# ECON 704: Econometrics I | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ECON_704)

## 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

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### term

1272

### departments

| subject   | count |
| --------- | ----- |
| AAE       | 90    |
| ABT       | 20    |
| ACCTIS    | 36    |
| ACTSCI    | 14    |
| AFAERO    | 10    |
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| 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    |
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| 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   |
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| 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   |
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| GENECSLR  | 17    |
| GENETICS  | 60    |
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| 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    |
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| 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

40dcded582e9b4cf3cc5930019fbc462c77579bdeefc0952756cf72717723d1f

### course id

ECON 704

### course uid

course\_9fae615fe1db13e19e61a961

### catalog version id

456a5704eff238ebf8b5e25cfb19a568bc5f02a50c68c05e00d387f920aafe0f

### course number

704

### subjects

* ECON

### title

ECONOMETRICS I

### description

Econometric methods, theory, and applications. Matrix algebra will be used. Topics include linear regression, least-squares estimation, inference, and hypothesis testing. Primarily for Master's level students. It is expected that students will have completed three semesters calculus (such asMATH 234) and linear algebra (such asMATH 340).

### requirements text

Graduate/professional standing

### credits min

3

### credits max

3

### credit offering ids

* 1272:296:024051

### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### llm output id

46e4b6cf23d96472be3752012e68e5c6f25d49ef62f20bf1fabc7019e0020eba

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

ECONOMETRICS I covers econometric methods, theory, and applications including linear regression and hypothesis testing.

### llm topics

* Linear regression
* Least-squares estimation
* Inference
* Hypothesis testing

### llm skills

* Econometric methods and theory
* Linear regression, least-squares estimation, inference, and hypothesis testing

### llm assumed background

* Three semesters of calculus and linear algebra
* Matrix algebra

### llm search phrases

* econometrics master's degree
* linear regression econometrics
* matrix algebra economics
* econometric methods theory applications

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

103b2f3ef21be19045056f3aa13ff502b294275e4c8d495f71d034d8b5b90c9a

#### course id

ECON 704

#### current instructors

```json
[
  {
    "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_73a0df33db132dd1c271a5a6",
    "message": "No course-specific reviews available",
    "name": "Jack Porter",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1630460",
    "summary": [
      {
        "citations": [
          {
            "course_id": "ECON 704",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
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          {
            "course_id": "ECON 704",
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            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2023: 3.59 GPA, 82.4% A/AB (n=17 letter grades); Fall 2024: 3.54 GPA, 71.2% A/AB (n=73 letter grades); Fall 2025: 3.45 GPA, 61.8% A/AB (n=55 letter grades). Includes jointly taught sections."
      }
    ]
  }
]
```

#### difficulty workload

Historical reviews of Kenneth West, Xiaoxia Shi: Reviewers describe the course as hard-core, yet note that exams are easy, suggesting a disconnect between perceived difficulty and assessment format.

```json
{
  "citations": [
    {
      "instructor_name": "Xiaoxia Shi",
      "review_date": "2019-02-03 04:22:19 +0000 UTC",
      "review_id": "3e1a2f5141c8f96f89acdb49",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2210435",
      "source_review_id": "UmF0aW5nLTMxMzMwODIz",
      "source_url": "https://www.ratemyprofessors.com/professor/2210435",
      "type": "review"
    },
    {
      "instructor_name": "Kenneth West",
      "review_date": "2025-10-22 19:36:05 +0000 UTC",
      "review_id": "9e7187b0499363477b45f6c9",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1997405",
      "source_review_id": "UmF0aW5nLTQxNzQ0NzU2",
      "source_url": "https://www.ratemyprofessors.com/professor/1997405",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

Historical reviews for Xiaoxia Shi describe her as a hard-core professor who is patient in explaining proofs and accessible outside class. Reviewers note she holds office hours twice a week and responds to emails quickly.

```json
{
  "citations": [
    {
      "instructor_name": "Xiaoxia Shi",
      "review_date": "2019-02-03 04:22:19 +0000 UTC",
      "review_id": "3e1a2f5141c8f96f89acdb49",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2210435",
      "source_review_id": "UmF0aW5nLTMxMzMwODIz",
      "source_url": "https://www.ratemyprofessors.com/professor/2210435",
      "type": "review"
    },
    {
      "instructor_name": "Xiaoxia Shi",
      "review_date": "2020-12-07 11:38:02 +0000 UTC",
      "review_id": "680c3ab66f8919aac24bd1bd",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2210435",
      "source_review_id": "UmF0aW5nLTMzOTcxNzAz",
      "source_url": "https://www.ratemyprofessors.com/professor/2210435",
      "type": "review"
    }
  ]
}
```

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Historical reviews for ECON 704 show mixed experiences, ranging from highly accessible instruction to significant dissatisfaction with teaching clarity and learning outcomes.

