# GENBUS 306: Business Analytics I | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/GENBUS_306)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

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### built at

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### courses

8951

### current instructors

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### limited

false

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### term

1272

### departments

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| --------- | ----- |
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| HDFS      | 41    |
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| HEBR-MOD  | 10    |
| HISTORY   | 233   |
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| HONCOL    | 13    |
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| INTEGART  | 7     |
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| INTER-AG  | 18    |
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| INTEREGR  | 16    |
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| KINES     | 128   |
| LACIS     | 26    |
| LANDARC   | 61    |
| LATIN     | 24    |
| LAW       | 120   |
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| NEURODPT  | 11    |
| NEUROL    | 7     |
| NEURSURG  | 4     |
| NTP       | 11    |
| NURSING   | 111   |
| NUTRSCI   | 65    |
| OBS\&GYN  | 18    |
| OCCTHER   | 39    |
| ONCOLOGY  | 14    |
| OPHTHALM  | 5     |
| OTM       | 43    |
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| 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

361d1e67308afd096f7907d732a8fd25ea99a61645785f52ab5b44ccc3a4eacc

### course id

GENBUS 306

### course uid

course\_801a8dc807b21e1c6c93cc3f

### catalog version id

2212146b11ae3ca0504ca859b09105a2106db04f2c73cbde50bc2f7af9d1af50

### course number

306

### subjects

* GENBUS

### title

BUSINESS ANALYTICS I

### description

Development of quantitative intuition through practical applications and use of analysis tools. Specifically, emphasis will be on how to manage, summarize, explore, and visualize databases. The essentials of probability will be introduced and applied to decision problems where there is uncertainty. Emphasis on hypothesis testing and regression analysis and include an introduction to simulation methods. Throughout, attention will be paid to effective communication of data analysis. The use of business cases will connect the course material to both real world settings and recent advances in data analysis, including big data and data mining.

### requirements text

(GEN BUS 106or concurrent enrollment) and (MATH 211, 217, or221), or declared in undergraduate Business Exchange program

### credits min

3

### credits max

3

### credit offering ids

* 1272:231:024534

### llm job id

enrich-a3cb0aa05223adab939cac3a

### llm output id

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### llm model

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

### llm model revision

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### llm task version

14

### llm search status

valid

### llm summary

Business Analytics I teaches quantitative intuition, database visualization, probability, hypothesis testing, regression, and simulation for business decision-making.

### llm topics

* Probability and decision under uncertainty
* Big data and data mining concepts
* Business case studies

### llm skills

* Database management and visualization
* Statistical hypothesis testing and regression
* Simulation methods
* Data communication

### llm assumed background

* Foundational business analysis skills and Excel proficiency
* Calculus background

### llm search phrases

* business analytics
* data visualization
* hypothesis testing
* regression analysis
* simulation methods
* probability decision making
* big data introduction

