# ECON 400: Introduction to Applied Econometrics | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/ECON_400)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

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### schema version

6

### importer version

7

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### observed at

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### built at

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### current instructors

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### limited

false

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### term

1272

### departments

| subject   | count |
| --------- | ----- |
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| ABT       | 20    |
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| C\&ESOC   | 73    |
| CBE       | 48    |
| CHEM      | 101   |
| CHICLA    | 52    |
| CIVENGR   | 133   |
| CLASSICS  | 47    |
| CNP       | 10    |
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| DYSCI     | 35    |
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| ECON      | 145   |
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| EMERMED   | 17    |
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| EPD       | 67    |
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| F\&WECOL  | 60    |
| FAMMED    | 22    |
| FINANCE   | 50    |
| FOLKLORE  | 40    |
| FOODSCI   | 43    |
| FRENCH    | 63    |
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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    |
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| ITALIAN   | 53    |
| JEWISH    | 56    |
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| KINES     | 128   |
| LACIS     | 26    |
| LANDARC   | 61    |
| LATIN     | 24    |
| LAW       | 120   |
| LEGALST   | 48    |
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| 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

0c0ea847682039fa45456015a9f9bfeb20b8721927ecb0af050c2fb36cfd5833

### course id

ECON 400

### course uid

course\_67164e31bc510b3170f584a8

### catalog version id

9af8d1026fcc74064cc64b42ab7ee3d3053335bf5dd6581aed186ea407abffcf

### course number

400

### subjects

* ECON

### title

INTRODUCTION TO APPLIED ECONOMETRICS

### description

An introduction to applied econometrics - the statistical methods economists use to evaluate empirical relationships and test economic theory. Emphasis on application of econometrics to real world data using modern statistical software and developing skills needed to understand empirical work in economics.

### requirements text

ECON 310, (STAT 240and340), STAT 302,303,311,324,STAT/​MATH  309, or431. Not open to students with credit forECON 410.

### credits min

4

### credits max

4

### credit offering ids

* 1272:296:025031

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### llm model

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### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

ECON 400 introduces applied econometrics, teaching statistical methods to evaluate empirical relationships and test economic theory using real-world data.

### llm topics

* Empirical relationships and economic theory testing.
* Application of econometrics to real-world data.

### llm skills

* Applying econometric methods to real-world data using statistical software.
* Understanding and evaluating empirical economic research.

### llm assumed background

* Foundations in economic data analysis, descriptive statistics, and statistical inference.
* Data management, R programming, and basic regression techniques.
* Advanced statistical modeling, probability, and machine learning techniques in R.
* Probability theory, central limit theorem, and estimation methods.

### llm search phrases

* applied econometrics
* empirical economic analysis
* statistical software economics
* econometrics R programming
* economic data modeling

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

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#### course id

ECON 400

#### current instructors

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        "text": "Christopher Mckelvey is consistently praised for making difficult economic concepts accessible through clear explanations and engaging lectures. Reviewers highlight his passion, availability for help, and supportive nature. While some note exams are tricky or hard, others find them fair or easy, with consistent mentions of curve adjustments and clear expectations."
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```

#### difficulty workload

The course features reasonable problem sets and challenging exams. While tests are considered tricky or hard, reviewers find them fair and note that they are curved.

```json
{
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      "review_date": "2026-04-23 20:28:11 +0000 UTC",
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}
```

#### errors

None recorded.

#### historical context

Historical reviews of James Walker: James Walker is described as nice but extremely boring, causing students to struggle to stay awake. Reviewers found the class unengaging despite an interest in economics.

```json
{
  "citations": [
    {
      "instructor_name": "James Walker",
      "review_date": "2013-01-22 15:00:52 +0000 UTC",
      "review_id": "a3ec122726c42dbd30813c1e",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:810416",
      "source_review_id": "UmF0aW5nLTIxMjg0NzM2",
      "source_url": "https://www.ratemyprofessors.com/professor/810416",
      "type": "review"
    }
  ]
}
```

