# ECON 681: Senior Honors Thesis | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ECON_681)

## 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

e94c2694ed8351dd7e6d1f689ad8f334dee591e927113efe668f2003cbc73128

### course id

ECON 681

### course uid

course\_ead214e01023dc64bb0e08d4

### catalog version id

5e42f8f6d9cd3d939829e0476186066b28fecfd47d8473fb8925d95800078b4a

### course number

681

### subjects

* ECON

### title

SENIOR HONORS THESIS

### description

Faculty guided honors level original research.

### requirements text

Consent of instructor

### credits min

3

### credits max

3

### credit offering ids

* 1272:296:005713

### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### llm output id

afe99425fdb6fd475b12d732161817266a0a9e87b99b0db3baaf4d3c2633a762

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

ECON 681 is a Senior Honors Thesis course focused on faculty-guided original research.

### llm topics

* Original research in economics

### llm skills

* Conduct original research under faculty guidance

### llm assumed background

None recorded.

### llm search phrases

* ECON 681 honors thesis
* ECON 681 faculty guided research
* senior honors thesis economics

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

97d26172bd5470feed8f38cffca202e8ac9ef8b1663bbd89e283ba5d6f0d2790

#### course id

ECON 681

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_8747877dcf3297cfc61e8d9c",
    "message": "No course-specific reviews available",
    "name": "Agustin Gutierrez",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:3090543",
    "summary": []
  },
  {
    "instructor_uid": "instructor_4c21a7647e1bffa3c62331a2",
    "message": "No course-specific reviews available",
    "name": "Ashley Swanson",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2915913",
    "summary": []
  },
  {
    "instructor_uid": "instructor_e49b4146ef77ef3f343dcc56",
    "message": "No course-specific reviews available",
    "name": "Benjamin Bernard",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2829520",
    "summary": []
  },
  {
    "instructor_uid": "instructor_0f799559c9e9537773d8292d",
    "message": "No course-specific reviews available",
    "name": "Bruce Hansen",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1989764",
    "summary": []
  },
  {
    "instructor_uid": "instructor_27c2c6af973b37f089ae2101",
    "message": null,
    "name": "Charles Engel",
    "review_status": "supported",
    "rmp_instructor_id": "rmp:913089",
    "summary": [
      {
        "citations": [
          {
            "instructor_name": "Charles Engel",
            "review_date": "2022-01-03 19:08:58 +0000 UTC",
            "review_id": "279a83c3e0eb0d20e20b3aa8",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:913089",
            "source_review_id": "UmF0aW5nLTM1NjkyMDM4",
            "source_url": "https://www.ratemyprofessors.com/professor/913089",
            "type": "review"
          }
        ],
        "text": "Charles Engel is reported to be an exceptionally effective instructor, with one reviewer stating they learned more from him than in their first two years of study. The course is described as having low difficulty while delivering high educational value."
      }
    ]
  },
  {
    "instructor_uid": "instructor_8236bac720769d85116d731d",
    "message": "No course-specific reviews available",
    "name": "Chris Taber",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_bf096a8e32e79a45518b73fc",
    "message": "No course-specific reviews available",
    "name": "Corina Mommaerts",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2336282",
    "summary": []
  },
  {
    "instructor_uid": "instructor_5499e414f9c4fcc96e4c9dc3",
    "message": "No course-specific reviews available",
    "name": "Dan Quint",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_a205293006e83f38d5a9b324",
    "message": "No course-specific reviews available",
    "name": "Harold Chiang",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2841650",
    "summary": []
  },
  {
    "instructor_uid": "instructor_13fccb982c33429244864c1d",
    "message": "No course-specific reviews available",
    "name": "Jean-Francois Houde",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1184265",
    "summary": []
  },
  {
    "instructor_uid": "instructor_17de709b2c271f0b68df2175",
    "message": "No course-specific reviews available",
    "name": "Jeffrey Smith",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2297105",
    "summary": []
  },
  {
    "instructor_uid": "instructor_d545b1fb7bbaabb801a7a146",
    "message": "No course-specific reviews available",
    "name": "Kenneth Hendricks",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_207700240385a4e95eafd5b3",
    "message": "No course-specific reviews available",
    "name": "Kenneth West",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1997405",
    "summary": []
  },
  {
    "instructor_uid": "instructor_bd76fb3f0f09b6922a2a3522",
    "message": "No course-specific reviews available",
    "name": "Kim Ruhl",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2417643",
    "summary": []
  },
  {
    "instructor_uid": "instructor_2274ba835e93668fcf1c1912",
    "message": "No course-specific reviews available",
    "name": "Lones Smith",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_a49b466761607da9c1104373",
    "message": "No course-specific reviews available",
    "name": "Louphou Coulibaly",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_3af1bbd2c60b71428d692b33",
    "message": "No course-specific reviews available",
    "name": "Lydia Cox",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_841f88619769c5a66b09b5c7",
    "message": "No course-specific reviews available",
    "name": "Marzena Rostek",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1384030",
    "summary": []
  },
  {
    "instructor_uid": "instructor_bc6c82f26e6dd8623b89a050",
    "message": "No course-specific reviews available",
    "name": "Menzie Chinn",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:375567",
    "summary": []
  },
  {
    "instructor_uid": "instructor_95c0de259d12278fdc224093",
    "message": "No course-specific reviews available",
    "name": "Miguel Acosta",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_018c37da287071a845d603aa",
    "message": "No course-specific reviews available",
    "name": "Naoki Aizawa",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  }
]
```

#### difficulty workload

The course is rated as having low difficulty by the single available reviewer.

```json
{
  "citations": [
    {
      "instructor_name": "Charles Engel",
      "review_date": "2022-01-03 19:08:58 +0000 UTC",
      "review_id": "279a83c3e0eb0d20e20b3aa8",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:913089",
      "source_review_id": "UmF0aW5nLTM1NjkyMDM4",
      "source_url": "https://www.ratemyprofessors.com/professor/913089",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

None recorded.

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Charles Engel is reported as an exceptionally effective instructor, with one reviewer stating they learned more from him than in their first two years of study.

```json
{
  "citations": [
    {
      "instructor_name": "Charles Engel",
      "review_date": "2022-01-03 19:08:58 +0000 UTC",
      "review_id": "279a83c3e0eb0d20e20b3aa8",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:913089",
      "source_review_id": "UmF0aW5nLTM1NjkyMDM4",
      "source_url": "https://www.ratemyprofessors.com/professor/913089",
      "type": "review"
    }
  ]
}
```

#### student experience

Students report high satisfaction with Charles Engel's teaching quality and significant learning gains.

```json
{
  "citations": [
    {
      "instructor_name": "Charles Engel",
      "review_date": "2022-01-03 19:08:58 +0000 UTC",
      "review_id": "279a83c3e0eb0d20e20b3aa8",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:913089",
      "source_review_id": "UmF0aW5nLTM1NjkyMDM4",
      "source_url": "https://www.ratemyprofessors.com/professor/913089",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

AGUSTIN GUTIERREZ is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 19,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

ASHLEY SWANSON is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 15,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

BENJAMIN BERNARD is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 11,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

BRUCE HANSEN is recorded teaching in Fall 2021. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 7,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    }
  ]
}
```

