

ECON 703

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_6cc81efed20fdd18431b7a0c",
    "message": "No course-specific reviews available",
    "name": "John Kennan",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:579363",
    "summary": [
      {
        "citations": [
          {
            "course_id": "ECON 703",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
            "source_record": {
              "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1202",
            "type": "grade"
          },
          {
            "course_id": "ECON 703",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
            "source_record": {
              "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1242",
            "type": "grade"
          },
          {
            "course_id": "ECON 703",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
            "source_record": {
              "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2019: 3.82 GPA, 85.7% A/AB (n=28 letter grades); Fall 2023: 3.74 GPA, 84.8% A/AB (n=33 letter grades); Fall 2025: 3.94 GPA, 100.0% A/AB (n=25 letter grades). Includes jointly taught sections."
      }
    ]
  }
]
```

#### difficulty workload

Historical reviews of Raymond Deneckere: The course is rated as difficult, with a rating of 4, and requires careful attention to lectures to gain significant value.

```json
{
  "citations": [
    {
      "instructor_name": "Raymond Deneckere",
      "review_date": "2011-08-29 03:09:29 +0000 UTC",
      "review_id": "09a47d8a82e4797fae373823",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1053939",
      "source_review_id": "UmF0aW5nLTE4OTYwOTYz",
      "source_url": "https://www.ratemyprofessors.com/professor/1053939",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

Historical review of Raymond Deneckere describes him as brilliant and engaging for Mathematics in Economics, noting that careful attention yields significant learning.

```json
{
  "citations": [
    {
      "instructor_name": "Raymond Deneckere",
      "review_date": "2011-08-29 03:09:29 +0000 UTC",
      "review_id": "09a47d8a82e4797fae373823",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1053939",
      "source_review_id": "UmF0aW5nLTE4OTYwOTYz",
      "source_url": "https://www.ratemyprofessors.com/professor/1053939",
      "type": "review"
    }
  ]
}
```

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Historical reviews for Raymond Deneckere describe him as brilliant and engaging, making Mathematics in Economics interesting for those who follow carefully.

```json
{
  "citations": [
    {
      "instructor_name": "Raymond Deneckere",
      "review_date": "2011-08-29 03:09:29 +0000 UTC",
      "review_id": "09a47d8a82e4797fae373823",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1053939",
      "source_review_id": "UmF0aW5nLTE4OTYwOTYz",
      "source_url": "https://www.ratemyprofessors.com/professor/1053939",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Fall 2023: 3.74 GPA, 84.8% A/AB (n=33 letter grades); Fall 2024: 3.73 GPA, 93.8% A/AB (n=32 letter grades); Fall 2025: 3.94 GPA, 100.0% A/AB (n=25 letter grades).

```json
{
  "citations": [
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### student experience