### llm requirements status

needs\_review

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

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#### course id

GENBUS 306

#### current instructors

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            "source_url": "https://www.ratemyprofessors.com/professor/2130030",
            "type": "review"
          },
          {
            "instructor_name": "Richard Crabb",
            "review_date": "2024-06-27 20:09:29 +0000 UTC",
            "review_id": "a89f7df0c4c275ef72ac88db",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2130030",
            "source_review_id": "UmF0aW5nLTM5NTk3Mzgy",
            "source_url": "https://www.ratemyprofessors.com/professor/2130030",
            "type": "review"
          },
          {
            "instructor_name": "Richard Crabb",
            "review_date": "2024-12-23 20:01:37 +0000 UTC",
            "review_id": "e217dcf711208defba57ce8d",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2130030",
            "source_review_id": "UmF0aW5nLTQwNDI0NzMw",
            "source_url": "https://www.ratemyprofessors.com/professor/2130030",
            "type": "review"
          }
        ],
        "text": "Richard Crabb is a passionate, funny lecturer who uses real-world applications to engage students. Reviewers praise his clarity and flexibility, noting he wants everyone to succeed. The course material is described as challenging, but his engaging style makes the class interesting."
      },
      {
        "citations": [
          {
            "instructor_name": "Richard Crabb",
            "review_date": "2018-05-18 03:35:37 +0000 UTC",
            "review_id": "60634ca80aba6e7c182d8705",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2130030",
            "source_review_id": "UmF0aW5nLTMwMTQzNTc3",
            "source_url": "https://www.ratemyprofessors.com/professor/2130030",
            "type": "review"
          },
          {
            "instructor_name": "Richard Crabb",
            "review_date": "2021-05-06 02:47:44 +0000 UTC",
            "review_id": "c213329618b8e36df42a7bc0",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2130030",
            "source_review_id": "UmF0aW5nLTM0NzE4NjY4",
            "source_url": "https://www.ratemyprofessors.com/professor/2130030",
            "type": "review"
          },
          {
            "instructor_name": "Richard Crabb",
            "review_date": "2026-05-06 02:38:43 +0000 UTC",
            "review_id": "fa99cf77bc1877d21d21b753",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2130030",
            "source_review_id": "UmF0aW5nLTQzMDQwOTQ3",
            "source_url": "https://www.ratemyprofessors.com/professor/2130030",
            "type": "review"
          },
          {
            "instructor_name": "Richard Crabb",
            "review_date": "2026-05-08 14:42:20 +0000 UTC",
            "review_id": "273b8d34d86ace52d972b261",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2130030",
            "source_review_id": "UmF0aW5nLTQzMDcwMzgw",
            "source_url": "https://www.ratemyprofessors.com/professor/2130030",
            "type": "review"
          }
        ],
        "text": "Crabb provides extensive practice problems and lecture videos, which reviewers find helpful for exam preparation. The course relies on exams and Excel case studies. While the material is challenging, consistent work on cases and practice problems leads to success."
      },
      {
        "citations": [
          {
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            "table": "section_grades_latest",
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            "source_record": {
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            },
            "table": "section_grades_latest",
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            "type": "grade"
          },
          {
            "course_id": "GENBUS 306",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 3,
            "source_course_id": "b83fd98c-d07b-3eac-a6cb-c435610fc7ca",
            "source_record": {
              "entity_id": "b83fd98c-d07b-3eac-a6cb-c435610fc7ca",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1264",
            "type": "grade"
          },
          {
            "course_id": "GENBUS 306",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 4,
            "source_course_id": "b83fd98c-d07b-3eac-a6cb-c435610fc7ca",
            "source_record": {
              "entity_id": "b83fd98c-d07b-3eac-a6cb-c435610fc7ca",
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              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1264",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2025: 3.27 GPA, 51.2% A/AB (n=170 letter grades); Fall 2025: 3.31 GPA, 57.0% A/AB (n=435 letter grades); Spring 2026: 3.25 GPA, 47.7% A/AB (n=478 letter grades). Includes jointly taught sections."
      }
    ]
  }
]
```

#### difficulty workload

The course features difficult exams and time-consuming Excel case reports. Students emphasize attending lectures and completing practice problems early to prepare for assessments.

```json
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      "review_date": "2017-05-22 22:53:02 +0000 UTC",
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      "source_instructor_id": "rmp:2130030",
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      "source_url": "https://www.ratemyprofessors.com/professor/2130030",
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    },
    {
      "instructor_name": "Hessam Bavafa",
      "review_date": "2023-12-23 04:26:50 +0000 UTC",
      "review_id": "3838bfc4db1703c97f622b36",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2098856",
      "source_review_id": "UmF0aW5nLTM4NzgxOTc2",
      "source_url": "https://www.ratemyprofessors.com/professor/2098856",
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    },
    {
      "instructor_name": "Richard Crabb",
      "review_date": "2026-05-08 14:42:20 +0000 UTC",
      "review_id": "273b8d34d86ace52d972b261",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2130030",
      "source_review_id": "UmF0aW5nLTQzMDcwMzgw",
      "source_url": "https://www.ratemyprofessors.com/professor/2130030",
      "type": "review"
    },
    {
      "instructor_name": "Richard Crabb",
      "review_date": "2018-05-18 03:35:37 +0000 UTC",
      "review_id": "60634ca80aba6e7c182d8705",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2130030",
      "source_review_id": "UmF0aW5nLTMwMTQzNTc3",
      "source_url": "https://www.ratemyprofessors.com/professor/2130030",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

Historical reviews of Anita Mukherjee: Anita Mukherjee is described as engaging, enthusiastic, and effective, with clear directions and fair grading. Reviewers highlight her ability to make statistics accessible and her supportive nature, though some note the workload can be heavy due to Excel-based cases.

```json
{
  "citations": [
    {
      "instructor_name": "Anita Mukherjee",
      "review_date": "2016-10-23 19:58:06 +0000 UTC",
      "review_id": "916e5948bc3fe9ecd3c0858d",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2098854",
      "source_review_id": "UmF0aW5nLTI3MDY4MzMz",
      "source_url": "https://www.ratemyprofessors.com/professor/2098854",
      "type": "review"
    },
    {
      "instructor_name": "Anita Mukherjee",
      "review_date": "2020-10-06 19:22:18 +0000 UTC",
      "review_id": "a90cc4f27f3c04f8f3fa3d2b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2098854",
      "source_review_id": "UmF0aW5nLTMzNjgyMTg5",
      "source_url": "https://www.ratemyprofessors.com/professor/2098854",
      "type": "review"
    },
    {
      "instructor_name": "Anita Mukherjee",
      "review_date": "2020-12-19 00:48:45 +0000 UTC",
      "review_id": "00ed6d55bce06587099263be",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2098854",
      "source_review_id": "UmF0aW5nLTM0MTQzMDQ5",
      "source_url": "https://www.ratemyprofessors.com/professor/2098854",
      "type": "review"
    }
  ]
}
```