CHARLES ENGEL is recorded teaching in Fall 2020, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    },
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

CORINA MOMMAERTS is recorded teaching in Fall 2021, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 6,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 6,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

HAROLD CHIANG is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 12,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

JEFFREY SMITH is recorded teaching in Fall 2020. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    }
  ]
}
```

KENNETH HENDRICKS is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 17,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

KENNETH WEST is recorded teaching in Fall 2006, Fall 2007, Fall 2012. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1072",
      "type": "grade"
    },
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1072",
      "type": "grade"
    },
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1082",
      "type": "grade"
    },
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    }
  ]
}
```

KIM RUHL is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 10,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    }
  ]
}
```

LONES SMITH is recorded teaching in Fall 2020. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 4,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    }
  ]
}
```

LYDIA COX is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 13,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

MARZENA ROSTEK is recorded teaching in Fall 2018. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    }
  ]
}
```

MENZIE CHINN is recorded teaching in Fall 2009, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 9,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1102",
      "type": "grade"
    },
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 18,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

MIGUEL ACOSTA is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 14,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

NAOKI AIZAWA is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 681",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 16,
      "source_course_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
      "source_record": {
        "entity_id": "2f4cf06f-c8fe-36c9-891e-03eadc1e8a8c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Consent of instructor",
    "course": null,
    "evidence": "Consent of instructor",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
  {
    "instructor_uid": "instructor_8747877dcf3297cfc61e8d9c",
    "source": "enrollment",
    "source_instructor_id": "gutierrez25",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Agustin Gutierrez",
    "email": "GUTIERREZ25@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/AGUSTIN_GUTIERREZ"
  },
  {
    "instructor_uid": "instructor_4c21a7647e1bffa3c62331a2",
    "source": "enrollment",
    "source_instructor_id": "swanson25",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ashley Swanson",
    "email": "SWANSON25@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": 2,
      "quality": 4.5,
      "difficulty": 2.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:2915913",
      "source_url": "https://www.ratemyprofessors.com/professor/2915913",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:54:00.812546+00:00",
      "courses": {
        "course_05d67a715fdacf96f5e1d957": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.7360779850423596,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ASHLEY_SWANSON"
  },
  {
    "instructor_uid": "instructor_e49b4146ef77ef3f343dcc56",
    "source": "enrollment",
    "source_instructor_id": "bbernard3",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Benjamin Bernard",
    "email": "BBERNARD3@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": 12,
      "quality": 4.67,
      "difficulty": 4.17,
      "quality_count": 12,
      "difficulty_count": 12,
      "profile_id": "rmp:2829520",
      "source_url": "https://www.ratemyprofessors.com/professor/2829520",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:52:12.413941+00:00",
      "courses": {
        "course_bbffbd8eaca63432913620af": {
          "review_count": 4,
          "quality": 4.5,
          "difficulty": 4,
          "quality_count": 4,
          "difficulty_count": 4
        },
        "course_58c6777bcc200d28ee8b067d": {
          "review_count": 8,
          "quality": 4.75,
          "difficulty": 4.25,
          "quality_count": 8,
          "difficulty_count": 8
        }
      },
      "bayesian_quality": 4.038553614716622,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/BENJAMIN_BERNARD"
  },
  {
    "instructor_uid": "instructor_0f799559c9e9537773d8292d",
    "source": "enrollment",
    "source_instructor_id": "behansen",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Bruce Hansen",
    "email": "BRUCE.HANSEN@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": 3,
      "quality": 4,
      "difficulty": 2.67,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:1989764",
      "source_url": "https://www.ratemyprofessors.com/professor/1989764",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:50:52.046273+00:00",
      "courses": {
        "course_43ec9cdd7f32ec7681ab5d71": {
          "review_count": 1,
          "quality": 2,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_d621999325fc506ebe39b22b": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.7040745943883437,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/BRUCE_HANSEN"
  },
  {
    "instructor_uid": "instructor_27c2c6af973b37f089ae2101",
    "source": "enrollment",
    "source_instructor_id": "cengel",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Charles Engel",
    "email": "CENGEL@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": 11,
      "quality": 4,
      "difficulty": 2.91,
      "quality_count": 11,
      "difficulty_count": 11,
      "profile_id": "rmp:913089",
      "source_url": "https://www.ratemyprofessors.com/professor/913089",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:49:13.015012+00:00",
      "courses": {
        "course_ead214e01023dc64bb0e08d4": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_9342eaf3d82a59634b605992": {
          "review_count": 6,
          "quality": 4.17,
          "difficulty": 2.67,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_bd45503e7f4482b76be7807d": {
          "review_count": 3,
          "quality": 4,
          "difficulty": 3.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.7804424409978035,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/CHARLES_ENGEL"
  },
  {
    "instructor_uid": "instructor_8236bac720769d85116d731d",
    "source": "enrollment",
    "source_instructor_id": "taber2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Chris Taber",
    "email": "CTABER@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",
    "instructor_url": "/instructors/CHRIS_TABER"
  },
  {
    "instructor_uid": "instructor_bf096a8e32e79a45518b73fc",
    "source": "enrollment",
    "source_instructor_id": "cmommaerts",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Corina Mommaerts",
    "email": "CMOMMAERTS@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": 4,
      "quality": 5,
      "difficulty": 3,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2336282",
      "source_url": "https://www.ratemyprofessors.com/professor/2336282",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:47:39.131393+00:00",
      "courses": {
        "course_af9d3f778651c8ebd63155b3": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_345f7e8902c7d21f0e9c059d": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_76a0854768c03089348672b1": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.8830714862888294,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/CORINA_MOMMAERTS"
  },
  {
    "instructor_uid": "instructor_5499e414f9c4fcc96e4c9dc3",
    "source": "enrollment",
    "source_instructor_id": "dquint",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Dan Quint",
    "email": "DQUINT@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",
    "instructor_url": "/instructors/DAN_QUINT"
  },
  {
    "instructor_uid": "instructor_a205293006e83f38d5a9b324",
    "source": "enrollment",
    "source_instructor_id": "hdchiang",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Harold Chiang",