Historical reviews of Raymond Deneckere: Students who follow the instruction carefully report getting a lot out of the class, indicating a rewarding experience despite the difficulty.

```json
{
  "citations": [
    {
      "instructor_name": "Raymond Deneckere",
      "review_date": "2011-08-29 03:09:29 +0000 UTC",
      "review_id": "09a47d8a82e4797fae373823",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1053939",
      "source_review_id": "UmF0aW5nLTE4OTYwOTYz",
      "source_url": "https://www.ratemyprofessors.com/professor/1053939",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

JOHN KENNAN is recorded teaching in Fall 2018, Fall 2019, Fall 2023, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

RAYMOND DENECKERE is recorded teaching in Fall 2006, Fall 2007, Fall 2008, Fall 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2022, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1072",
      "type": "grade"
    },
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1082",
      "type": "grade"
    },
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1092",
      "type": "grade"
    },
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1162",
      "type": "grade"
    },
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1172",
      "type": "grade"
    },
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "ECON 703",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
      "source_record": {
        "entity_id": "0a020520-bf69-3a8f-8759-ad36ff0c89a4",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Graduate/professional standing",
    "course": null,
    "evidence": "Graduate/professional standing",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
  {
    "instructor_uid": "instructor_6cc81efed20fdd18431b7a0c",
    "source": "enrollment",
    "source_instructor_id": "jfkennan",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "John Kennan",
    "email": "JKENNAN@SSC.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 8,
      "quality": 3.12,
      "difficulty": 4.12,
      "quality_count": 8,
      "difficulty_count": 8,
      "profile_id": "rmp:579363",
      "source_url": "https://www.ratemyprofessors.com/professor/579363",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:31:24.829828+00:00",
      "courses": {
        "course_f3e0c6c26013f3c2a4376321": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_58c6777bcc200d28ee8b067d": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_f8287db34795266858335482": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_91a1df85c82e29635060a630": {
          "review_count": 3,
          "quality": 1.33,
          "difficulty": 5,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.5054898453904255,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JOHN_KENNAN"
  },
  {
    "instructor_uid": "instructor_e00f0581cb522c0fde48c5eb",
    "source": "enrollment",
    "source_instructor_id": "mxie65",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Mingxin Xie",
    "email": "MXIE65@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/MINGXIN_XIE"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:296:005722",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1272",
    "source_course_id": "005722",
    "source_subject_id": "296",
    "title": "Mathematical Economics I",
    "credits_min": 3,
    "credits_max": 4,
    "typically_offered": "Fall"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:12948",
    "term_id": "1272",
    "source_section_id": "12948",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 16,
    "enrolled": 15,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:19363",
    "term_id": "1272",
    "source_section_id": "19363",
    "identity_basis": "class_number",
    "section_number": "301",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 16,
    "enrolled": 15,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  }
]
```