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Christopher McKelvey is described as an engaging lecturer who makes difficult material accessible. Reviewers note his passion for economics and his willingness to help students succeed through clear explanations and support.

```json
{
  "citations": [
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      "instructor_name": "Christopher McKelvey",
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      "instructor_name": "Christopher McKelvey",
      "review_date": "2024-11-15 17:17:44 +0000 UTC",
      "review_id": "3f16e0580c7e9696b6ae5218",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1632497",
      "source_review_id": "UmF0aW5nLTM5OTU3NDY3",
      "source_url": "https://www.ratemyprofessors.com/professor/1632497",
      "type": "review"
    },
    {
      "instructor_name": "Christopher McKelvey",
      "review_date": "2024-12-15 20:19:23 +0000 UTC",
      "review_id": "decc87e8f2d9318d62c3af88",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1632497",
      "source_review_id": "UmF0aW5nLTQwMzEwNjA4",
      "source_url": "https://www.ratemyprofessors.com/professor/1632497",
      "type": "review"
    },
    {
      "instructor_name": "Christopher McKelvey",
      "review_date": "2026-04-23 20:28:11 +0000 UTC",
      "review_id": "5b57214a62ed74cfd4901d5a",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1632497",
      "source_review_id": "UmF0aW5nLTQyOTE3MDE2",
      "source_url": "https://www.ratemyprofessors.com/professor/1632497",
      "type": "review"
    },
    {
      "instructor_name": "Christopher McKelvey",
      "review_date": "2026-09-05 00:51:03 +0000 UTC",
      "review_id": "5d9cc40b1af1d892f78f28c7",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:1632497",
      "source_review_id": "UmF0aW5nLTQzNDA5MTU0",
      "source_url": "https://www.ratemyprofessors.com/professor/1632497",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2025: 3.11 GPA, 43.9% A/AB (n=205 letter grades); Fall 2025: 3.07 GPA, 42.0% A/AB (n=143 letter grades); Spring 2026: 3.06 GPA, 42.6% A/AB (n=197 letter grades).

```json
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      "course_id": "ECON 400",
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      },
      "table": "grades_latest",
      "term_id": "1264",
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    }
  ]
}
```

#### student experience

Students appreciate recorded lectures, posted solutions, and responsive office hours. Success is associated with attending class, completing problem sets, and understanding the material.

```json
{
  "citations": [
    {
      "instructor_name": "Christopher McKelvey",
      "review_date": "2023-12-04 21:38:36 +0000 UTC",
      "review_id": "351a92e7cea7b7513e8aae14",
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      "source_url": "https://www.ratemyprofessors.com/professor/1632497",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

CHRISTOPHER MCKELVEY is recorded teaching in Fall 2018, Spring 2019, Fall 2019, Fall 2020, Fall 2021, Spring 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

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      "table": "section_grades_latest",
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      "type": "grade"
    },
    {
      "course_id": "ECON 400",
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      "section_number": 1,
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      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
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      },
      "table": "section_grades_latest",
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}
```

MATTHEW FRIEDMAN is recorded teaching in Spring 2020, Fall 2022. Recorded history may be incomplete and does not establish a future schedule.

```json
{
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
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      "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": "1232",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
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    ],
    "condition": null,
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    "id": "n0",
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  },
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    "condition": null,
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  },
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    "course": null,
    "evidence": "Not open to students with credit forECON 410.",
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      "timing": "prior"
    },
    "evidence": "ECON 310,",
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    "evidence": "(STAT 240and340),",
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    "evidence": "STAT 240",
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    "kind": "course"
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      "timing": "prior"
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    "evidence": "340",
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  },
  {
    "children": [],
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    "kind": "condition"
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    "condition": null,
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    "evidence": "STAT/MATH 309, or431.",
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  {
    "children": [],
    "condition": "or431.",
    "course": null,
    "evidence": "or431.",
    "id": "n1g2",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
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    "instructor_uid": "instructor_6f4f1e3e581d45be4e30379b",
    "source": "enrollment",
    "source_instructor_id": "cmckelvey",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Christopher Mckelvey",
    "email": "CMCKELVEY@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": {
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      "quality": 4.66,
      "difficulty": 3.33,
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      "difficulty_count": 92,
      "profile_id": "rmp:1632497",
      "source_url": "https://www.ratemyprofessors.com/professor/1632497",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:48:15.480044+00:00",
      "courses": {
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        },
        "course_e104fb600738e5af6d58c4dd": {
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          "difficulty": 3.28,
          "quality_count": 36,
          "difficulty_count": 36
        },
        "course_c1d62f93b6bc2a4cab189b27": {
          "review_count": 10,
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          "difficulty": 2.1,
          "quality_count": 10,
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      "prior_weight": 20
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    "instructor_url": "/instructors/CHRISTOPHER_MCKELVEY"
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    "source_instructor_id": "jkim2348",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Julie Kim",
    "email": "JULIE.KIM2@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/JULIE_KIM"
  },
  {
    "instructor_uid": "instructor_80985aa95c7c1da2b6614439",
    "source": "enrollment",
    "source_instructor_id": "mnishida",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Masahiro Nishida",
    "email": "MNISHIDA@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/MASAHIRO_NISHIDA"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:296:025031",
    "course_id": "ECON 400",
    "course_uid": "course_67164e31bc510b3170f584a8",
    "term_id": "1272",
    "source_course_id": "025031",
    "source_subject_id": "296",
    "title": "Introduction to Applied Econometrics",
    "credits_min": 4,
    "credits_max": 4,
    "typically_offered": "Fall, Spring, Summer"
  }
]
```

### sections