    "email": "HDCHIANG@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/HAROLD_CHIANG"
  },
  {
    "instructor_uid": "instructor_13fccb982c33429244864c1d",
    "source": "enrollment",
    "source_instructor_id": "houde",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jean-Francois Houde",
    "email": "HOUDE@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": 6,
      "quality": 2.33,
      "difficulty": 3.67,
      "quality_count": 6,
      "difficulty_count": 6,
      "profile_id": "rmp:1184265",
      "source_url": "https://www.ratemyprofessors.com/professor/1184265",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:33:53.412913+00:00",
      "courses": {
        "course_12749130806ccc7c8b7979e8": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 1,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_70d17d1d3875548d1489cae7": {
          "review_count": 2,
          "quality": 2,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_45144ea1ab61fccd3dc0a3f6": {
          "review_count": 3,
          "quality": 3,
          "difficulty": 4.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.352835218112766,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JEAN-FRANCOIS_HOUDE"
  },
  {
    "instructor_uid": "instructor_17de709b2c271f0b68df2175",
    "source": "enrollment",
    "source_instructor_id": "jasmith43",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jeffrey Smith",
    "email": "ECONJEFF@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",
    "instructor_url": "/instructors/JEFFREY_SMITH"
  },
  {
    "instructor_uid": "instructor_d545b1fb7bbaabb801a7a146",
    "source": "enrollment",
    "source_instructor_id": "khendricks2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kenneth Hendricks",
    "email": "HENDRICK@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",
    "instructor_url": "/instructors/KENNETH_HENDRICKS"
  },
  {
    "instructor_uid": "instructor_207700240385a4e95eafd5b3",
    "source": "enrollment",
    "source_instructor_id": "kdwest",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kenneth West",
    "email": "KDWEST@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": 19,
      "quality": 2.58,
      "difficulty": 3.26,
      "quality_count": 19,
      "difficulty_count": 19,
      "profile_id": "rmp:1997405",
      "source_url": "https://www.ratemyprofessors.com/professor/1997405",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:26:11.370589+00:00",
      "courses": {
        "course_9fae615fe1db13e19e61a961": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_9f4e10a4ab7c3040302d172b": {
          "review_count": 14,
          "quality": 2.79,
          "difficulty": 3.36,
          "quality_count": 14,
          "difficulty_count": 14
        }
      },
      "bayesian_quality": 3.1336850172033826,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/KENNETH_WEST"
  },
  {
    "instructor_uid": "instructor_bd76fb3f0f09b6922a2a3522",
    "source": "enrollment",
    "source_instructor_id": "ruhl2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kim Ruhl",
    "email": "RUHL2@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": 10,
      "quality": 4.2,
      "difficulty": 2.8,
      "quality_count": 10,
      "difficulty_count": 10,
      "profile_id": "rmp:2417643",
      "source_url": "https://www.ratemyprofessors.com/professor/2417643",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:25:51.705255+00:00",
      "courses": {
        "course_05d67a715fdacf96f5e1d957": {
          "review_count": 6,
          "quality": 3.67,
          "difficulty": 2.5,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_c580bd1525da3edb6cd052d9": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_7657616b432ed8fee5f3bdf3": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_bd45503e7f4482b76be7807d": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.839790522364397,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/KIM_RUHL"
  },
  {
    "instructor_uid": "instructor_2274ba835e93668fcf1c1912",
    "source": "enrollment",
    "source_instructor_id": "lsmith9",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Lones Smith",
    "email": "LONES@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",
    "instructor_url": "/instructors/LONES_SMITH"
  },
  {
    "instructor_uid": "instructor_a49b466761607da9c1104373",
    "source": "enrollment",
    "source_instructor_id": "lcoulibaly",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Louphou Coulibaly",
    "email": "LCOULIBALY@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/LOUPHOU_COULIBALY"
  },
  {
    "instructor_uid": "instructor_3af1bbd2c60b71428d692b33",
    "source": "enrollment",
    "source_instructor_id": "lcox9",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Lydia Cox",
    "email": "LYDIA.COX@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/LYDIA_COX"
  },
  {
    "instructor_uid": "instructor_841f88619769c5a66b09b5c7",
    "source": "enrollment",
    "source_instructor_id": "rostek",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Marzena Rostek",
    "email": "MROSTEK@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": 9,
      "quality": 4.56,
      "difficulty": 2.33,
      "quality_count": 9,
      "difficulty_count": 9,
      "profile_id": "rmp:1384030",
      "source_url": "https://www.ratemyprofessors.com/professor/1384030",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:20:00.734143+00:00",
      "courses": {
        "course_bbffbd8eaca63432913620af": {
          "review_count": 9,
          "quality": 4.56,
          "difficulty": 2.33,
          "quality_count": 9,
          "difficulty_count": 9
        }
      },
      "bayesian_quality": 3.9390936438252377,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MARZENA_ROSTEK"
  },
  {
    "instructor_uid": "instructor_bc6c82f26e6dd8623b89a050",
    "source": "enrollment",
    "source_instructor_id": "mchinn",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Menzie Chinn",
    "email": "MCHINN@LAFOLLETTE.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": 36,
      "quality": 2.64,
      "difficulty": 3.56,
      "quality_count": 36,
      "difficulty_count": 36,
      "profile_id": "rmp:375567",
      "source_url": "https://www.ratemyprofessors.com/professor/375567",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:18:48.290178+00:00",
      "courses": {
        "course_e28aa122996f42d8d10a671d": {
          "review_count": 6,
          "quality": 2.33,
          "difficulty": 4,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_eba4cde6ca47fecbcd03450d": {
          "review_count": 7,
          "quality": 2.14,
          "difficulty": 2.86,
          "quality_count": 7,
          "difficulty_count": 7
        },
        "course_156f8e7bbfa0994c04564cf8": {
          "review_count": 5,
          "quality": 4.4,
          "difficulty": 3.6,
          "quality_count": 5,
          "difficulty_count": 5
        },
        "course_9342eaf3d82a59634b605992": {
          "review_count": 12,
          "quality": 2.42,
          "difficulty": 4.08,
          "quality_count": 12,
          "difficulty_count": 12
        },
        "course_9ff4b9c944ce562703c38578": {
          "review_count": 1,
          "quality": 2,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_e104fb600738e5af6d58c4dd": {
          "review_count": 4,
          "quality": 2.75,
          "difficulty": 2.5,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 3.0041734941237843,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MENZIE_CHINN"
  },
  {
    "instructor_uid": "instructor_95c0de259d12278fdc224093",
    "source": "enrollment",
    "source_instructor_id": "jacosta4",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Miguel Acosta",
    "email": "MIGUEL.ACOSTA@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/MIGUEL_ACOSTA"
  },
  {
    "instructor_uid": "instructor_018c37da287071a845d603aa",
    "source": "enrollment",
    "source_instructor_id": "naizawa",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Naoki Aizawa",
    "email": "NAIZAWA@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/NAOKI_AIZAWA"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:296:005713",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1272",
    "source_course_id": "005713",
    "source_subject_id": "296",
    "title": "Senior Honors Thesis",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Fall, Spring, Summer"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:13498",