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Richard Crabb delivers engaging lectures with real-world applications. Hessam Bavafa makes classes interesting but receives mixed feedback regarding email responsiveness.

```json
{
  "citations": [
    {
      "instructor_name": "Richard Crabb",
      "review_date": "2017-05-22 22:53:02 +0000 UTC",
      "review_id": "cc1f61cf2505ac598d500e13",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2130030",
      "source_review_id": "UmF0aW5nLTI4MzY0OTc3",
      "source_url": "https://www.ratemyprofessors.com/professor/2130030",
      "type": "review"
    },
    {
      "instructor_name": "Richard Crabb",
      "review_date": "2024-04-16 03:16:00 +0000 UTC",
      "review_id": "3018472d31019fa0946cfeb4",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2130030",
      "source_review_id": "UmF0aW5nLTM5MTgwMjQ5",
      "source_url": "https://www.ratemyprofessors.com/professor/2130030",
      "type": "review"
    },
    {
      "instructor_name": "Richard Crabb",
      "review_date": "2024-12-23 20:01:37 +0000 UTC",
      "review_id": "e217dcf711208defba57ce8d",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2130030",
      "source_review_id": "UmF0aW5nLTQwNDI0NzMw",
      "source_url": "https://www.ratemyprofessors.com/professor/2130030",
      "type": "review"
    },
    {
      "instructor_name": "Hessam Bavafa",
      "review_date": "2022-12-13 17:09:46 +0000 UTC",
      "review_id": "4de9e6b89209e447fa44373b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2098856",
      "source_review_id": "UmF0aW5nLTM3MDk2MTEy",
      "source_url": "https://www.ratemyprofessors.com/professor/2098856",
      "type": "review"
    },
    {
      "instructor_name": "Hessam Bavafa",
      "review_date": "2023-12-08 15:42:52 +0000 UTC",
      "review_id": "3af806a2472309c14d4b954b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2098856",
      "source_review_id": "UmF0aW5nLTM4NTc0MDE5",
      "source_url": "https://www.ratemyprofessors.com/professor/2098856",
      "type": "review"
    },
    {
      "instructor_name": "Hessam Bavafa",
      "review_date": "2023-12-20 03:48:53 +0000 UTC",
      "review_id": "0937df051343c40c382f4671",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2098856",
      "source_review_id": "UmF0aW5nLTM4NzUxNDM2",
      "source_url": "https://www.ratemyprofessors.com/professor/2098856",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2025: 3.27 GPA, 52.7% A/AB (n=484 letter grades); Fall 2025: 3.31 GPA, 57.0% A/AB (n=435 letter grades); Spring 2026: 3.25 GPA, 47.7% A/AB (n=478 letter grades).

```json
{
  "citations": [
    {
      "course_id": "GENBUS 306",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "b83fd98c-d07b-3eac-a6cb-c435610fc7ca",
        "file": "tables/observations.parquet",
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      },
      "table": "grades_latest",
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        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### student experience