```json
{
  "citations": [
    {
      "instructor_name": "Xiaoxia Shi",
      "review_date": "2019-02-03 04:22:19 +0000 UTC",
      "review_id": "3e1a2f5141c8f96f89acdb49",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2210435",
      "source_review_id": "UmF0aW5nLTMxMzMwODIz",
      "source_url": "https://www.ratemyprofessors.com/professor/2210435",
      "type": "review"
    },
    {
      "instructor_name": "Xiaoxia Shi",
      "review_date": "2020-12-07 11:38:02 +0000 UTC",
      "review_id": "680c3ab66f8919aac24bd1bd",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2210435",
      "source_review_id": "UmF0aW5nLTMzOTcxNzAz",
      "source_url": "https://www.ratemyprofessors.com/professor/2210435",
      "type": "review"
    },
    {
      "instructor_name": "Kenneth West",
      "review_date": "2025-10-22 19:36:05 +0000 UTC",
      "review_id": "9e7187b0499363477b45f6c9",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1997405",
      "source_review_id": "UmF0aW5nLTQxNzQ0NzU2",
      "source_url": "https://www.ratemyprofessors.com/professor/1997405",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2025: 3.60 GPA, 80.0% A/AB (n=10 letter grades); Fall 2025: 3.49 GPA, 67.1% A/AB (n=73 letter grades); Spring 2026: 3.50 GPA, 62.5% A/AB (n=8 letter grades).

```json
{
  "citations": [
    {
      "course_id": "ECON 704",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1254",
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    {
      "course_id": "ECON 704",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
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      "course_id": "ECON 704",
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### student experience

Historical reviews of Kenneth West, Xiaoxia Shi: Students report Xiaoxia Shi as patient and accessible, while Kenneth West's teaching logic was unclear, leading to feelings of having learned nothing.

```json
{
  "citations": [
    {
      "instructor_name": "Xiaoxia Shi",
      "review_date": "2020-12-07 11:38:02 +0000 UTC",
      "review_id": "680c3ab66f8919aac24bd1bd",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2210435",
      "source_review_id": "UmF0aW5nLTMzOTcxNzAz",
      "source_url": "https://www.ratemyprofessors.com/professor/2210435",
      "type": "review"
    },
    {
      "instructor_name": "Kenneth West",
      "review_date": "2025-10-22 19:36:05 +0000 UTC",
      "review_id": "9e7187b0499363477b45f6c9",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1997405",
      "source_review_id": "UmF0aW5nLTQxNzQ0NzU2",
      "source_url": "https://www.ratemyprofessors.com/professor/1997405",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

JACK PORTER is recorded teaching in Fall 2017, Spring 2019, Spring 2020, Spring 2022, Spring 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
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        "file": "tables/observations.parquet",
        "kind": "grades",
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      },
      "table": "section_grades_latest",
      "term_id": "1182",
      "type": "grade"
    },
    {
      "course_id": "ECON 704",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
      "source_record": {
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      "term_id": "1194",
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      "source_course_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
      "source_record": {
        "entity_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

KENNETH WEST is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 704",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
      "source_record": {
        "entity_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "ECON 704",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
      "source_record": {
        "entity_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