    "term_id": "1272",
    "source_section_id": "13498",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:21764",
    "term_id": "1272",
    "source_section_id": "21764",
    "identity_basis": "class_number",
    "section_number": "002",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 2,
    "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:1272:21945",
    "term_id": "1272",
    "source_section_id": "21945",
    "identity_basis": "class_number",
    "section_number": "003",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:21948",
    "term_id": "1272",
    "source_section_id": "21948",
    "identity_basis": "class_number",
    "section_number": "004",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:23081",
    "term_id": "1272",
    "source_section_id": "23081",
    "identity_basis": "class_number",
    "section_number": "006",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:23115",
    "term_id": "1272",
    "source_section_id": "23115",
    "identity_basis": "class_number",
    "section_number": "007",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:23441",
    "term_id": "1272",
    "source_section_id": "23441",
    "identity_basis": "class_number",
    "section_number": "008",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:26714",
    "term_id": "1272",
    "source_section_id": "26714",
    "identity_basis": "class_number",
    "section_number": "009",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:28472",
    "term_id": "1272",
    "source_section_id": "28472",
    "identity_basis": "class_number",
    "section_number": "010",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:30049",
    "term_id": "1272",
    "source_section_id": "30049",
    "identity_basis": "class_number",
    "section_number": "011",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:30440",
    "term_id": "1272",
    "source_section_id": "30440",
    "identity_basis": "class_number",
    "section_number": "012",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:30497",
    "term_id": "1272",
    "source_section_id": "30497",
    "identity_basis": "class_number",
    "section_number": "013",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:30682",
    "term_id": "1272",
    "source_section_id": "30682",
    "identity_basis": "class_number",
    "section_number": "014",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:30706",
    "term_id": "1272",
    "source_section_id": "30706",
    "identity_basis": "class_number",
    "section_number": "015",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:33536",
    "term_id": "1272",
    "source_section_id": "33536",
    "identity_basis": "class_number",
    "section_number": "016",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:34092",
    "term_id": "1272",
    "source_section_id": "34092",
    "identity_basis": "class_number",
    "section_number": "017",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:34093",
    "term_id": "1272",
    "source_section_id": "34093",
    "identity_basis": "class_number",
    "section_number": "018",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:34125",
    "term_id": "1272",
    "source_section_id": "34125",
    "identity_basis": "class_number",
    "section_number": "019",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 0,
    "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:1272:37718",
    "term_id": "1272",
    "source_section_id": "37718",
    "identity_basis": "class_number",
    "section_number": "020",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 1,
    "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:1272:37719",
    "term_id": "1272",
    "source_section_id": "37719",
    "identity_basis": "class_number",
    "section_number": "021",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 1,
    "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:1272:37963",
    "term_id": "1272",
    "source_section_id": "37963",
    "identity_basis": "class_number",
    "section_number": "022",
    "section_type": "IND",
    "instruction_mode": "Classroom Instruction",
    "capacity": 0,
    "enrolled": 2,
    "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_24d7adf03f12571002ca5400",
    "source": "madgrades",
    "source_instructor_id": "2601081",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KENNETH WEST",
    "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": 19,
      "quality": 2.58,
      "difficulty": 3.26,
      "quality_count": 19,
      "difficulty_count": 19,
      "profile_id": "rmp:1997405",
      "source_url": "https://www.ratemyprofessors.com/professor/1997405",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:26:11.370589+00:00",
      "courses": {
        "course_9fae615fe1db13e19e61a961": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_9f4e10a4ab7c3040302d172b": {
          "review_count": 14,
          "quality": 2.79,
          "difficulty": 3.36,
          "quality_count": 14,
          "difficulty_count": 14
        }
      },
      "bayesian_quality": 3.1336850172033826,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.419,
      "graded": 1872,
      "counts": [
        823,
        471,
        282,
        146,
        112,
        25,
        13
      ],
      "sections": 70
    },
    "instructor_url": "/instructors/KENNETH_WEST--instructor_24d7adf03f12571002ca5400"
  },
  {
    "instructor_uid": "instructor_0f6aa605d0bf49424a610835",
    "source": "madgrades",
    "source_instructor_id": "2600126",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JAMES R WALKER",
    "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": 3.125,
      "graded": 958,
      "counts": [
        227,
        187,
        320,
        117,
        80,
        19,
        8
      ],
      "sections": 41
    },
    "instructor_url": "/instructors/JAMES_R_WALKER"
  },
  {
    "instructor_uid": "instructor_2816810a5f1bb1e6049c9e2f",
    "source": "madgrades",
    "source_instructor_id": "3669501",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MENZIE CHINN",
    "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": 36,
      "quality": 2.64,
      "difficulty": 3.56,
      "quality_count": 36,
      "difficulty_count": 36,
      "profile_id": "rmp:375567",
      "source_url": "https://www.ratemyprofessors.com/professor/375567",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:18:48.290178+00:00",
      "courses": {
        "course_e28aa122996f42d8d10a671d": {
          "review_count": 6,
          "quality": 2.33,
          "difficulty": 4,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_eba4cde6ca47fecbcd03450d": {
          "review_count": 7,
          "quality": 2.14,
          "difficulty": 2.86,
          "quality_count": 7,
          "difficulty_count": 7
        },
        "course_156f8e7bbfa0994c04564cf8": {
          "review_count": 5,
          "quality": 4.4,
          "difficulty": 3.6,
          "quality_count": 5,
          "difficulty_count": 5
        },
        "course_9342eaf3d82a59634b605992": {
          "review_count": 12,
          "quality": 2.42,
          "difficulty": 4.08,
          "quality_count": 12,
          "difficulty_count": 12
        },
        "course_9ff4b9c944ce562703c38578": {
          "review_count": 1,
          "quality": 2,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_e104fb600738e5af6d58c4dd": {
          "review_count": 4,
          "quality": 2.75,
          "difficulty": 2.5,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 3.0041734941237843,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.13,
      "graded": 2529,
      "counts": [
        787,
        437,
        735,
        169,
        263,
        84,
        54
      ],
      "sections": 85
    },
    "instructor_url": "/instructors/MENZIE_CHINN--instructor_2816810a5f1bb1e6049c9e2f"
  },
  {
    "instructor_uid": "instructor_cff990eba15659dfee8e0731",
    "source": "madgrades",
    "source_instructor_id": "2601987",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "STEVEN DURLAUF",
    "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": 3.653,
      "graded": 520,
      "counts": [
        315,
        115,
        53,
        24,
        9,
        0,
        4
      ],
      "sections": 49
    },
    "instructor_url": "/instructors/STEVEN_DURLAUF--instructor_cff990eba15659dfee8e0731"
  },
  {
    "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_5b698f1d6b14fe74c47ddbd5",
    "source": "madgrades",