Students appreciate the helpful practice materials and clear exam guidance. However, some report frustration with slow email responses and subjective grading on case write-ups.

```json
{
  "citations": [
    {
      "instructor_name": "Richard Crabb",
      "review_date": "2018-05-18 03:35:37 +0000 UTC",
      "review_id": "60634ca80aba6e7c182d8705",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2130030",
      "source_review_id": "UmF0aW5nLTMwMTQzNTc3",
      "source_url": "https://www.ratemyprofessors.com/professor/2130030",
      "type": "review"
    },
    {
      "instructor_name": "Richard Crabb",
      "review_date": "2024-04-16 03:16:00 +0000 UTC",
      "review_id": "3018472d31019fa0946cfeb4",
      "run_id": "20260907T155543-ce3781c4",
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    {
      "instructor_name": "Richard Crabb",
      "review_date": "2024-12-23 20:01:37 +0000 UTC",
      "review_id": "e217dcf711208defba57ce8d",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2130030",
      "source_review_id": "UmF0aW5nLTQwNDI0NzMw",
      "source_url": "https://www.ratemyprofessors.com/professor/2130030",
      "type": "review"
    },
    {
      "instructor_name": "Richard Crabb",
      "review_date": "2026-05-08 14:42:20 +0000 UTC",
      "review_id": "273b8d34d86ace52d972b261",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2130030",
      "source_review_id": "UmF0aW5nLTQzMDcwMzgw",
      "source_url": "https://www.ratemyprofessors.com/professor/2130030",
      "type": "review"
    },
    {
      "instructor_name": "Hessam Bavafa",
      "review_date": "2017-01-01 17:35:12 +0000 UTC",
      "review_id": "9c5182091ab63be9f23bb5ee",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2098856",
      "source_review_id": "UmF0aW5nLTI3NjUyNTU2",
      "source_url": "https://www.ratemyprofessors.com/professor/2098856",
      "type": "review"
    },
    {
      "instructor_name": "Hessam Bavafa",
      "review_date": "2020-12-19 00:16:12 +0000 UTC",
      "review_id": "95bf71a3f9a5486fc531043a",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2098856",
      "source_review_id": "UmF0aW5nLTM0MTQyNjY1",
      "source_url": "https://www.ratemyprofessors.com/professor/2098856",
      "type": "review"
    },
    {
      "instructor_name": "Richard Crabb",
      "review_date": "2021-05-06 02:47:44 +0000 UTC",
      "review_id": "c213329618b8e36df42a7bc0",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2130030",
      "source_review_id": "UmF0aW5nLTM0NzE4NjY4",
      "source_url": "https://www.ratemyprofessors.com/professor/2130030",
      "type": "review"
    },
    {
      "instructor_name": "Hessam Bavafa",
      "review_date": "2023-12-20 03:48:53 +0000 UTC",
      "review_id": "0937df051343c40c382f4671",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2098856",
      "source_review_id": "UmF0aW5nLTM4NzUxNDM2",
      "source_url": "https://www.ratemyprofessors.com/professor/2098856",
      "type": "review"
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  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

ANITA MUKHERJEE is recorded teaching in Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.

```json
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      "table": "section_grades_latest",
      "term_id": "1172",
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  ]
}
```

HESSAM BAVAFA is recorded teaching in Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2022, Spring 2023, Fall 2023, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

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}
```

RICHARD CRABB is recorded teaching in Fall 2016, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2020, Fall 2021, Spring 2022, Fall 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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      "term_id": "1232",
      "type": "grade"
    },
    {
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      "table": "section_grades_latest",
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    {
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
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      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "GENBUS 306",
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      "section_number": 1,
      "source_course_id": "b83fd98c-d07b-3eac-a6cb-c435610fc7ca",
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
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      "section_number": 2,
      "source_course_id": "b83fd98c-d07b-3eac-a6cb-c435610fc7ca",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
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      "source_course_id": "b83fd98c-d07b-3eac-a6cb-c435610fc7ca",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1234",
      "type": "grade"
    },
    {
      "course_id": "GENBUS 306",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "b83fd98c-d07b-3eac-a6cb-c435610fc7ca",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "GENBUS 306",
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      "section_number": 2,
      "source_course_id": "b83fd98c-d07b-3eac-a6cb-c435610fc7ca",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "GENBUS 306",
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      "section_number": 3,
      "source_course_id": "b83fd98c-d07b-3eac-a6cb-c435610fc7ca",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
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      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
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      "table": "section_grades_latest",
      "term_id": "1242",
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    },
    {
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      "table": "section_grades_latest",
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    },
    {
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        "file": "tables/observations.parquet",
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      },
      "table": "section_grades_latest",
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    },
    {
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      "table": "section_grades_latest",
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    {
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        "file": "tables/observations.parquet",
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      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    },
    {
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      "section_number": 3,
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    },
    {
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      "section_number": 4,
      "source_course_id": "b83fd98c-d07b-3eac-a6cb-c435610fc7ca",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [
      "n1",
      "n7"
    ],
    "condition": null,
    "course": null,
    "evidence": "(GEN BUS 106or concurrent enrollment) and (MATH 211, 217, or221), or declared in undergraduate Business Exchange program",
    "id": "n0",
    "kind": "any"
  },
  {
    "children": [
      "n2",
      "n3"
    ],
    "condition": null,
    "course": null,
    "evidence": "(GEN BUS 106or concurrent enrollment) and (MATH 211, 217, or221)",
    "id": "n1",
    "kind": "all"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 106,
      "minimum_grade": null,
      "subjects": [
        "GENBUS"
      ],
      "timing": "prior_or_concurrent"
    },
    "evidence": "GEN BUS 106or concurrent enrollment",
    "id": "n2",
    "kind": "course"
  },
  {
    "children": [
      "n4",
      "n5",
      "n6"
    ],
    "condition": null,
    "course": null,
    "evidence": "MATH 211, 217, or221",
    "id": "n3",
    "kind": "any"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 211,
      "minimum_grade": null,
      "subjects": [
        "MATH"
      ],
      "timing": "prior"
    },
    "evidence": "MATH 211",
    "id": "n4",
    "kind": "course"
  },
  {
    "children": [],
    "condition": "217",
    "course": null,
    "evidence": "217",
    "id": "n5",
    "kind": "condition"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 221,
      "minimum_grade": null,
      "subjects": [
        "MATH"
      ],
      "timing": "prior"
    },
    "evidence": "221",
    "id": "n6",
    "kind": "course"
  },
  {
    "children": [],
    "condition": "declared in undergraduate Business Exchange program",
    "course": null,
    "evidence": "declared in undergraduate Business Exchange program",
    "id": "n7",
    "kind": "condition"
  }
]
```

#### notes

* MATH 217 is not in the provided linked courses but is listed in requirements\_text. Treated as a condition node.

#### root

n0

#### status

needs\_review

### instructors