XIAOXIA SHI is recorded teaching in Fall 2014, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "ECON 704",
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      "section_number": 1,
      "source_course_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
      "source_record": {
        "entity_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
      "type": "grade"
    },
    {
      "course_id": "ECON 704",
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      "section_number": 1,
      "source_course_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "ECON 704",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "ECON 704",
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      "section_number": 1,
      "source_course_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
      "source_record": {
        "entity_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    },
    {
      "course_id": "ECON 704",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "ECON 704",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
      "source_record": {
        "entity_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "ECON 704",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
      "source_record": {
        "entity_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "ECON 704",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
      "source_record": {
        "entity_id": "dadcdff4-609f-3ec0-9c7c-1fc6018ae28e",
        "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": "Graduate/professional standing",
    "course": null,
    "evidence": "Graduate/professional standing",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
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    "identity_status": "source_identified",
    "name": "Austin Miller",
    "email": "ARMILLER43@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",
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      "profile_id": "rmp:3139509",
      "source_url": "https://www.ratemyprofessors.com/professor/3139509",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:53:50.615087+00:00",
      "courses": {
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        }
      },
      "bayesian_quality": 3.7235102700443767,
      "prior_mean": 3.6596857835465957,
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    },
    "instructor_url": "/instructors/AUSTIN_MILLER"
  },
  {
    "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",
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/CHRIS_TABER"
  },
  {
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    "source_instructor_id": "jporter1",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jack Porter",
    "email": "JRPORTER@SSC.WISC.EDU",
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      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:35:20.657291+00:00",
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    "instructor_url": "/instructors/JACK_PORTER"
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]
```

### offerings

```json
[
  {
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    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:296:024051",
    "course_id": "ECON 704",
    "course_uid": "course_9fae615fe1db13e19e61a961",
    "term_id": "1272",
    "source_course_id": "024051",
    "source_subject_id": "296",
    "title": "Econometrics I",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Fall"
  }
]
```

### sections

```json
[
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "term_id": "1272",
    "source_section_id": "22543",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
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    "end_date": "2026-12-09 06:00:00+00:00"
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    "section_uid": "uw-section:1272:31818",
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    "source_section_id": "31818",
    "identity_basis": "class_number",
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    "end_date": "2026-12-09 06:00:00+00:00"
  },
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    "section_uid": "uw-section:1272:31819",
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    "identity_basis": "class_number",
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    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  }
]
```

### grade instructors

```json
[
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  },
  {
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    "name": "STEVEN DURLAUF",
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    "name": "WILLIAM SANDHOLM",
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### grades

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    "course_uid": "course_9fae615fe1db13e19e61a961",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Louphou Coulibaly",
      "Mengxi Wan",
      "Seong Kyun Jung",
      "Siyu Huo",
      "XIAOXIA SHI"
    ],
    "a": 52,
    "ab": 29,
    "b": 48,
    "bc": 6,
    "c": 3,
    "d": 1,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 141,
    "source_aliases": [
      "ECON 704"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 704",
    "course_uid": "course_9fae615fe1db13e19e61a961",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "Kohei Yata",
      "Louphou Coulibaly"
    ],
    "a": 11,
    "ab": 9,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 24,
    "source_aliases": [
      "ECON 704"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 704",
    "course_uid": "course_9fae615fe1db13e19e61a961",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Jack Porter",
      "Kenneth West",
      "Yong Cai"
    ],
    "a": 42,
    "ab": 36,
    "b": 24,
    "bc": 0,
    "c": 1,
    "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": 103,
    "source_aliases": [
      "ECON 704"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 704",
    "course_uid": "course_9fae615fe1db13e19e61a961",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Louphou Coulibaly",
      "Yong Cai"
    ],
    "a": 4,
    "ab": 4,
    "b": 2,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 10,
    "source_aliases": [
      "ECON 704"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 704",
    "course_uid": "course_9fae615fe1db13e19e61a961",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Jack Porter",
      "Kenneth West",
      "XIAOXIA SHI",
      "Yong Cai"
    ],
    "a": 22,
    "ab": 27,
    "b": 24,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 74,
    "source_aliases": [
      "ECON 704"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 704",
    "course_uid": "course_9fae615fe1db13e19e61a961",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Louphou Coulibaly",
      "Yong Cai"
    ],
    "a": 3,
    "ab": 2,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 8,
    "source_aliases": [
      "ECON 704"
    ]
  }
]
```

### statistics

#### gpa

3.501

#### graded

1289

#### counts

* 476
* 387
* 400
* 15
* 8
* 1
* 2

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_9fae615fe1db13e19e61a961-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_9fae615fe1db13e19e61a961-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_9fae615fe1db13e19e61a961-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_9fae615fe1db13e19e61a961-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_9fae615fe1db13e19e61a961-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_9fae615fe1db13e19e61a961-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_9fae615fe1db13e19e61a961-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_9fae615fe1db13e19e61a961-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_9fae615fe1db13e19e61a961-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_9fae615fe1db13e19e61a961-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.501163692785105

#### count

1289

#### university

##### size

5176

##### gpa Percentile

21

##### count Percentile

91

##### median Count

168

##### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 7     | false   |
| 2.8–3.2 | 280   | false   |
| 3.2–3.6 | 1300  | true    |
| 3.6–4.0 | 3588  | false   |

#### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 119,
      "gpaPercentile": 45,
      "countPercentile": 89,
      "medianCount": 223,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 19,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 46,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 54,
          "current": false
        }
      ]
    }
  }
]
```