    "source_instructor_id": "3129990",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANANTH SESHADRI",
    "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": 56,
      "quality": 4.32,
      "difficulty": 3.54,
      "quality_count": 56,
      "difficulty_count": 56,
      "profile_id": "rmp:781839",
      "source_url": "https://www.ratemyprofessors.com/professor/781839",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:55:46.598395+00:00",
      "courses": {
        "course_9342eaf3d82a59634b605992": {
          "review_count": 41,
          "quality": 4.34,
          "difficulty": 3.44,
          "quality_count": 41,
          "difficulty_count": 41
        },
        "course_e043b9a2f1710efaaf3a7a70": {
          "review_count": 2,
          "quality": 4,
          "difficulty": 3.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 4.146233100933315,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.373,
      "graded": 2238,
      "counts": [
        805,
        522,
        616,
        188,
        83,
        17,
        7
      ],
      "sections": 84
    },
    "instructor_url": "/instructors/ANANTH_SESHADRI--instructor_5b698f1d6b14fe74c47ddbd5"
  },
  {
    "instructor_uid": "instructor_965dfc3d8024e647b40c282b",
    "source": "madgrades",
    "source_instructor_id": "4350756",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "AMIT GANDHI",
    "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": 17,
      "quality": 3.35,
      "difficulty": 2.71,
      "quality_count": 17,
      "difficulty_count": 17,
      "profile_id": "rmp:1112429",
      "source_url": "https://www.ratemyprofessors.com/professor/1112429",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:56:04.544545+00:00",
      "courses": {
        "course_921b4908221d05cbad377045": {
          "review_count": 14,
          "quality": 3.21,
          "difficulty": 2.79,
          "quality_count": 14,
          "difficulty_count": 14
        },
        "course_33c82c9ee4b8d3ee016c3a00": {
          "review_count": 1,
          "quality": 4,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.517397720835997,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.092,
      "graded": 3098,
      "counts": [
        740,
        733,
        770,
        390,
        318,
        134,
        13
      ],
      "sections": 33
    },
    "instructor_url": "/instructors/AMIT_GANDHI--instructor_965dfc3d8024e647b40c282b"
  },
  {
    "instructor_uid": "instructor_de07441da699d12f1cc3d0b7",
    "source": "madgrades",
    "source_instructor_id": "4181403",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MARZENA ROSTEK",
    "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": 4.56,
      "difficulty": 2.33,
      "quality_count": 9,
      "difficulty_count": 9,
      "profile_id": "rmp:1384030",
      "source_url": "https://www.ratemyprofessors.com/professor/1384030",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:20:00.734143+00:00",
      "courses": {
        "course_bbffbd8eaca63432913620af": {
          "review_count": 9,
          "quality": 4.56,
          "difficulty": 2.33,
          "quality_count": 9,
          "difficulty_count": 9
        }
      },
      "bayesian_quality": 3.9390936438252377,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.507,
      "graded": 1264,
      "counts": [
        578,
        259,
        337,
        58,
        28,
        2,
        2
      ],
      "sections": 71
    },
    "instructor_url": "/instructors/MARZENA_ROSTEK--instructor_de07441da699d12f1cc3d0b7"
  },
  {
    "instructor_uid": "instructor_0a01265f9ed473506dd53ed0",
    "source": "madgrades",
    "source_instructor_id": "3213600",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CHARLES ENGEL",
    "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": 11,
      "quality": 4,
      "difficulty": 2.91,
      "quality_count": 11,
      "difficulty_count": 11,
      "profile_id": "rmp:913089",
      "source_url": "https://www.ratemyprofessors.com/professor/913089",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:49:13.015012+00:00",
      "courses": {
        "course_ead214e01023dc64bb0e08d4": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_9342eaf3d82a59634b605992": {
          "review_count": 6,
          "quality": 4.17,
          "difficulty": 2.67,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_bd45503e7f4482b76be7807d": {
          "review_count": 3,
          "quality": 4,
          "difficulty": 3.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.7804424409978035,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.407,
      "graded": 1516,
      "counts": [
        691,
        295,
        305,
        96,
        96,
        22,
        11
      ],
      "sections": 100
    },
    "instructor_url": "/instructors/CHARLES_ENGEL--instructor_0a01265f9ed473506dd53ed0"
  },
  {
    "instructor_uid": "instructor_3368261b1a0975c1293ca162",
    "source": "madgrades",
    "source_instructor_id": "6092335",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JEFFREY SMITH",
    "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": 3.687,
      "graded": 564,
      "counts": [
        326,
        123,
        115,
        0,
        0,
        0,
        0
      ],
      "sections": 28
    },
    "instructor_url": "/instructors/JEFFREY_SMITH--instructor_3368261b1a0975c1293ca162"
  },
  {
    "instructor_uid": "instructor_b6cabeea29bdbfad5ca5292e",
    "source": "madgrades",
    "source_instructor_id": "772735",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MATTHEW WISWALL",
    "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": 3.781,
      "graded": 336,
      "counts": [
        228,
        76,
        30,
        1,
        0,
        0,
        1
      ],
      "sections": 25
    },
    "instructor_url": "/instructors/MATTHEW_WISWALL"
  },
  {
    "instructor_uid": "instructor_e23daf3bf61323507632029a",
    "source": "madgrades",
    "source_instructor_id": "4800637",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LONES SMITH",
    "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": 3.493,
      "graded": 1845,
      "counts": [
        672,
        569,
        539,
        50,
        12,
        0,
        3
      ],
      "sections": 61
    },
    "instructor_url": "/instructors/LONES_SMITH--instructor_e23daf3bf61323507632029a"
  },
  {
    "instructor_uid": "instructor_0f0fb1a0cd329c6f6769523e",
    "source": "madgrades",
    "source_instructor_id": "4350752",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DANIEL QUINT",
    "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": 4.82,
      "difficulty": 2.85,
      "quality_count": 33,
      "difficulty_count": 33,
      "profile_id": "rmp:1225942",
      "source_url": "https://www.ratemyprofessors.com/professor/1225942",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:45:54.108723+00:00",
      "courses": {
        "course_071c8f834bcb9f9790bfcb0d": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_de95d6e91ab772f6898e81ec": {
          "review_count": 30,
          "quality": 4.8,
          "difficulty": 2.73,
          "quality_count": 30,
          "difficulty_count": 30
        },
        "course_58c6777bcc200d28ee8b067d": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 5,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 4.382145578696829,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.195,
      "graded": 3509,
      "counts": [
        961,
        672,
        1139,
        404,
        274,
        40,
        19
      ],
      "sections": 78
    },
    "instructor_url": "/instructors/DANIEL_QUINT"
  },
  {
    "instructor_uid": "instructor_9c0497dd19659ba1219ecd0a",
    "source": "madgrades",
    "source_instructor_id": "3672684",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CORINA MOMMAERTS",
    "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": 4,
      "quality": 5,
      "difficulty": 3,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2336282",
      "source_url": "https://www.ratemyprofessors.com/professor/2336282",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:47:39.131393+00:00",
      "courses": {
        "course_af9d3f778651c8ebd63155b3": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_345f7e8902c7d21f0e9c059d": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_76a0854768c03089348672b1": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.8830714862888294,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.653,