```json
[
  {
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:19425",
    "term_id": "1272",
    "source_section_id": "19425",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 80,
    "enrolled": 184,
    "waitlisted": 9,
    "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:1272:19426",
    "term_id": "1272",
    "source_section_id": "19426",
    "identity_basis": "class_number",
    "section_number": "301",
    "section_type": "DIS",
    "instruction_mode": "Classroom Instruction",
    "capacity": 10,
    "enrolled": 22,
    "waitlisted": 2,
    "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:1272:19427",
    "term_id": "1272",
    "source_section_id": "19427",
    "identity_basis": "class_number",
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    "instruction_mode": "Classroom Instruction",
    "capacity": 10,
    "enrolled": 24,
    "waitlisted": 1,
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    "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:1272:19428",
    "term_id": "1272",
    "source_section_id": "19428",
    "identity_basis": "class_number",
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    "instruction_mode": "Classroom Instruction",
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    "enrolled": 23,
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    "end_date": "2026-12-09 06:00:00+00:00"
  },
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    "section_uid": "uw-section:1272:20278",
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    "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:1272:22484",
    "term_id": "1272",
    "source_section_id": "22484",
    "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:1272:26283",
    "term_id": "1272",
    "source_section_id": "26283",
    "identity_basis": "class_number",
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    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:34962",
    "term_id": "1272",
    "source_section_id": "34962",
    "identity_basis": "class_number",
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:34963",
    "term_id": "1272",
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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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    "identity_status": "source_identified",
    "name": "CHRISTOPHER MCKELVEY",
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
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      "source_url": "https://www.ratemyprofessors.com/professor/1632497",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:48:15.480044+00:00",
      "courses": {
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        },
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        },
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        },
        "course_c1d62f93b6bc2a4cab189b27": {
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        }
      },
      "bayesian_quality": 4.481372461347607,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.009,
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      ],
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    },
    "instructor_url": "/instructors/CHRISTOPHER_MCKELVEY--instructor_b3bf5868b2d966580562efb8"
  },
  {
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    "source": "madgrades",
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    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MATTHEW FRIEDMAN",
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      "profile_id": "rmp:2423601",
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      "match_basis": "exact_name",
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        },
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        "course_c1d62f93b6bc2a4cab189b27": {
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        },
        "course_76a0854768c03089348672b1": {
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      },
      "bayesian_quality": 3.8524607229433245,
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    },
    "instructor_url": "/instructors/MATTHEW_FRIEDMAN"
  },
  {
    "instructor_uid": "instructor_047a739e2fd1400f9926278e",
    "source": "madgrades",
    "source_instructor_id": "5909712",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "QIN LIN",
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    },
    "instructor_url": "/instructors/QIN_LIN"
  },
  {
    "instructor_uid": "instructor_92cd8e281e5bf10b47fe2ed9",
    "source": "madgrades",
    "source_instructor_id": "6086174",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JOOHYUN LEE",
    "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",
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    },
    "instructor_url": "/instructors/JOOHYUN_LEE--instructor_92cd8e281e5bf10b47fe2ed9"
  },
  {
    "instructor_uid": "instructor_6f4f1e3e581d45be4e30379b",
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    "identity_status": "source_identified",
    "name": "Christopher Mckelvey",
    "email": "CMCKELVEY@WISC.EDU",
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
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      "source_url": "https://www.ratemyprofessors.com/professor/1632497",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:48:15.480044+00:00",
      "courses": {
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        },
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        },
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    },
    "instructor_url": "/instructors/CHRISTOPHER_MCKELVEY"
  },
  {
    "instructor_uid": "instructor_7a2ad80b4bd9086e40347556",
    "source": "enrollment",
    "source_instructor_id": "jkim2348",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Julie Kim",
    "email": "JULIE.KIM2@WISC.EDU",
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/JULIE_KIM"
  },
  {
    "instructor_uid": "instructor_80985aa95c7c1da2b6614439",
    "source": "enrollment",
    "source_instructor_id": "mnishida",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Masahiro Nishida",
    "email": "MNISHIDA@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/MASAHIRO_NISHIDA"
  }
]
```

### grades