### terms

#### 1152

##### term

1152

##### gpa

3.409090909090909

##### count

66

##### university

###### size

918

###### gpa Percentile

51

###### count Percentile

50

###### median Count

65

###### histogram

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

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 33,
      "gpaPercentile": 78,
      "countPercentile": 44,
      "medianCount": 69,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 15,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 14,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 3,
          "current": false
        }
      ]
    }
  }
]
```

#### 1162

##### term

1162

##### gpa

3.721590909090909

##### count

88

##### university

###### size

954

###### gpa Percentile

75

###### count Percentile

65

###### median Count

64.5

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 2     | false   |
| 2.4–2.8 | 23    | false   |
| 2.8–3.2 | 234   | false   |
| 3.2–3.6 | 350   | false   |
| 3.6–4.0 | 345   | true    |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 32,
      "gpaPercentile": 90,
      "countPercentile": 52,
      "medianCount": 87,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 14,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 13,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 5,
          "current": true
        }
      ]
    }
  }
]
```

#### 1172

##### term

1172

##### gpa

3.7336448598130842

##### count

107

##### university

###### size

991

###### gpa Percentile

72

###### count Percentile

72

###### median Count

67

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 22    | false   |
| 2.8–3.2 | 226   | false   |
| 3.2–3.6 | 353   | false   |
| 3.6–4.0 | 390   | true    |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 34,
      "gpaPercentile": 94,
      "countPercentile": 64,
      "medianCount": 91.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 16,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 11,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 7,
          "current": true
        }
      ]
    }
  }
]
```

#### 1182

##### term

1182

##### gpa

3.488095238095238

##### count

84

##### university

###### size

1025

###### gpa Percentile

48

###### count Percentile

58

###### median Count

69

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 21    | false   |
| 2.8–3.2 | 216   | false   |
| 3.2–3.6 | 369   | true    |
| 3.6–4.0 | 418   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 38,
      "gpaPercentile": 68,
      "countPercentile": 49,
      "medianCount": 84,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 1,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 17,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 11,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": false
        }
      ]
    }
  }
]
```

#### 1192

##### term

1192

##### gpa

3.310344827586207

##### count

87

##### university

###### size

1077

###### gpa Percentile

31

###### count Percentile

62

###### median Count

67

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 22    | false   |
| 2.8–3.2 | 203   | false   |
| 3.2–3.6 | 370   | true    |
| 3.6–4.0 | 481   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 38,
      "gpaPercentile": 59,
      "countPercentile": 51,
      "medianCount": 85,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 16,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 17,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 5,
          "current": false
        }
      ]
    }
  }
]
```

#### 1194

##### term

1194

##### gpa

3.6904761904761907

##### count

21

##### departments

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

#### 1202

##### term

1202

##### gpa

3.439814814814815

##### count

108

##### university

###### size

1102

###### gpa Percentile

40

###### count Percentile

70

###### median Count

68

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 14    | false   |
| 2.8–3.2 | 218   | false   |
| 3.2–3.6 | 371   | true    |
| 3.6–4.0 | 498   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 38,
      "gpaPercentile": 70,
      "countPercentile": 59,
      "medianCount": 87.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 16,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 16,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 6,
          "current": false
        }
      ]
    }
  }
]
```

#### 1204

##### term

1204

##### gpa

3.605769230769231

##### count

52

##### university

###### size

1012

###### gpa Percentile

34

###### count Percentile

39

###### median Count

65.5

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 1     | false   |
| 2.8–3.2 | 25    | false   |
| 3.2–3.6 | 301   | false   |
| 3.6–4.0 | 685   | true    |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 33,
      "gpaPercentile": 63,
      "countPercentile": 25,
      "medianCount": 79,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 1,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 18,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 14,
          "current": true
        }
      ]
    }
  }
]
```

#### 1212

##### term

1212

##### gpa

3.4058823529411764

##### count

85

##### university

###### size

1111

###### gpa Percentile

27

###### count Percentile

58

###### median Count

68

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 4     | false   |
| 2.8–3.2 | 159   | false   |
| 3.2–3.6 | 337   | true    |
| 3.6–4.0 | 611   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 43,
      "gpaPercentile": 52,
      "countPercentile": 60,
      "medianCount": 62,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 10,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 21,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 12,
          "current": false
        }
      ]
    }
  }
]
```