      "graded": 561,
      "counts": [
        325,
        128,
        79,
        19,
        8,
        1,
        1
      ],
      "sections": 25
    },
    "instructor_url": "/instructors/CORINA_MOMMAERTS--instructor_9c0497dd19659ba1219ecd0a"
  },
  {
    "instructor_uid": "instructor_ce9be7df69b27a7758d8e064",
    "source": "madgrades",
    "source_instructor_id": "3013506",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BRUCE HANSEN",
    "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": 3,
      "quality": 4,
      "difficulty": 2.67,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:1989764",
      "source_url": "https://www.ratemyprofessors.com/professor/1989764",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:50:52.046273+00:00",
      "courses": {
        "course_43ec9cdd7f32ec7681ab5d71": {
          "review_count": 1,
          "quality": 2,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_d621999325fc506ebe39b22b": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.7040745943883437,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.55,
      "graded": 1556,
      "counts": [
        637,
        516,
        343,
        50,
        7,
        2,
        1
      ],
      "sections": 64
    },
    "instructor_url": "/instructors/BRUCE_HANSEN--instructor_ce9be7df69b27a7758d8e064"
  },
  {
    "instructor_uid": "instructor_96116ba006cf5df62b017631",
    "source": "madgrades",
    "source_instructor_id": "404762",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KIM RUHL",
    "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": 10,
      "quality": 4.2,
      "difficulty": 2.8,
      "quality_count": 10,
      "difficulty_count": 10,
      "profile_id": "rmp:2417643",
      "source_url": "https://www.ratemyprofessors.com/professor/2417643",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:25:51.705255+00:00",
      "courses": {
        "course_05d67a715fdacf96f5e1d957": {
          "review_count": 6,
          "quality": 3.67,
          "difficulty": 2.5,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_c580bd1525da3edb6cd052d9": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_7657616b432ed8fee5f3bdf3": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_bd45503e7f4482b76be7807d": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.839790522364397,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.763,
      "graded": 834,
      "counts": [
        543,
        214,
        60,
        11,
        5,
        0,
        1
      ],
      "sections": 35
    },
    "instructor_url": "/instructors/KIM_RUHL--instructor_96116ba006cf5df62b017631"
  },
  {
    "instructor_uid": "instructor_2da984110274a1696a9dd46c",
    "source": "madgrades",
    "source_instructor_id": "6316565",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HAROLD CHIANG",
    "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": 3.661,
      "graded": 480,
      "counts": [
        258,
        129,
        88,
        2,
        2,
        1,
        0
      ],
      "sections": 18
    },
    "instructor_url": "/instructors/HAROLD_CHIANG--instructor_2da984110274a1696a9dd46c"
  },
  {
    "instructor_uid": "instructor_38f8efdb9b4b1a3385733490",
    "source": "madgrades",
    "source_instructor_id": "6687843",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MIGUEL ACOSTA",
    "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": 3.475,
      "graded": 141,
      "counts": [
        44,
        56,
        31,
        10,
        0,
        0,
        0
      ],
      "sections": 6
    },
    "instructor_url": "/instructors/MIGUEL_ACOSTA--instructor_38f8efdb9b4b1a3385733490"
  },
  {
    "instructor_uid": "instructor_e2e0c3942c843b4c7c22a991",
    "source": "madgrades",
    "source_instructor_id": "6489304",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BENJAMIN BERNARD",
    "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": 12,
      "quality": 4.67,
      "difficulty": 4.17,
      "quality_count": 12,
      "difficulty_count": 12,
      "profile_id": "rmp:2829520",
      "source_url": "https://www.ratemyprofessors.com/professor/2829520",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:52:12.413941+00:00",
      "courses": {
        "course_bbffbd8eaca63432913620af": {
          "review_count": 4,
          "quality": 4.5,
          "difficulty": 4,
          "quality_count": 4,
          "difficulty_count": 4
        },
        "course_58c6777bcc200d28ee8b067d": {
          "review_count": 8,
          "quality": 4.75,
          "difficulty": 4.25,
          "quality_count": 8,
          "difficulty_count": 8
        }
      },
      "bayesian_quality": 4.038553614716622,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.449,
      "graded": 460,
      "counts": [
        170,
        139,
        116,
        20,
        9,
        4,
        2
      ],
      "sections": 16
    },
    "instructor_url": "/instructors/BENJAMIN_BERNARD--instructor_e2e0c3942c843b4c7c22a991"
  },
  {
    "instructor_uid": "instructor_e5e1e12b900409cd15b7c722",
    "source": "madgrades",
    "source_instructor_id": "4637368",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LYDIA COX",
    "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": 3.632,
      "graded": 189,
      "counts": [
        98,
        53,
        29,
        8,
        1,
        0,
        0
      ],
      "sections": 11
    },
    "instructor_url": "/instructors/LYDIA_COX--instructor_e5e1e12b900409cd15b7c722"
  },
  {
    "instructor_uid": "instructor_f7e78e66fad312ca7e5c3703",
    "source": "madgrades",
    "source_instructor_id": "3267947",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ASHLEY SWANSON",
    "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": 2,
      "quality": 4.5,
      "difficulty": 2.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:2915913",
      "source_url": "https://www.ratemyprofessors.com/professor/2915913",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:54:00.812546+00:00",
      "courses": {
        "course_05d67a715fdacf96f5e1d957": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.7360779850423596,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.795,
      "graded": 622,
      "counts": [
        416,
        160,
        44,
        1,
        1,
        0,
        0
      ],
      "sections": 17
    },
    "instructor_url": "/instructors/ASHLEY_SWANSON--instructor_f7e78e66fad312ca7e5c3703"
  },
  {
    "instructor_uid": "instructor_74f6c7ee44930e615efb72d1",
    "source": "madgrades",
    "source_instructor_id": "6687838",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "AGUSTIN GUTIERREZ",
    "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": 3.547,
      "graded": 137,
      "counts": [
        70,
        27,
        25,
        13,
        2,
        0,
        0
      ],
      "sections": 9
    },
    "instructor_url": "/instructors/AGUSTIN_GUTIERREZ--instructor_74f6c7ee44930e615efb72d1"
  },
  {
    "instructor_uid": "instructor_754f8e0d160db6c5fff8ee6a",
    "source": "madgrades",
    "source_instructor_id": "4430647",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "NAOKI AIZAWA",
    "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": 3.637,
      "graded": 529,
      "counts": [
        293,
        121,
        86,
        25,
        4,
        0,
        0
      ],
      "sections": 22
    },
    "instructor_url": "/instructors/NAOKI_AIZAWA--instructor_754f8e0d160db6c5fff8ee6a"
  },
  {
    "instructor_uid": "instructor_c93233f32f244902cbaa8d3f",
    "source": "madgrades",
    "source_instructor_id": "1065013",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KENNETH HENDRICKS",
    "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": 3.423,
      "graded": 701,
      "counts": [
        357,
        131,
        111,
        32,
        48,
        4,
        18
      ],
      "sections": 33
    },
    "instructor_url": "/instructors/KENNETH_HENDRICKS--instructor_c93233f32f244902cbaa8d3f"
  },
  {
    "instructor_uid": "instructor_018c37da287071a845d603aa",
    "source": "enrollment",
    "source_instructor_id": "naizawa",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Naoki Aizawa",
    "email": "NAIZAWA@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/NAOKI_AIZAWA"
  },
  {
    "instructor_uid": "instructor_0f799559c9e9537773d8292d",
    "source": "enrollment",
    "source_instructor_id": "behansen",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Bruce Hansen",