```json
[
  {
    "instructor_uid": "instructor_0f4cf7cd91e89d592b13b677",
    "source": "enrollment",
    "source_instructor_id": "ctesch2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Carson Tesch",
    "email": "CTESCH2@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/CARSON_TESCH"
  },
  {
    "instructor_uid": "instructor_b75be471d19371026a091cf5",
    "source": "enrollment",
    "source_instructor_id": "hling8",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Haoting Ling",
    "email": "HLING8@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/HAOTING_LING"
  },
  {
    "instructor_uid": "instructor_2c6caf48eb75772abbb9c381",
    "source": "enrollment",
    "source_instructor_id": "bavafa",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Hessam Bavafa",
    "email": "HESSAM.BAVAFA@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 28,
      "quality": 3.82,
      "difficulty": 3.11,
      "quality_count": 28,
      "difficulty_count": 28,
      "profile_id": "rmp:2098856",
      "source_url": "https://www.ratemyprofessors.com/professor/2098856",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:36:42.021782+00:00",
      "courses": {
        "course_801a8dc807b21e1c6c93cc3f": {
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          "difficulty": 2.75,
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      },
      "bayesian_quality": 3.753202409811081,
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    "instructor_url": "/instructors/HESSAM_BAVAFA"
  },
  {
    "instructor_uid": "instructor_81ad9daf0b9289e97aaf1b42",
    "source": "enrollment",
    "source_instructor_id": "mgmccartney",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "MAXWELL MCCARTNEY",
    "email": "MGMCCARTNEY@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/MAXWELL_MCCARTNEY"
  },
  {
    "instructor_uid": "instructor_89f663a80da4d6ad75eda1a6",
    "source": "enrollment",
    "source_instructor_id": "rcrabb",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Richard Crabb",
    "email": "RCRABB@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": 4.51,
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      "quality_count": 69,
      "difficulty_count": 69,
      "profile_id": "rmp:2130030",
      "source_url": "https://www.ratemyprofessors.com/professor/2130030",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:10:03.315943+00:00",
      "courses": {
        "course_801a8dc807b21e1c6c93cc3f": {
          "review_count": 31,
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          "difficulty": 3.13,
          "quality_count": 31,
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        },
        "course_969e3f1b5c6d33d8965c5c9b": {
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    "instructor_url": "/instructors/RICHARD_CRABB"
  },
  {
    "instructor_uid": "instructor_3672ab4fec595c3598f86322",
    "source": "enrollment",
    "source_instructor_id": "rpshah3",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Rohan Shah",
    "email": "RPSHAH3@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/ROHAN_SHAH"
  },
  {
    "instructor_uid": "instructor_93fa42ecc1378dfea7d6ba28",
    "source": "enrollment",
    "source_instructor_id": "tzhang722",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Tinghe Zhang",
    "email": "TZHANG722@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/TINGHE_ZHANG"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:231:024534",
    "course_id": "GENBUS 306",
    "course_uid": "course_801a8dc807b21e1c6c93cc3f",
    "term_id": "1272",
    "source_course_id": "024534",
    "source_subject_id": "231",
    "title": "Business Analytics I",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Not Applicable"
  }
]
```

### sections