```json
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    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "Christopher Mckelvey"
    ],
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    "d": 2,
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    "total": 68,
    "source_aliases": [
      "ECON 400"
    ]
  },
  {
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    "term_id": "1194",
    "term_name": "Spring 2019",
    "instructors": [
      "Christopher Mckelvey"
    ],
    "a": 21,
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    "c": 15,
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    "total": 95,
    "source_aliases": [
      "ECON 400"
    ]
  },
  {
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      "Christopher Mckelvey"
    ],
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    "source_aliases": [
      "ECON 400"
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  },
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    "course_uid": "course_67164e31bc510b3170f584a8",
    "term_id": "1204",
    "term_name": "Spring 2020",
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      "Matt Friedman"
    ],
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    "term_id": "1212",
    "term_name": "Fall 2020",
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      "Christopher Mckelvey"
    ],
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  },
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    "term_id": "1222",
    "term_name": "Fall 2021",
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      "Christopher Mckelvey"
    ],
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  },
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      "Christopher Mckelvey"
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 400",
    "course_uid": "course_67164e31bc510b3170f584a8",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Christopher Mckelvey"
    ],
    "a": 24,
    "ab": 18,
    "b": 17,
    "bc": 19,
    "c": 15,
    "d": 1,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 95,
    "source_aliases": [
      "ECON 400"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 400",
    "course_uid": "course_67164e31bc510b3170f584a8",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Christopher Mckelvey",
      "John Lee",
      "QIN LIN"
    ],
    "a": 28,
    "ab": 28,
    "b": 25,
    "bc": 24,
    "c": 19,
    "d": 3,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 127,
    "source_aliases": [
      "ECON 400"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 400",
    "course_uid": "course_67164e31bc510b3170f584a8",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "Christopher Mckelvey"
    ],
    "a": 24,
    "ab": 20,
    "b": 20,
    "bc": 23,
    "c": 13,
    "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": 100,
    "source_aliases": [
      "ECON 400"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 400",
    "course_uid": "course_67164e31bc510b3170f584a8",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Christopher Mckelvey"
    ],
    "a": 30,
    "ab": 34,
    "b": 33,
    "bc": 30,
    "c": 16,
    "d": 1,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 145,
    "source_aliases": [
      "ECON 400"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 400",
    "course_uid": "course_67164e31bc510b3170f584a8",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Christopher Mckelvey"
    ],
    "a": 52,
    "ab": 38,
    "b": 49,
    "bc": 39,
    "c": 25,
    "d": 2,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 206,
    "source_aliases": [
      "ECON 400"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 400",
    "course_uid": "course_67164e31bc510b3170f584a8",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Christopher Mckelvey"
    ],
    "a": 30,
    "ab": 30,
    "b": 34,
    "bc": 27,
    "c": 22,
    "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": 143,
    "source_aliases": [
      "ECON 400"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "ECON 400",
    "course_uid": "course_67164e31bc510b3170f584a8",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Christopher Mckelvey"
    ],
    "a": 45,
    "ab": 39,
    "b": 40,
    "bc": 45,
    "c": 26,
    "d": 1,
    "f": 1,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 198,
    "source_aliases": [
      "ECON 400"
    ]
  }
]
```

### statistics

#### gpa

3.075

#### graded

1738

#### counts

* 410
* 368
* 362
* 343
* 225
* 22
* 8

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_67164e31bc510b3170f584a8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_67164e31bc510b3170f584a8-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_67164e31bc510b3170f584a8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_67164e31bc510b3170f584a8-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_67164e31bc510b3170f584a8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_67164e31bc510b3170f584a8-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_67164e31bc510b3170f584a8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_67164e31bc510b3170f584a8-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_67164e31bc510b3170f584a8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_67164e31bc510b3170f584a8-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.074510932105869

#### count

1738

#### university

##### size

4967

##### gpa Percentile

2

##### count Percentile

95

##### median Count

148

##### 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 | 8     | false   |
| 2.8–3.2 | 254   | true    |
| 3.2–3.6 | 1193  | false   |
| 3.6–4.0 | 3512  | false   |

#### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 117,
      "gpaPercentile": 3,
      "countPercentile": 92,
      "medianCount": 188,
      "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": 17,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 46,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 54,
          "current": false
        }
      ]
    }
  }
]
```