    "email": "BRUCE.HANSEN@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": 3,
      "quality": 4,
      "difficulty": 2.67,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:1989764",
      "source_url": "https://www.ratemyprofessors.com/professor/1989764",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:50:52.046273+00:00",
      "courses": {
        "course_43ec9cdd7f32ec7681ab5d71": {
          "review_count": 1,
          "quality": 2,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_d621999325fc506ebe39b22b": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.7040745943883437,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/BRUCE_HANSEN"
  },
  {
    "instructor_uid": "instructor_13fccb982c33429244864c1d",
    "source": "enrollment",
    "source_instructor_id": "houde",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jean-Francois Houde",
    "email": "HOUDE@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": 6,
      "quality": 2.33,
      "difficulty": 3.67,
      "quality_count": 6,
      "difficulty_count": 6,
      "profile_id": "rmp:1184265",
      "source_url": "https://www.ratemyprofessors.com/professor/1184265",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:33:53.412913+00:00",
      "courses": {
        "course_12749130806ccc7c8b7979e8": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 1,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_70d17d1d3875548d1489cae7": {
          "review_count": 2,
          "quality": 2,
          "difficulty": 4,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_45144ea1ab61fccd3dc0a3f6": {
          "review_count": 3,
          "quality": 3,
          "difficulty": 4.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.352835218112766,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JEAN-FRANCOIS_HOUDE"
  },
  {
    "instructor_uid": "instructor_17de709b2c271f0b68df2175",
    "source": "enrollment",
    "source_instructor_id": "jasmith43",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jeffrey Smith",
    "email": "ECONJEFF@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",
    "instructor_url": "/instructors/JEFFREY_SMITH"
  },
  {
    "instructor_uid": "instructor_207700240385a4e95eafd5b3",
    "source": "enrollment",
    "source_instructor_id": "kdwest",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kenneth West",
    "email": "KDWEST@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": 19,
      "quality": 2.58,
      "difficulty": 3.26,
      "quality_count": 19,
      "difficulty_count": 19,
      "profile_id": "rmp:1997405",
      "source_url": "https://www.ratemyprofessors.com/professor/1997405",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:26:11.370589+00:00",
      "courses": {
        "course_9fae615fe1db13e19e61a961": {
          "review_count": 1,
          "quality": 1,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_9f4e10a4ab7c3040302d172b": {
          "review_count": 14,
          "quality": 2.79,
          "difficulty": 3.36,
          "quality_count": 14,
          "difficulty_count": 14
        }
      },
      "bayesian_quality": 3.1336850172033826,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/KENNETH_WEST"
  },
  {
    "instructor_uid": "instructor_2274ba835e93668fcf1c1912",
    "source": "enrollment",
    "source_instructor_id": "lsmith9",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Lones Smith",
    "email": "LONES@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",
    "instructor_url": "/instructors/LONES_SMITH"
  },
  {
    "instructor_uid": "instructor_27c2c6af973b37f089ae2101",
    "source": "enrollment",
    "source_instructor_id": "cengel",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Charles Engel",
    "email": "CENGEL@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": 11,
      "quality": 4,
      "difficulty": 2.91,
      "quality_count": 11,
      "difficulty_count": 11,
      "profile_id": "rmp:913089",
      "source_url": "https://www.ratemyprofessors.com/professor/913089",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:49:13.015012+00:00",
      "courses": {
        "course_ead214e01023dc64bb0e08d4": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_9342eaf3d82a59634b605992": {
          "review_count": 6,
          "quality": 4.17,
          "difficulty": 2.67,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_bd45503e7f4482b76be7807d": {
          "review_count": 3,
          "quality": 4,
          "difficulty": 3.33,
          "quality_count": 3,
          "difficulty_count": 3
        }
      },
      "bayesian_quality": 3.7804424409978035,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/CHARLES_ENGEL"
  },
  {
    "instructor_uid": "instructor_3af1bbd2c60b71428d692b33",
    "source": "enrollment",
    "source_instructor_id": "lcox9",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Lydia Cox",
    "email": "LYDIA.COX@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/LYDIA_COX"
  },
  {
    "instructor_uid": "instructor_4c21a7647e1bffa3c62331a2",
    "source": "enrollment",
    "source_instructor_id": "swanson25",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Ashley Swanson",
    "email": "SWANSON25@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": 2,
      "quality": 4.5,
      "difficulty": 2.5,
      "quality_count": 2,
      "difficulty_count": 2,
      "profile_id": "rmp:2915913",
      "source_url": "https://www.ratemyprofessors.com/professor/2915913",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:54:00.812546+00:00",
      "courses": {
        "course_05d67a715fdacf96f5e1d957": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.7360779850423596,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/ASHLEY_SWANSON"
  },
  {
    "instructor_uid": "instructor_5499e414f9c4fcc96e4c9dc3",
    "source": "enrollment",
    "source_instructor_id": "dquint",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Dan Quint",
    "email": "DQUINT@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",
    "instructor_url": "/instructors/DAN_QUINT"
  },
  {
    "instructor_uid": "instructor_8236bac720769d85116d731d",
    "source": "enrollment",
    "source_instructor_id": "taber2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Chris Taber",
    "email": "CTABER@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",
    "instructor_url": "/instructors/CHRIS_TABER"
  },
  {
    "instructor_uid": "instructor_841f88619769c5a66b09b5c7",
    "source": "enrollment",
    "source_instructor_id": "rostek",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Marzena Rostek",
    "email": "MROSTEK@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": 9,
      "quality": 4.56,
      "difficulty": 2.33,
      "quality_count": 9,
      "difficulty_count": 9,
      "profile_id": "rmp:1384030",
      "source_url": "https://www.ratemyprofessors.com/professor/1384030",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:20:00.734143+00:00",
      "courses": {
        "course_bbffbd8eaca63432913620af": {
          "review_count": 9,
          "quality": 4.56,
          "difficulty": 2.33,
          "quality_count": 9,
          "difficulty_count": 9
        }
      },
      "bayesian_quality": 3.9390936438252377,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MARZENA_ROSTEK"
  },
  {
    "instructor_uid": "instructor_8747877dcf3297cfc61e8d9c",
    "source": "enrollment",
    "source_instructor_id": "gutierrez25",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Agustin Gutierrez",
    "email": "GUTIERREZ25@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/AGUSTIN_GUTIERREZ"
  },
  {
    "instructor_uid": "instructor_95c0de259d12278fdc224093",
    "source": "enrollment",
    "source_instructor_id": "jacosta4",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Miguel Acosta",
    "email": "MIGUEL.ACOSTA@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/MIGUEL_ACOSTA"
  },
  {
    "instructor_uid": "instructor_a205293006e83f38d5a9b324",
    "source": "enrollment",
    "source_instructor_id": "hdchiang",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Harold Chiang",
    "email": "HDCHIANG@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/HAROLD_CHIANG"
  },
  {
    "instructor_uid": "instructor_a49b466761607da9c1104373",
    "source": "enrollment",
    "source_instructor_id": "lcoulibaly",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Louphou Coulibaly",