```json
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    "end_date": "2026-12-09 06:00:00+00:00"
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]
```

### grade instructors

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    "email": "CTESCH2@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/CARSON_TESCH"
  },
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    "source_instructor_id": "bavafa",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Hessam Bavafa",
    "email": "HESSAM.BAVAFA@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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      "source_url": "https://www.ratemyprofessors.com/professor/2098856",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:36:42.021782+00:00",
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    "source_instructor_id": "rpshah3",
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    "identity_status": "source_identified",
    "name": "Rohan Shah",
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    "name": "MAXWELL MCCARTNEY",
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/MAXWELL_MCCARTNEY"
  },
  {
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    "name": "Richard Crabb",
    "email": "RCRABB@WISC.EDU",
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    "identity_status": "source_identified",
    "name": "Tinghe Zhang",
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/HAOTING_LING"
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]
```

### grades

```json
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    "term_id": "1192",
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      "Hessam Bavafa",
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  {
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    "course_uid": "course_801a8dc807b21e1c6c93cc3f",
    "term_id": "1194",
    "term_name": "Spring 2019",
    "instructors": [
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  {
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    "term_id": "1202",
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  {
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  {
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      "Richard Crabb"
    ],
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  {
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  },
  {
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  {
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    ],
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
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    "course_uid": "course_801a8dc807b21e1c6c93cc3f",
    "term_id": "1234",
    "term_name": "Spring 2023",
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      "Hessam Bavafa",
      "Richard Crabb"
    ],
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  },
  {
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    "term_id": "1242",
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  {
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  {
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  {
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  {
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    "course_uid": "course_801a8dc807b21e1c6c93cc3f",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Richard Crabb"
    ],
    "a": 132,
    "ab": 96,
    "b": 169,
    "bc": 45,
    "c": 34,
    "d": 2,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 2,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 480,
    "source_aliases": [
      "GENBUS 306"
    ]
  }
]
```

### statistics

#### gpa

3.157

#### graded

8922

#### counts

* 2354
* 1592
* 2751
* 1209
* 922
* 62
* 32

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_801a8dc807b21e1c6c93cc3f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_801a8dc807b21e1c6c93cc3f-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_801a8dc807b21e1c6c93cc3f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_801a8dc807b21e1c6c93cc3f-0.json)
* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_801a8dc807b21e1c6c93cc3f-1.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_801a8dc807b21e1c6c93cc3f-1.json)
* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_801a8dc807b21e1c6c93cc3f-2.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_801a8dc807b21e1c6c93cc3f-2.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_801a8dc807b21e1c6c93cc3f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_801a8dc807b21e1c6c93cc3f-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_801a8dc807b21e1c6c93cc3f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_801a8dc807b21e1c6c93cc3f-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_801a8dc807b21e1c6c93cc3f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_801a8dc807b21e1c6c93cc3f-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.1573077785249946

#### count

8922

#### university

##### size

5214

##### gpa Percentile

4

##### count Percentile

99

##### 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 | 8     | false   |
| 2.8–3.2 | 272   | true    |
| 3.2–3.6 | 1316  | false   |
| 3.6–4.0 | 3617  | false   |

#### departments

```json
[
  {
    "subject": "GENBUS",
    "comparison": {
      "size": 49,
      "gpaPercentile": 4,
      "countPercentile": 100,
      "medianCount": 405,
      "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": 3,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 6,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 40,
          "current": false
        }
      ]
    }
  }
]
```

### terms

#### 1172

##### term

1172

##### gpa

3.051418439716312

##### count

564

##### university

###### size

991

###### gpa Percentile

14

###### count Percentile

98

###### 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   | true    |
| 3.2–3.6 | 353   | false   |
| 3.6–4.0 | 390   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| GENBUS  |            |

#### 1174

##### term

1174

##### gpa

3.0530821917808217

##### count

292

##### university

###### size

955

###### gpa Percentile

14

###### count Percentile

94

###### 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 | 29    | false   |
| 2.8–3.2 | 224   | true    |
| 3.2–3.6 | 332   | false   |
| 3.6–4.0 | 369   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| GENBUS  |            |

#### 1182

##### term

1182

##### gpa

3.0439642324888228

##### count

671

##### university

###### size

1025

###### gpa Percentile

14

###### count Percentile

98

###### 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   | true    |
| 3.2–3.6 | 369   | false   |
| 3.6–4.0 | 418   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| GENBUS  |            |

#### 1184

##### term

1184

##### gpa

3.0557491289198606

##### count

287

##### university

###### size

1010

###### gpa Percentile

14

###### count Percentile

94

###### 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 | 26    | false   |
| 2.8–3.2 | 210   | true    |
| 3.2–3.6 | 355   | false   |
| 3.6–4.0 | 418   | false   |