#### 1222

##### term

1222

##### gpa

3.4893617021276597

##### count

94

##### university

###### size

1157

###### gpa Percentile

37

###### count Percentile

64

###### median Count

64

###### histogram

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

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 37,
      "gpaPercentile": 58,
      "countPercentile": 72,
      "medianCount": 79,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 10,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 17,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": false
        }
      ]
    }
  }
]
```

#### 1224

##### term

1224

##### gpa

3.5

##### count

27

##### departments

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

#### 1232

##### term

1232

##### gpa

3.4105263157894736

##### count

95

##### university

###### size

1216

###### gpa Percentile

29

###### count Percentile

65

###### median Count

66

###### histogram

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

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 38,
      "gpaPercentile": 57,
      "countPercentile": 70,
      "medianCount": 68.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 15,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 14,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": false
        }
      ]
    }
  }
]
```

#### 1234

##### term

1234

##### gpa

3.588235294117647

##### count

17

##### departments

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

#### 1242

##### term

1242

##### gpa

3.3964285714285714

##### count

140

##### university

###### size

1295

###### gpa Percentile

26

###### count Percentile

79

###### median Count

67

###### histogram

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

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 44,
      "gpaPercentile": 49,
      "countPercentile": 79,
      "medianCount": 70,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 13,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 19,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 11,
          "current": false
        }
      ]
    }
  }
]
```

#### 1244

##### term

1244

##### gpa

3.5208333333333335

##### count

24

##### departments

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

#### 1252

##### term

1252

##### gpa

3.5728155339805827

##### count

103

##### university

###### size

1333

###### gpa Percentile

39

###### count Percentile

68

###### median Count

69

###### histogram

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

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 46,
      "gpaPercentile": 71,
      "countPercentile": 76,
      "medianCount": 74,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 8,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 26,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 12,
          "current": false
        }
      ]
    }
  }
]
```

#### 1254

##### term

1254

##### gpa

3.6

##### count

10

##### departments

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

#### 1262

##### term

1262

##### gpa

3.4863013698630136

##### count

73

##### university

###### size

1320

###### gpa Percentile

28

###### count Percentile

51

###### median Count

70

###### histogram

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

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 40,
      "gpaPercentile": 51,
      "countPercentile": 54,
      "medianCount": 65.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 9,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 21,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": false
        }
      ]
    }
  }
]
```

#### 1264

##### term

1264

##### gpa

3.5

##### count

8

##### departments

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

### benchmarks

#### all

##### school

###### size

5176

###### gpa

3.6958052853248597

###### top Share

84.06183726570515

###### count

168

##### ECON

###### size

119

###### gpa

3.565734680750848

###### top Share

74.99900435198799

###### count

223

#### terms

##### 1152

###### school

###### size

918

###### gpa

3.408733538594633

###### top Share

66.06693005846735

###### count

65

###### ECON

###### size

33

###### gpa

3.2344670418039208

###### top Share

52.7649642628622

###### count

69

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

###### ECON

###### size

32

###### gpa

3.257120549725447

###### top Share

55.77705566035788

###### count

87

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

###### ECON

###### size

34

###### gpa

3.283515605218873

###### top Share

56.18377536261731

###### count

91.5

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

###### ECON

###### size

38

###### gpa

3.2679970257738016

###### top Share

56.1000441582342

###### count

84

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### ECON

###### size

38

###### gpa

3.2727133601045373

###### top Share

56.19863891625153

###### count

85

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

###### ECON

###### size

33

###### gpa

3.2532291931353967

###### top Share

55.37138838007602

###### count

91

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

###### ECON

###### size

38

###### gpa

3.3091483887175275

###### top Share

57.52333435644998

###### count

87.5

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

###### ECON

###### size

33

###### gpa

3.5818404132725767

###### top Share

77.38790104739134

###### count

79

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

###### ECON

###### size

43

###### gpa

3.4217856837040865

###### top Share

67.0762430121588

###### count

62

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### ECON

###### size

37

###### gpa

3.4063875168428908

###### top Share

64.51912969847739

###### count

79

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

###### ECON

###### size

37

###### gpa

3.358824647431352

###### top Share

62.02356029673636

###### count

71

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

###### ECON

###### size

38

###### gpa

3.3360474441634977

###### top Share

61.683172425833845

###### count

68.5

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### ECON

###### size

36

###### gpa

3.338494521920077

###### top Share

61.825472132927935

###### count

70.5

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### ECON

###### size

44

###### gpa

3.382488776849895

###### top Share

64.71357517027587

###### count

70

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### ECON

###### size

36

###### gpa

3.386885708485864

###### top Share

63.919049551615416

###### count

85.5

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### ECON

###### size

46

###### gpa

3.4251846784024935

###### top Share

66.33912567216377

###### count

74

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### ECON

###### size

39

###### gpa

3.4082741335226703

###### top Share

66.64551412266185

###### count

73

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### ECON

###### size

40

###### gpa

3.446407481735755

###### top Share

68.17148103554868

###### count

65.5

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### ECON

###### size

37

###### gpa

3.41582518818968

###### top Share

66.18686699083136

###### count

53

## instructor Trends