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_fab245b04e6cc5e300226e08",
    "source": "madgrades",
    "source_instructor_id": "1067939",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "RAYMOND DENECKERE",
    "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": 33,
      "quality": 3,
      "difficulty": 3.18,
      "quality_count": 33,
      "difficulty_count": 33,
      "profile_id": "rmp:1053939",
      "source_url": "https://www.ratemyprofessors.com/professor/1053939",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:10:31.067240+00:00",
      "courses": {
        "course_e1235dcbd05a8b1ac84ba097": {
          "review_count": 12,
          "quality": 2.25,
          "difficulty": 3.25,
          "quality_count": 12,
          "difficulty_count": 12
        },
        "course_76a0854768c03089348672b1": {
          "review_count": 1,
          "quality": 3,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_1932eed8246324e0a053d4fe": {
          "review_count": 3,
          "quality": 2.67,
          "difficulty": 2.67,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_8225e7080149a48682f637af": {
          "review_count": 10,
          "quality": 3,
          "difficulty": 3.1,
          "quality_count": 10,
          "difficulty_count": 10
        },
        "course_d0e6cf6b4c558dcbc7be6613": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_bbffbd8eaca63432913620af": {
          "review_count": 3,
          "quality": 4,
          "difficulty": 3.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.2489380315270173,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.658,
      "graded": 2875,
      "counts": [
        1609,
        754,
        397,
        60,
        47,
        7,
        1
      ],
      "sections": 81
    },
    "instructor_url": "/instructors/RAYMOND_DENECKERE--instructor_fab245b04e6cc5e300226e08"
  },
  {
    "instructor_uid": "instructor_e69a754cb44f6b89a3a72416",
    "source": "madgrades",
    "source_instructor_id": "4197615",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MAREK WERETKA",
    "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": 81,
      "quality": 3.28,
      "difficulty": 3.26,
      "quality_count": 81,
      "difficulty_count": 81,
      "profile_id": "rmp:974425",
      "source_url": "https://www.ratemyprofessors.com/professor/974425",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:21:15.381518+00:00",
      "courses": {
        "course_c1d62f93b6bc2a4cab189b27": {
          "review_count": 71,
          "quality": 3.35,
          "difficulty": 3.18,
          "quality_count": 71,
          "difficulty_count": 71
        },
        "course_3477c94914377ae65b2c1665": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_dbf1cd0b9e433b7de518074e": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_b06a097b8534a1fe6f82d86a": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 5,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_9342eaf3d82a59634b605992": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.3551853036725934,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 2.926,
      "graded": 3956,
      "counts": [
        953,
        617,
        818,
        720,
        575,
        201,
        72
      ],
      "sections": 45
    },
    "instructor_url": "/instructors/MAREK_WERETKA--instructor_e69a754cb44f6b89a3a72416"
  },
  {
    "instructor_uid": "instructor_f41cfddf12ddb0a4ab6da89b",
    "source": "madgrades",
    "source_instructor_id": "4760136",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "NICOLAS ROYS",
    "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": 9,
      "quality": 4.44,
      "difficulty": 2,
      "quality_count": 9,
      "difficulty_count": 9,
      "profile_id": "rmp:1711746",
      "source_url": "https://www.ratemyprofessors.com/professor/1711746",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:14:03.113806+00:00",
      "courses": {
        "course_9342eaf3d82a59634b605992": {
          "review_count": 6,
          "quality": 4.33,
          "difficulty": 2.17,
          "quality_count": 6,
          "difficulty_count": 6
        }
      },
      "bayesian_quality": 3.901852264514894,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.06,
      "graded": 1141,
      "counts": [
        324,
        235,
        197,
        195,
        115,
        64,
        11
      ],
      "sections": 14
    },
    "instructor_url": "/instructors/NICOLAS_ROYS--instructor_f41cfddf12ddb0a4ab6da89b"
  },
  {
    "instructor_uid": "instructor_8267527fef7f4f70ec6220c4",
    "source": "madgrades",
    "source_instructor_id": "2601032",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JOHN KENNAN",
    "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": 8,
      "quality": 3.12,
      "difficulty": 4.12,
      "quality_count": 8,
      "difficulty_count": 8,
      "profile_id": "rmp:579363",
      "source_url": "https://www.ratemyprofessors.com/professor/579363",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:31:24.829828+00:00",
      "courses": {
        "course_f3e0c6c26013f3c2a4376321": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_58c6777bcc200d28ee8b067d": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_f8287db34795266858335482": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_91a1df85c82e29635060a630": {
          "review_count": 3,
          "quality": 1.33,
          "difficulty": 5,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.5054898453904255,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.584,
      "graded": 705,
      "counts": [
        380,
        152,
        131,
        17,
        17,
        5,
        3
      ],
      "sections": 49
    },
    "instructor_url": "/instructors/JOHN_KENNAN--instructor_8267527fef7f4f70ec6220c4"
  },
  {
    "instructor_uid": "instructor_1bc78dc9d8cab715f51ccc31",
    "source": "madgrades",
    "source_instructor_id": "6243031",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANNA BYKHOVSKAYA",
    "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": 3.622,
      "graded": 160,
      "counts": [
        81,
        50,
        22,
        3,
        3,
        1,
        0
      ],
      "sections": 5
    },
    "instructor_url": "/instructors/ANNA_BYKHOVSKAYA"
  },
  {
    "instructor_uid": "instructor_85610bbd26d158aeb0e96b0f",
    "source": "madgrades",
    "source_instructor_id": "6452132",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JAKOB JUERGENS",
    "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": 3.742,
      "graded": 33,
      "counts": [
        21,
        7,
        5,
        0,
        0,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/JAKOB_JUERGENS--instructor_85610bbd26d158aeb0e96b0f"
  },
  {
    "instructor_uid": "instructor_6cc81efed20fdd18431b7a0c",
    "source": "enrollment",
    "source_instructor_id": "jfkennan",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "John Kennan",
    "email": "JKENNAN@SSC.WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 8,
      "quality": 3.12,
      "difficulty": 4.12,
      "quality_count": 8,
      "difficulty_count": 8,
      "profile_id": "rmp:579363",
      "source_url": "https://www.ratemyprofessors.com/professor/579363",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:31:24.829828+00:00",
      "courses": {