##### departments

| subject | comparison |
| ------- | ---------- |
| GENBUS  |            |

#### 1192

##### term

1192

##### gpa

3.096952908587258

##### count

722

##### university

###### size

1077

###### gpa Percentile

15

###### count Percentile

99

###### 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

| subject | comparison |
| ------- | ---------- |
| GENBUS  |            |

#### 1194

##### term

1194

##### gpa

3.0481927710843375

##### count

332

##### university

###### size

1040

###### gpa Percentile

13

###### count Percentile

95

###### 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

| subject | comparison |
| ------- | ---------- |
| GENBUS  |            |

#### 1202

##### term

1202

##### gpa

3.0651041666666665

##### count

576

##### university

###### size

1102

###### gpa Percentile

11

###### count Percentile

98

###### 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": "GENBUS",
    "comparison": {
      "size": 12,
      "gpaPercentile": 9,
      "countPercentile": 100,
      "medianCount": 142.5,
      "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": 3,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 4,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 5,
          "current": false
        }
      ]
    }
  }
]
```

#### 1204

##### term

1204

##### gpa

3.3550724637681157

##### count

207

##### university

###### size

1012

###### gpa Percentile

9

###### count Percentile

90

###### 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

| subject | comparison |
| ------- | ---------- |
| GENBUS  |            |

#### 1212

##### term

1212

##### gpa

3.482456140350877

##### count

570

##### university

###### size

1111

###### gpa Percentile

34

###### count Percentile

98

###### 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": "GENBUS",
    "comparison": {
      "size": 15,
      "gpaPercentile": 29,
      "countPercentile": 93,
      "medianCount": 108,
      "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": 3,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 2,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": false
        }
      ]
    }
  }
]
```

#### 1222

##### term

1222

##### gpa

3.0823970037453186

##### count

534

##### university

###### size

1157

###### gpa Percentile

10

###### count Percentile

97

###### 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": "GENBUS",
    "comparison": {
      "size": 14,
      "gpaPercentile": 8,
      "countPercentile": 92,
      "medianCount": 159,
      "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": 4,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 2,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": false
        }
      ]
    }
  }
]
```

#### 1224

##### term

1224

##### gpa

3.0957142857142856

##### count

350

##### university

###### size

1171

###### gpa Percentile

12

###### count Percentile

94

###### 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": "GENBUS",
    "comparison": {
      "size": 15,
      "gpaPercentile": 14,
      "countPercentile": 71,
      "medianCount": 82,
      "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": 6,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 1,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": false
        }
      ]
    }
  }
]
```

#### 1232

##### term

1232

##### gpa

3.07679180887372

##### count

586

##### university

###### size

1216

###### gpa Percentile

9

###### count Percentile

98

###### 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": "GENBUS",
    "comparison": {
      "size": 14,
      "gpaPercentile": 0,
      "countPercentile": 92,
      "medianCount": 213.5,
      "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": 4,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 2,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 8,
          "current": false
        }
      ]
    }
  }
]
```

#### 1234

##### term

1234

##### gpa

3.113065326633166

##### count

398

##### university

###### size

1188

###### gpa Percentile

10

###### count Percentile

96

###### 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": "GENBUS",
    "comparison": {
      "size": 17,
      "gpaPercentile": 6,
      "countPercentile": 81,
      "medianCount": 103,
      "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": 4,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 2,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 11,
          "current": false
        }
      ]
    }
  }
]
```

#### 1242

##### term

1242

##### gpa

3.1964285714285716

##### count

560

##### university

###### size

1295

###### gpa Percentile

13

###### count Percentile

98

###### 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": "GENBUS",
    "comparison": {
      "size": 17,
      "gpaPercentile": 19,
      "countPercentile": 94,
      "medianCount": 165,
      "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": 4,
          "current": true
        },
        {
          "range": "3.2–3.6",
          "count": 3,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": false
        }
      ]
    }
  }
]
```

#### 1244

##### term

1244

##### gpa

3.2083333333333335

##### count

396

##### university

###### size

1241

###### gpa Percentile

14

###### count Percentile

96

###### 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   | false   |
| 3.2–3.6 | 373   | true    |
| 3.6–4.0 | 706   | false   |

##### departments

```json
[
  {
    "subject": "GENBUS",
    "comparison": {
      "size": 19,
      "gpaPercentile": 22,
      "countPercentile": 83,
      "medianCount": 100,
      "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": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 5,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": false
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