    "email": "LCOULIBALY@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/LOUPHOU_COULIBALY"
  },
  {
    "instructor_uid": "instructor_bc6c82f26e6dd8623b89a050",
    "source": "enrollment",
    "source_instructor_id": "mchinn",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Menzie Chinn",
    "email": "MCHINN@LAFOLLETTE.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": 36,
      "quality": 2.64,
      "difficulty": 3.56,
      "quality_count": 36,
      "difficulty_count": 36,
      "profile_id": "rmp:375567",
      "source_url": "https://www.ratemyprofessors.com/professor/375567",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:18:48.290178+00:00",
      "courses": {
        "course_e28aa122996f42d8d10a671d": {
          "review_count": 6,
          "quality": 2.33,
          "difficulty": 4,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_eba4cde6ca47fecbcd03450d": {
          "review_count": 7,
          "quality": 2.14,
          "difficulty": 2.86,
          "quality_count": 7,
          "difficulty_count": 7
        },
        "course_156f8e7bbfa0994c04564cf8": {
          "review_count": 5,
          "quality": 4.4,
          "difficulty": 3.6,
          "quality_count": 5,
          "difficulty_count": 5
        },
        "course_9342eaf3d82a59634b605992": {
          "review_count": 12,
          "quality": 2.42,
          "difficulty": 4.08,
          "quality_count": 12,
          "difficulty_count": 12
        },
        "course_9ff4b9c944ce562703c38578": {
          "review_count": 1,
          "quality": 2,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_e104fb600738e5af6d58c4dd": {
          "review_count": 4,
          "quality": 2.75,
          "difficulty": 2.5,
          "quality_count": 4,
          "difficulty_count": 4
        }
      },
      "bayesian_quality": 3.0041734941237843,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/MENZIE_CHINN"
  },
  {
    "instructor_uid": "instructor_bd76fb3f0f09b6922a2a3522",
    "source": "enrollment",
    "source_instructor_id": "ruhl2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kim Ruhl",
    "email": "RUHL2@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": 10,
      "quality": 4.2,
      "difficulty": 2.8,
      "quality_count": 10,
      "difficulty_count": 10,
      "profile_id": "rmp:2417643",
      "source_url": "https://www.ratemyprofessors.com/professor/2417643",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:25:51.705255+00:00",
      "courses": {
        "course_05d67a715fdacf96f5e1d957": {
          "review_count": 6,
          "quality": 3.67,
          "difficulty": 2.5,
          "quality_count": 6,
          "difficulty_count": 6
        },
        "course_c580bd1525da3edb6cd052d9": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_7657616b432ed8fee5f3bdf3": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_bd45503e7f4482b76be7807d": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.839790522364397,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/KIM_RUHL"
  },
  {
    "instructor_uid": "instructor_bf096a8e32e79a45518b73fc",
    "source": "enrollment",
    "source_instructor_id": "cmommaerts",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Corina Mommaerts",
    "email": "CMOMMAERTS@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": 4,
      "quality": 5,
      "difficulty": 3,
      "quality_count": 4,
      "difficulty_count": 4,
      "profile_id": "rmp:2336282",
      "source_url": "https://www.ratemyprofessors.com/professor/2336282",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:47:39.131393+00:00",
      "courses": {
        "course_af9d3f778651c8ebd63155b3": {
          "review_count": 2,
          "quality": 5,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_345f7e8902c7d21f0e9c059d": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 3,
          "quality_count": 1,
          "difficulty_count": 1
        },
        "course_76a0854768c03089348672b1": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 4,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.8830714862888294,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/CORINA_MOMMAERTS"
  },
  {
    "instructor_uid": "instructor_d545b1fb7bbaabb801a7a146",
    "source": "enrollment",
    "source_instructor_id": "khendricks2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kenneth Hendricks",
    "email": "HENDRICK@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",
    "instructor_url": "/instructors/KENNETH_HENDRICKS"
  },
  {
    "instructor_uid": "instructor_e49b4146ef77ef3f343dcc56",
    "source": "enrollment",
    "source_instructor_id": "bbernard3",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Benjamin Bernard",
    "email": "BBERNARD3@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": 12,
      "quality": 4.67,
      "difficulty": 4.17,
      "quality_count": 12,
      "difficulty_count": 12,
      "profile_id": "rmp:2829520",
      "source_url": "https://www.ratemyprofessors.com/professor/2829520",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:52:12.413941+00:00",
      "courses": {
        "course_bbffbd8eaca63432913620af": {
          "review_count": 4,
          "quality": 4.5,
          "difficulty": 4,
          "quality_count": 4,
          "difficulty_count": 4
        },
        "course_58c6777bcc200d28ee8b067d": {
          "review_count": 8,
          "quality": 4.75,
          "difficulty": 4.25,
          "quality_count": 8,
          "difficulty_count": 8
        }
      },
      "bayesian_quality": 4.038553614716622,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/BENJAMIN_BERNARD"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1072",
    "term_name": "Fall 2006",
    "instructors": [
      "Kenneth West"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1082",
    "term_name": "Fall 2007",
    "instructors": [
      "JAMES R WALKER",
      "Kenneth West"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1102",
    "term_name": "Fall 2009",
    "instructors": [
      "Menzie Chinn",
      "Raymond Deneckere",
      "STEVEN DURLAUF"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1112",
    "term_name": "Fall 2010",
    "instructors": [
      "Ananth Seshadri",
      "STEVEN DURLAUF"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1122",
    "term_name": "Fall 2011",
    "instructors": [
      "JAMES R WALKER"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1132",
    "term_name": "Fall 2012",
    "instructors": [
      "Kenneth West"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1142",
    "term_name": "Fall 2013",
    "instructors": [
      "AMIT GANDHI",
      "STEVEN DURLAUF"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "Marzena Rostek"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "Charles Engel",
      "Jeffrey Smith",
      "Lones Smith",
      "MATTHEW WISWALL"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Bruce Hansen",
      "Corina Mommaerts",
      "DANIEL QUINT"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "MATTHEW WISWALL"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Kim Ruhl"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Ashley Swanson",
      "Benjamin Bernard",
      "Corina Mommaerts",
      "Harold Chiang",
      "Lydia Cox",
      "Miguel Acosta"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 681",
    "course_uid": "course_ead214e01023dc64bb0e08d4",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Agustin Gutierrez",
      "Charles Engel",
      "Kenneth Hendricks",
      "Menzie Chinn",
      "Naoki Aizawa"
    ],
    "a": 0,
    "ab": 0,
    "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": 0,
    "source_aliases": [
      "ECON 681"
    ]
  }
]
```

### statistics

#### graded

0

#### counts

* 0
* 0
* 0
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_ead214e01023dc64bb0e08d4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_ead214e01023dc64bb0e08d4-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_ead214e01023dc64bb0e08d4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_ead214e01023dc64bb0e08d4-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_ead214e01023dc64bb0e08d4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_ead214e01023dc64bb0e08d4-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_ead214e01023dc64bb0e08d4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_ead214e01023dc64bb0e08d4-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## instructor Trends

None recorded.

## following

None recorded.