### terms

#### 1192

##### term

1192

##### gpa

3.029850746268657

##### count

67

##### university

###### size

1077

###### gpa Percentile

11

###### count Percentile

50

###### 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   | true    |
| 3.2–3.6 | 370   | false   |
| 3.6–4.0 | 481   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 38,
      "gpaPercentile": 19,
      "countPercentile": 46,
      "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": true
        },
        {
          "range": "3.2–3.6",
          "count": 17,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 5,
          "current": false
        }
      ]
    }
  }
]
```

#### 1194

##### term

1194

##### gpa

3.031578947368421

##### count

95

##### university

###### size

1040

###### gpa Percentile

12

###### count Percentile

67

###### median Count

67

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 23    | false   |
| 2.8–3.2 | 220   | true    |
| 3.2–3.6 | 342   | false   |
| 3.6–4.0 | 454   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 33,
      "gpaPercentile": 22,
      "countPercentile": 59,
      "medianCount": 91,
      "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": 14,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 16,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 2,
          "current": false
        }
      ]
    }
  }
]
```

#### 1202

##### term

1202

##### gpa

3.0402298850574714

##### count

87

##### university

###### size

1102

###### gpa Percentile

10

###### count Percentile

61

###### 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   | true    |
| 3.2–3.6 | 371   | false   |
| 3.6–4.0 | 498   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 38,
      "gpaPercentile": 14,
      "countPercentile": 49,
      "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": true
        },
        {
          "range": "3.2–3.6",
          "count": 16,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 6,
          "current": false
        }
      ]
    }
  }
]
```

#### 1204

##### term

1204

##### gpa

3.463768115942029

##### count

69

##### university

###### size

1012

###### gpa Percentile

16

###### count Percentile

52

###### 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   | true    |
| 3.6–4.0 | 685   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 33,
      "gpaPercentile": 28,
      "countPercentile": 41,
      "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": true
        },
        {
          "range": "3.6–4.0",
          "count": 14,
          "current": false
        }
      ]
    }
  }
]
```

#### 1212

##### term

1212

##### gpa

3.044943820224719

##### count

89

##### university

###### size

1111

###### gpa Percentile

6

###### count Percentile

60

###### 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   | true    |
| 3.2–3.6 | 337   | false   |
| 3.6–4.0 | 611   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 43,
      "gpaPercentile": 10,
      "countPercentile": 67,
      "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": true
        },
        {
          "range": "3.2–3.6",
          "count": 21,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 12,
          "current": false
        }
      ]
    }
  }
]
```

#### 1222

##### term

1222

##### gpa

3.106382978723404

##### count

94

##### university

###### size

1157

###### gpa Percentile

11

###### 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   | true    |
| 3.2–3.6 | 351   | false   |
| 3.6–4.0 | 614   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 37,
      "gpaPercentile": 17,
      "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": true
        },
        {
          "range": "3.2–3.6",
          "count": 17,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": false
        }
      ]
    }
  }
]
```

#### 1224

##### term

1224

##### gpa

3.0494505494505493

##### count

91

##### university

###### size

1171

###### gpa Percentile

9

###### count Percentile

65

###### 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 | 3     | false   |
| 2.4–2.8 | 21    | false   |
| 2.8–3.2 | 173   | true    |
| 3.2–3.6 | 358   | false   |
| 3.6–4.0 | 616   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 37,
      "gpaPercentile": 17,
      "countPercentile": 67,
      "medianCount": 71,
      "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": true
        },
        {
          "range": "3.2–3.6",
          "count": 15,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 7,
          "current": false
        }
      ]
    }
  }
]
```

#### 1232

##### term

1232

##### gpa

2.9888059701492535

##### count

134

##### university

###### size

1216

###### gpa Percentile

5

###### count Percentile

77

###### 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   | true    |
| 3.2–3.6 | 356   | false   |
| 3.6–4.0 | 670   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 38,
      "gpaPercentile": 8,
      "countPercentile": 76,
      "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": true
        },
        {
          "range": "3.2–3.6",
          "count": 14,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": false
        }
      ]
    }
  }
]
```