```json
[
  {
    "uid": "instructor_99ae0cffe810678dcb712206",
    "name": "XIAOXIA SHI",
    "count": 643,
    "terms": [
      {
        "term": "1152",
        "count": 66,
        "sections": 1,
        "gpa": 3.409090909090909
      },
      {
        "term": "1192",
        "count": 87,
        "sections": 1,
        "gpa": 3.310344827586207
      },
      {
        "term": "1202",
        "count": 108,
        "sections": 1,
        "gpa": 3.439814814814815
      },
      {
        "term": "1212",
        "count": 85,
        "sections": 1,
        "gpa": 3.4058823529411764
      },
      {
        "term": "1222",
        "count": 80,
        "sections": 1,
        "gpa": 3.45625
      },
      {
        "term": "1232",
        "count": 71,
        "sections": 1,
        "gpa": 3.408450704225352
      },
      {
        "term": "1242",
        "count": 91,
        "sections": 2,
        "gpa": 3.434065934065934
      },
      {
        "term": "1262",
        "count": 55,
        "sections": 1,
        "gpa": 3.4454545454545453
      }
    ]
  },
  {
    "uid": "instructor_eb955630f83768cd1e516946",
    "name": "JACK PORTER",
    "count": 329,
    "terms": [
      {
        "term": "1182",
        "count": 84,
        "sections": 1,
        "gpa": 3.488095238095238
      },
      {
        "term": "1194",
        "count": 21,
        "sections": 1,
        "gpa": 3.6904761904761907
      },
      {
        "term": "1204",
        "count": 52,
        "sections": 1,
        "gpa": 3.605769230769231
      },
      {
        "term": "1224",
        "count": 27,
        "sections": 1,
        "gpa": 3.5
      },
      {
        "term": "1234",
        "count": 17,
        "sections": 1,
        "gpa": 3.588235294117647
      },
      {
        "term": "1252",
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        "gpa": 3.541095890410959
      },
      {
        "term": "1262",
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        "sections": 1,
        "gpa": 3.4454545454545453
      }
    ]
  },
  {
    "uid": "instructor_a6021b8ba5ca13b388ab7897",
    "name": "WILLIAM SANDHOLM",
    "count": 279,
    "terms": [
      {
        "term": "1182",
        "count": 84,
        "sections": 1,
        "gpa": 3.488095238095238
      },
      {
        "term": "1192",
        "count": 87,
        "sections": 1,
        "gpa": 3.310344827586207
      },
      {
        "term": "1202",
        "count": 108,
        "sections": 1,
        "gpa": 3.439814814814815
      }
    ]
  },
  {
    "uid": "instructor_cff990eba15659dfee8e0731",
    "name": "STEVEN DURLAUF",
    "count": 195,
    "terms": [
      {
        "term": "1162",
        "count": 88,
        "sections": 1,
        "gpa": 3.721590909090909
      },
      {
        "term": "1172",
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        "sections": 1,
        "gpa": 3.7336448598130842
      }
    ]
  },
  {
    "uid": "instructor_6aecf641822eb34092bbe98a",
    "name": "LOUPHOU COULIBALY",
    "count": 105,
    "terms": [
      {
        "term": "1222",
        "count": 14,
        "sections": 2,
        "gpa": 3.6785714285714284
      },
      {
        "term": "1242",
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        "term": "1244",
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      },
      {
        "term": "1254",
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      },
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        "term": "1264",
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      }
    ]
  },
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    "uid": "instructor_2cf24c74d49645e8ddb09441",
    "name": "SOOJEONG JUNG",
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    "terms": [