        "course_f3e0c6c26013f3c2a4376321": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_58c6777bcc200d28ee8b067d": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_f8287db34795266858335482": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_91a1df85c82e29635060a630": {
          "review_count": 3,
          "quality": 1.33,
          "difficulty": 5,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.5054898453904255,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JOHN_KENNAN"
  },
  {
    "instructor_uid": "instructor_e00f0581cb522c0fde48c5eb",
    "source": "enrollment",
    "source_instructor_id": "mxie65",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Mingxin Xie",
    "email": "MXIE65@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/MINGXIN_XIE"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1072",
    "term_name": "Fall 2006",
    "instructors": [
      "Raymond Deneckere"
    ],
    "a": 10,
    "ab": 14,
    "b": 12,
    "bc": 5,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 1,
    "other": 0,
    "total": 42,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1082",
    "term_name": "Fall 2007",
    "instructors": [
      "Raymond Deneckere"
    ],
    "a": 14,
    "ab": 7,
    "b": 8,
    "bc": 8,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 3,
    "not_reported": 0,
    "other": 0,
    "total": 40,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1092",
    "term_name": "Fall 2008",
    "instructors": [
      "Raymond Deneckere"
    ],
    "a": 17,
    "ab": 7,
    "b": 15,
    "bc": 1,
    "c": 4,
    "d": 1,
    "f": 0,
    "satisfactory": 2,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 47,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1102",
    "term_name": "Fall 2009",
    "instructors": [
      "Marek Weretka"
    ],
    "a": 11,
    "ab": 7,
    "b": 3,
    "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": 22,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1112",
    "term_name": "Fall 2010",
    "instructors": [
      "NICOLAS ROYS"
    ],
    "a": 16,
    "ab": 14,
    "b": 10,
    "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": 40,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1122",
    "term_name": "Fall 2011",
    "instructors": [
      "NICOLAS ROYS"
    ],
    "a": 19,
    "ab": 9,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 31,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1132",
    "term_name": "Fall 2012",
    "instructors": [
      "NICOLAS ROYS"
    ],
    "a": 16,
    "ab": 8,
    "b": 4,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 28,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1142",
    "term_name": "Fall 2013",
    "instructors": [
      "NICOLAS ROYS"
    ],
    "a": 26,
    "ab": 12,
    "b": 2,
    "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": 40,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1152",
    "term_name": "Fall 2014",
    "instructors": [
      "Raymond Deneckere"
    ],
    "a": 25,
    "ab": 6,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 10,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 41,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "Raymond Deneckere"
    ],
    "a": 39,
    "ab": 12,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 54,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "Raymond Deneckere"
    ],
    "a": 21,
    "ab": 10,
    "b": 8,
    "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": 39,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "Raymond Deneckere"
    ],
    "a": 25,
    "ab": 7,
    "b": 2,
    "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": 34,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "John Kennan"
    ],
    "a": 20,
    "ab": 4,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 27,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "John Kennan"
    ],
    "a": 22,
    "ab": 2,
    "b": 4,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 28,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "ANNA BYKHOVSKAYA"
    ],
    "a": 16,
    "ab": 6,
    "b": 3,
    "bc": 0,
    "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": 1,
    "total": 27,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "ANNA BYKHOVSKAYA"
    ],
    "a": 12,
    "ab": 11,
    "b": 5,
    "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": 28,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "Raymond Deneckere"
    ],
    "a": 17,
    "ab": 9,
    "b": 2,
    "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": 28,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Jakob Juergens",
      "John Kennan"
    ],
    "a": 21,
    "ab": 7,
    "b": 5,
    "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": 33,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Raymond Deneckere"
    ],
    "a": 18,
    "ab": 12,
    "b": 1,
    "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": 32,
    "source_aliases": [
      "ECON 703"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 703",
    "course_uid": "course_d0e6cf6b4c558dcbc7be6613",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "John Kennan"
    ],
    "a": 22,
    "ab": 3,
    "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": 25,
    "source_aliases": [
      "ECON 703"
    ]
  }
]
```

### statistics

#### gpa

3.685

#### graded

666

#### counts

* 387
* 167
* 91
* 16
* 4
* 1
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_d0e6cf6b4c558dcbc7be6613-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_d0e6cf6b4c558dcbc7be6613-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_d0e6cf6b4c558dcbc7be6613-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_d0e6cf6b4c558dcbc7be6613-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_d0e6cf6b4c558dcbc7be6613-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_d0e6cf6b4c558dcbc7be6613-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_d0e6cf6b4c558dcbc7be6613-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_d0e6cf6b4c558dcbc7be6613-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_d0e6cf6b4c558dcbc7be6613-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_d0e6cf6b4c558dcbc7be6613-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.6854354354354353

#### count

666

#### university

##### size

4146

##### gpa Percentile

46

##### count Percentile

79

##### median Count

193

##### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 10    | false   |
| 2.8–3.2 | 326   | false   |
| 3.2–3.6 | 1185  | false   |
| 3.6–4.0 | 2625  | true    |

#### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 95,
      "gpaPercentile": 68,
      "countPercentile": 68,
      "medianCount": 300,
      "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": 24,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 34,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 37,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1072

##### term

1072

##### gpa

3.3536585365853657

##### count

41

##### university

###### size

723

###### gpa Percentile

51

###### count Percentile

23

###### median Count

67

###### histogram

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

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 22,
      "gpaPercentile": 90,
      "countPercentile": 14,
      "medianCount": 81.5,
      "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": 7,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 8,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 7,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 0,
          "current": false
        }
      ]
    }
  }
]
```