#### 1234

##### term

1234

##### gpa

3.036842105263158

##### count

95

##### university

###### size

1188

###### gpa Percentile

7

###### count Percentile

66

###### 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 | 3     | false   |
| 2.4–2.8 | 17    | false   |
| 2.8–3.2 | 144   | true    |
| 3.2–3.6 | 374   | false   |
| 3.6–4.0 | 650   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 36,
      "gpaPercentile": 20,
      "countPercentile": 71,
      "medianCount": 70.5,
      "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": true
        },
        {
          "range": "3.2–3.6",
          "count": 15,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 6,
          "current": false
        }
      ]
    }
  }
]
```

#### 1242

##### term

1242

##### gpa

3.0393700787401574

##### count

127

##### university

###### size

1295

###### gpa Percentile

6

###### count Percentile

77

###### 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   | true    |
| 3.2–3.6 | 394   | false   |
| 3.6–4.0 | 726   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 44,
      "gpaPercentile": 14,
      "countPercentile": 77,
      "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": true
        },
        {
          "range": "3.2–3.6",
          "count": 19,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 11,
          "current": false
        }
      ]
    }
  }
]
```

#### 1244

##### term

1244

##### gpa

3.095

##### count

100

##### university

###### size

1241

###### gpa Percentile

8

###### count Percentile

71

###### 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 | 2     | false   |
| 2.4–2.8 | 9     | false   |
| 2.8–3.2 | 151   | true    |
| 3.2–3.6 | 373   | false   |
| 3.6–4.0 | 706   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 36,
      "gpaPercentile": 14,
      "countPercentile": 69,
      "medianCount": 85.5,
      "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": 12,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 16,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": false
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

3.075862068965517

##### count

145

##### university

###### size

1333

###### gpa Percentile

6

###### count Percentile

79

###### 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   | true    |
| 3.2–3.6 | 431   | false   |
| 3.6–4.0 | 773   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 46,
      "gpaPercentile": 4,
      "countPercentile": 80,
      "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": true
        },
        {
          "range": "3.2–3.6",
          "count": 26,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 12,
          "current": false
        }
      ]
    }
  }
]
```

#### 1254

##### term

1254

##### gpa

3.1097560975609757

##### count

205

##### university

###### size

1289

###### gpa Percentile

8

###### count Percentile

88

###### 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 | 0     | false   |
| 2.4–2.8 | 17    | false   |
| 2.8–3.2 | 128   | true    |
| 3.2–3.6 | 379   | false   |
| 3.6–4.0 | 765   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 39,
      "gpaPercentile": 16,
      "countPercentile": 82,
      "medianCount": 73,
      "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": 12,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 17,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": false
        }
      ]
    }
  }
]
```

#### 1262

##### term

1262

##### gpa

3.0664335664335662

##### count

143

##### university

###### size

1320

###### gpa Percentile

5

###### count Percentile

78

###### 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   | true    |
| 3.2–3.6 | 381   | false   |
| 3.6–4.0 | 797   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 40,
      "gpaPercentile": 3,
      "countPercentile": 74,
      "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": true
        },
        {
          "range": "3.2–3.6",
          "count": 21,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": false
        }
      ]
    }
  }
]
```

#### 1264

##### term

1264

##### gpa

3.0558375634517767

##### count

197

##### university

###### size

1283

###### gpa Percentile

6

###### count Percentile

88

###### median Count

66

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 20    | false   |
| 2.8–3.2 | 130   | true    |
| 3.2–3.6 | 343   | false   |
| 3.6–4.0 | 789   | false   |

##### departments

```json
[
  {
    "subject": "ECON",
    "comparison": {
      "size": 37,
      "gpaPercentile": 8,
      "countPercentile": 78,
      "medianCount": 53,
      "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": true
        },
        {
          "range": "3.2–3.6",
          "count": 16,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 11,
          "current": false
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