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        "term": "1242",
        "count": 91,
        "sections": 2,
        "gpa": 3.434065934065934
      }
    ]
  },
  {
    "uid": "instructor_ebce879d237654a37053b30a",
    "name": "SIYU HUO",
    "count": 91,
    "terms": [
      {
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        "count": 91,
        "sections": 2,
        "gpa": 3.434065934065934
      }
    ]
  },
  {
    "uid": "instructor_58b2122ce77c06c42284d44f",
    "name": "YONG CAI",
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    "terms": [
      {
        "term": "1252",
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        "sections": 1,
        "gpa": 3.65
      },
      {
        "term": "1254",
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        "gpa": 3.6
      },
      {
        "term": "1262",
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        "sections": 1,
        "gpa": 3.611111111111111
      },
      {
        "term": "1264",
        "count": 8,
        "sections": 1,
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      }
    ]
  },
  {
    "uid": "instructor_48bbe0bda6accb9bc9a6a72d",
    "name": "MENGXI WAN",
    "count": 49,
    "terms": [
      {
        "term": "1242",
        "count": 49,
        "sections": 1,
        "gpa": 3.326530612244898
      }
    ]
  },
  {
    "uid": "instructor_24d7adf03f12571002ca5400",
    "name": "KENNETH WEST",
    "count": 48,
    "terms": [
      {
        "term": "1252",
        "count": 30,
        "sections": 1,
        "gpa": 3.65
      },
      {
        "term": "1262",
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        "sections": 1,
        "gpa": 3.611111111111111
      }
    ]
  },
  {
    "uid": "instructor_20a7f2a16d282afa8f5ec3b5",
    "name": "KOHEI YATA",
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    "terms": [
      {
        "term": "1234",
        "count": 17,
        "sections": 1,
        "gpa": 3.588235294117647
      },
      {
        "term": "1244",
        "count": 24,
        "sections": 1,
        "gpa": 3.5208333333333335
      }
    ]
  },
  {
    "uid": "instructor_2da984110274a1696a9dd46c",
    "name": "HAROLD CHIANG",
    "count": 27,
    "terms": [
      {
        "term": "1224",
        "count": 27,
        "sections": 1,
        "gpa": 3.5
      }
    ]
  },
  {
    "uid": "instructor_f201290ae9c0bec13fc699a4",
    "name": "SALVADOR NAVARRO-LOZANO",
    "count": 24,
    "terms": [
      {
        "term": "1232",
        "count": 24,
        "sections": 1,
        "gpa": 3.4166666666666665
      }
    ]
  }
]
```

## following

| code         | title                                         |
| ------------ | --------------------------------------------- |
| AAE 722      | MACHINE LEARNING IN APPLIED ECONOMIC ANALYSIS |
| ECON 705     | ECONOMETRICS II                               |
| ECON 707     | CAUSAL ESTIMATION IN ECONOMICS                |
| ECON 724     | FINANCIAL ECONOMETRICS                        |
| MARKETNG 779 | BAYESIAN MACHINE LEARNING FOR MARKETING       |

## projection

### target

1272

### interval

#### lower

3.19

#### upper

3.76

#### coverage

80

#### terms

8

### gpa

3.4786114081501265

### grades

| grade | percentage          |
| ----- | ------------------- |
| A     | 34.54486301110039   |
| AB    | 30.216053226888757  |
| B     | 33.38252285692139   |
| BC    | 0.9455621798275247  |
| C     | 0.639019395690976   |
| D     | 0.13598966478547628 |
| F     | 0.13598966478547628 |

### source Terms

* 1262
* 1252
* 1242
* 1232
* 1222

### source Count

505

### same Season

true

### historical Range

* 3.3964285714285714
* 3.5728155339805827

### backtest

#### terms

8

#### gpa Error

0.08702582633038236

#### mix Error

15.365699655553335