#### 1082

##### term

1082

##### gpa

3.364864864864865

##### count

37

##### university

###### size

723

###### gpa Percentile

51

###### count Percentile

15

###### median Count

68

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 51    | false   |
| 2.8–3.2 | 202   | false   |
| 3.2–3.6 | 265   | true    |
| 3.6–4.0 | 204   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 23,
      "gpaPercentile": 86,
      "countPercentile": 23,
      "medianCount": 86,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 2,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 12,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 9,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 0,
          "current": false
        }
      ]
    }
  }
]
```

#### 1092

##### term

1092

##### gpa

3.311111111111111

##### count

45

##### university

###### size

732

###### gpa Percentile

45

###### count Percentile

24

###### median Count

70

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 41    | false   |
| 2.8–3.2 | 208   | false   |
| 3.2–3.6 | 271   | true    |
| 3.6–4.0 | 211   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 24,
      "gpaPercentile": 83,
      "countPercentile": 22,
      "medianCount": 78,
      "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": 8,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 1,
          "current": false
        }
      ]
    }
  }
]
```

#### 1102

##### term

1102

##### gpa

3.6363636363636362

##### count

22

##### departments

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

#### 1112

##### term

1112

##### gpa

3.575

##### count

40

##### university

###### size

805

###### gpa Percentile

69

###### count Percentile

21

###### median Count

66

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 45    | false   |
| 2.8–3.2 | 218   | false   |
| 3.2–3.6 | 316   | true    |
| 3.6–4.0 | 225   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 26,
      "gpaPercentile": 96,
      "countPercentile": 12,
      "medianCount": 60,
      "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": 3,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 16,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 6,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 1,
          "current": false
        }
      ]
    }
  }
]
```

#### 1122

##### term

1122

##### gpa

3.7580645161290325

##### count

31

##### university

###### size

804

###### gpa Percentile

81

###### count Percentile

2

###### 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": "ECON",
    "comparison": {
      "size": 32,
      "gpaPercentile": 94,
      "countPercentile": 10,
      "medianCount": 75,
      "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": 3,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 19,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 5,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 5,
          "current": true
        }
      ]
    }
  }
]
```