4967

###### gpa

3.703437086021844

###### top Share

84.56117787874945

###### count

148

##### ECON

###### size

117

###### gpa

3.5728441195115943

###### top Share

75.470874890189

###### count

188

#### terms

##### 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_b3bf5868b2d966580562efb8",
    "name": "CHRISTOPHER MCKELVEY",
    "count": 1535,
    "terms": [
      {
        "term": "1192",
        "count": 67,
        "sections": 1,
        "gpa": 3.029850746268657
      },
      {
        "term": "1194",
        "count": 95,
        "sections": 1,
        "gpa": 3.031578947368421
      },
      {
        "term": "1202",
        "count": 87,
        "sections": 1,
        "gpa": 3.0402298850574714
      },
      {
        "term": "1212",
        "count": 89,
        "sections": 1,
        "gpa": 3.044943820224719
      },
      {
        "term": "1222",
        "count": 94,
        "sections": 1,
        "gpa": 3.106382978723404
      },
      {
        "term": "1224",
        "count": 91,
        "sections": 1,
        "gpa": 3.0494505494505493
      },
      {
        "term": "1234",
        "count": 95,
        "sections": 1,
        "gpa": 3.036842105263158
      },
      {
        "term": "1242",
        "count": 127,
        "sections": 1,
        "gpa": 3.0393700787401574
      },
      {
        "term": "1244",
        "count": 100,
        "sections": 1,
        "gpa": 3.095
      },
      {
        "term": "1252",
        "count": 145,
        "sections": 1,
        "gpa": 3.075862068965517
      },
      {
        "term": "1254",
        "count": 205,
        "sections": 1,
        "gpa": 3.1097560975609757
      },
      {
        "term": "1262",
        "count": 143,
        "sections": 1,
        "gpa": 3.0664335664335662
      },
      {
        "term": "1264",
        "count": 197,
        "sections": 1,
        "gpa": 3.0558375634517767
      }
    ]
  },
  {
    "uid": "instructor_4504aa74426296a45eb96a40",
    "name": "MATTHEW FRIEDMAN",
    "count": 203,
    "terms": [
      {
        "term": "1204",
        "count": 69,
        "sections": 1,
        "gpa": 3.463768115942029
      },
      {
        "term": "1232",
        "count": 134,
        "sections": 1,
        "gpa": 2.9888059701492535
      }
    ]
  },
  {
    "uid": "instructor_047a739e2fd1400f9926278e",
    "name": "QIN LIN",
    "count": 127,
    "terms": [
      {
        "term": "1242",
        "count": 127,
        "sections": 1,
        "gpa": 3.0393700787401574
      }
    ]
  },
  {
    "uid": "instructor_92cd8e281e5bf10b47fe2ed9",
    "name": "JOOHYUN LEE",
    "count": 127,
    "terms": [
      {
        "term": "1242",
        "count": 127,
        "sections": 1,
        "gpa": 3.0393700787401574
      }
    ]
  }
]
```

## following

| code             | title                                                          |
| ---------------- | -------------------------------------------------------------- |
| ECON 460         | ECONOMIC FORECASTING                                           |
| ECON/FINANCE 320 | INVESTMENT THEORY                                              |
| FINANCE 325      | CORPORATION FINANCE                                            |
| FINANCE 330      | DERIVATIVE SECURITIES                                          |
| FINANCE 340      | FIXED INCOME SECURITIES                                        |
| GENBUS 308       | CLOUD ANALYTICS AND ARTIFICIAL INTELLIGENCE TOOLS FOR BUSINESS |
| GENBUS 656       | FOUNDATIONS OF STATISTICAL LEARNING FOR BUSINESS ANALYTICS     |
| SOC 362          | STATISTICS FOR SOCIOLOGISTS III                                |

## projection

### target

1272

### interval

#### lower

2.96

#### upper

3.15

#### coverage

80

#### terms

6

### gpa

3.056569251785222

### grades

| grade | percentage         |
| ----- | ------------------ |
| A     | 21.769232119459588 |
| AB    | 22.248226195208133 |
| B     | 21.525249327203237 |
| BC    | 19.085791041420148 |
| C     | 13.55459258329455  |
| D     | 1.3117942657062636 |
| F     | 0.5051144677080712 |

### source Terms

* 1262
* 1252
* 1242
* 1232
* 1222

### source Count

643

### same Season

true

### historical Range

* 2.9888059701492535
* 3.1063829787234036

### backtest

#### terms

6

#### gpa Error

0.04696314602491802

#### mix Error

5.5733293094025615