#### 1132

##### term

1132

##### gpa

3.7142857142857144

##### count

28

##### departments

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

#### 1142

##### term

1142

##### gpa

3.8

##### count

40

##### university

###### size

853

###### gpa Percentile

83

###### count Percentile

21

###### median Count

67

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 4     | false   |
| 2.4–2.8 | 33    | false   |
| 2.8–3.2 | 228   | false   |
| 3.2–3.6 | 320   | false   |
| 3.6–4.0 | 268   | true    |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 27,
      "gpaPercentile": 96,
      "countPercentile": 12,
      "medianCount": 111,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 2,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 17,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 5,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 3,
          "current": true
        }
      ]
    }
  }
]
```

#### 1152

##### term

1152

##### gpa

3.903225806451613

##### count

31

##### university

###### size

918

###### gpa Percentile

90

###### count Percentile

2

###### median Count

65

###### histogram

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

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 33,
      "gpaPercentile": 100,
      "countPercentile": 0,
      "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": false
        },
        {
          "range": "3.6–4.0",
          "count": 3,
          "current": true
        }
      ]
    }
  }
]
```

#### 1162

##### term

1162

##### gpa

3.8653846153846154

##### count

52

##### university

###### size

954

###### gpa Percentile

87

###### count Percentile

38

###### 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": "ECON",
    "comparison": {
      "size": 32,
      "gpaPercentile": 97,
      "countPercentile": 23,
      "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": false
        },
        {
          "range": "3.6–4.0",
          "count": 5,
          "current": true
        }
      ]
    }
  }
]
```

#### 1172

##### term

1172

##### gpa

3.6666666666666665

##### count

39

##### university

###### size

991

###### gpa Percentile

67

###### count Percentile

19

###### 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": 82,
      "countPercentile": 15,
      "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

3.838235294117647

##### count

34

##### university

###### size

1025

###### gpa Percentile

83

###### count Percentile

6

###### 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": 100,
      "countPercentile": 8,
      "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

3.814814814814815

##### count

27

##### departments

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

#### 1202

##### term

1202

##### gpa

3.8214285714285716

##### count

28

##### departments

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

#### 1212

##### term

1212

##### gpa

3.76

##### count

25

##### departments

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

#### 1222

##### term

1222

##### gpa

3.625

##### count

28

##### departments

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

#### 1232

##### term

1232

##### gpa

3.767857142857143

##### count

28

##### departments

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

#### 1242

##### term

1242

##### gpa

3.742424242424242

##### count

33

##### university

###### size

1295

###### gpa Percentile

60

###### 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 | 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": 88,
      "countPercentile": 7,
      "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

3.734375

##### count

32

##### university

###### size

1333

###### gpa Percentile

57

###### count Percentile

5

###### 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": 84,
      "countPercentile": 7,
      "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

3.94

##### count

25

##### departments

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

### benchmarks

#### all

##### school

###### size

4146

###### gpa

3.655576857310451

###### top Share

81.61127984016484

###### count

193

##### ECON

###### size

95

###### gpa

3.4650338695369776

###### top Share

68.8955413302705

###### count

300

#### terms

##### 1072

###### school

###### size

723

###### gpa

3.344595727439471

###### top Share

62.012941427864526

###### count

67

###### ECON

###### size

22

###### gpa

3.0214354917219977

###### top Share

40.565682901047786

###### count

81.5

##### 1082

###### school

###### size

723

###### gpa

3.3583896732335172

###### top Share

62.932746798940194

###### count

68

###### ECON

###### size

23

###### gpa

3.0919296833361263

###### top Share

43.929521475736

###### count

86

##### 1092

###### school

###### size

732

###### gpa

3.374660709520374

###### top Share

63.690339324346596

###### count

70

###### ECON

###### size

24

###### gpa

3.105837139183562

###### top Share

44.708122686953516

###### count

78

##### 1102

###### school

###### size

774

###### gpa

3.36712622366007

###### top Share

63.703228532165696

###### count

67

###### ECON

###### size

27

###### gpa

3.1047684954005166

###### top Share

46.644448387645376

###### count

65

##### 1112

###### school

###### size

805

###### gpa

3.3737773184830386

###### top Share

63.91039244872789

###### count

66

###### ECON

###### size

26

###### gpa

3.0801797521029894

###### top Share

44.59121845139345

###### count

60

##### 1122

###### school

###### size

804

###### gpa

3.3737149752667013

###### top Share

63.65118790117902

###### count

70

###### ECON

###### size

32

###### gpa

3.148060317171765

###### top Share

48.69785590964286

###### count

75

##### 1132

###### school

###### size

851

###### gpa

3.391128778809763

###### top Share

64.69509437122704

###### count

66

###### ECON

###### size

27

###### gpa

3.084125462905226

###### top Share

44.16217101765231

###### count

103

##### 1142

###### school

###### size

853

###### gpa

3.3941849959684913

###### top Share

65.28450334228523

###### count

67

###### ECON

###### size

27

###### gpa

3.1348729683774796

###### top Share

48.51648028641956

###### count

111

##### 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_fab245b04e6cc5e300226e08",
    "name": "RAYMOND DENECKERE",
    "count": 339,
    "terms": [
      {
        "term": "1072",
        "count": 41,
        "sections": 1,
        "gpa": 3.3536585365853657
      },
      {
        "term": "1082",
        "count": 37,
        "sections": 1,
        "gpa": 3.364864864864865
      },
      {
        "term": "1092",
        "count": 45,
        "sections": 1,
        "gpa": 3.311111111111111
      },
      {
        "term": "1152",
        "count": 31,
        "sections": 1,
        "gpa": 3.903225806451613
      },
      {
        "term": "1162",
        "count": 52,
        "sections": 1,
        "gpa": 3.8653846153846154
      },
      {
        "term": "1172",
        "count": 39,
        "sections": 1,
        "gpa": 3.6666666666666665
      },
      {
        "term": "1182",
        "count": 34,
        "sections": 1,
        "gpa": 3.838235294117647
      },
      {
        "term": "1232",
        "count": 28,
        "sections": 1,
        "gpa": 3.767857142857143
      },
      {
        "term": "1252",
        "count": 32,
        "sections": 1,
        "gpa": 3.734375
      }
    ]
  },
  {
    "uid": "instructor_f41cfddf12ddb0a4ab6da89b",
    "name": "NICOLAS ROYS",
    "count": 139,
    "terms": [
      {
        "term": "1112",
        "count": 40,
        "sections": 1,
        "gpa": 3.575
      },
      {
        "term": "1122",
        "count": 31,
        "sections": 1,
        "gpa": 3.7580645161290325
      },
      {
        "term": "1132",
        "count": 28,
        "sections": 1,
        "gpa": 3.7142857142857144
      },
      {
        "term": "1142",
        "count": 40,
        "sections": 1,
        "gpa": 3.8
      }
    ]
  },
  {
    "uid": "instructor_8267527fef7f4f70ec6220c4",
    "name": "JOHN KENNAN",
    "count": 113,
    "terms": [
      {
        "term": "1192",
        "count": 27,
        "sections": 1,
        "gpa": 3.814814814814815
      },
      {
        "term": "1202",
        "count": 28,
        "sections": 1,
        "gpa": 3.8214285714285716
      },
      {
        "term": "1242",
        "count": 33,
        "sections": 1,
        "gpa": 3.742424242424242
      },
      {
        "term": "1262",
        "count": 25,
        "sections": 1,
        "gpa": 3.94
      }
    ]
  },
  {
    "uid": "instructor_1bc78dc9d8cab715f51ccc31",
    "name": "ANNA BYKHOVSKAYA",
    "count": 53,
    "terms": [
      {
        "term": "1212",
        "count": 25,
        "sections": 1,
        "gpa": 3.76
      },
      {
        "term": "1222",
        "count": 28,
        "sections": 1,
        "gpa": 3.625
      }
    ]
  },
  {
    "uid": "instructor_85610bbd26d158aeb0e96b0f",
    "name": "JAKOB JUERGENS",
    "count": 33,
    "terms": [
      {
        "term": "1242",
        "count": 33,
        "sections": 1,
        "gpa": 3.742424242424242
      }
    ]
  },
  {
    "uid": "instructor_e69a754cb44f6b89a3a72416",
    "name": "MAREK WERETKA",
    "count": 22,
    "terms": [
      {
        "term": "1102",
        "count": 22,
        "sections": 1,
        "gpa": 3.6363636363636362
      }
    ]
  }
]
```

## following

None recorded.