3.2041666666666666

##### count

480

##### university

###### size

1333

###### gpa Percentile

10

###### count Percentile

96

###### 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": "GENBUS",
    "comparison": {
      "size": 19,
      "gpaPercentile": 6,
      "countPercentile": 89,
      "medianCount": 158,
      "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": 6,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 12,
          "current": false
        }
      ]
    }
  }
]
```

#### 1254

##### term

1254

##### gpa

3.2654958677685952

##### count

484

##### university

###### size

1289

###### gpa Percentile

15

###### count Percentile

97

###### 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   | false   |
| 3.2–3.6 | 379   | true    |
| 3.6–4.0 | 765   | false   |

##### departments

```json
[
  {
    "subject": "GENBUS",
    "comparison": {
      "size": 28,
      "gpaPercentile": 11,
      "countPercentile": 93,
      "medianCount": 83,
      "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": 11,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 16,
          "current": false
        }
      ]
    }
  }
]
```

#### 1262

##### term

1262

##### gpa

3.311494252873563

##### count

435

##### university

###### size

1320

###### gpa Percentile

17

###### count Percentile

95

###### 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": "GENBUS",
    "comparison": {
      "size": 27,
      "gpaPercentile": 12,
      "countPercentile": 85,
      "medianCount": 98,
      "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": 9,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 17,
          "current": false
        }
      ]
    }
  }
]
```

#### 1264

##### term

1264

##### gpa

3.25

##### count

478

##### university

###### size

1283

###### gpa Percentile

14

###### count Percentile

97

###### 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   | false   |
| 3.2–3.6 | 343   | true    |
| 3.6–4.0 | 789   | false   |

##### departments

```json
[
  {
    "subject": "GENBUS",
    "comparison": {
      "size": 30,
      "gpaPercentile": 7,
      "countPercentile": 93,
      "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": 7,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 22,
          "current": false
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

5214

###### gpa

3.696659205827821

###### top Share

84.09386529768354

###### count

168

##### GENBUS

###### size

49

###### gpa

3.711681483633997

###### top Share

85.12622491280749

###### count

405

#### terms

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

##### 1174

###### school

###### size

955

###### gpa

3.4597947384071412

###### top Share

69.5290038366363

###### count

69

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

##### 1184

###### school

###### size

1010

###### gpa

3.47925290354517

###### top Share

70.86270937115944

###### count

68

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

###### GENBUS

###### size

12

###### gpa

3.4700941628344775

###### top Share

69.89874080712373

###### count

142.5

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

###### GENBUS

###### size

15

###### gpa

3.5535569622883747

###### top Share

77.85717446541024

###### count

108

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### GENBUS

###### size

14

###### gpa

3.551946491046825

###### top Share

74.99848684806021

###### count

159

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

###### GENBUS

###### size

15

###### gpa

3.5090687835578316

###### top Share

72.61861183684195

###### count

82

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

###### GENBUS

###### size

14

###### gpa

3.514889967225248

###### top Share

75.15171041645179

###### count

213.5

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### GENBUS

###### size

17

###### gpa

3.5936021095838138

###### top Share

77.59651261160623

###### count

103

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### GENBUS

###### size

17

###### gpa

3.5660961080678772

###### top Share

79.49715725336021

###### count

165

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### GENBUS

###### size

19

###### gpa

3.534713725247456

###### top Share

74.84471631838613

###### count

100

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### GENBUS

###### size

19

###### gpa

3.6363102953835043

###### top Share

81.30939457403292

###### count

158

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### GENBUS

###### size

28

###### gpa

3.642800867856554

###### top Share

80.80715279553331

###### count

83

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### GENBUS

###### size

27

###### gpa

3.655019994289601

###### top Share

82.47740840714685

###### count

98

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### GENBUS

###### size

30

###### gpa

3.6817668874579623

###### top Share

83.39332566820664

###### count

79

## instructor Trends

```json
[
  {
    "uid": "instructor_3e23a80516031dcdfe5f613f",
    "name": "RICHARD CRABB",
    "count": 8608,
    "terms": [
      {
        "term": "1172",
        "count": 564,
        "sections": 8,
        "gpa": 3.051418439716312
      },
      {
        "term": "1174",
        "count": 292,
        "sections": 3,
        "gpa": 3.0530821917808217
      },
      {
        "term": "1182",
        "count": 671,
        "sections": 8,
        "gpa": 3.0439642324888228
      },
      {
        "term": "1184",
        "count": 287,
        "sections": 3,
        "gpa": 3.0557491289198606
      },
      {
        "term": "1192",
        "count": 722,
        "sections": 7,
        "gpa": 3.096952908587258
      },
      {
        "term": "1194",
        "count": 332,
        "sections": 3,
        "gpa": 3.0481927710843375
      },
      {
        "term": "1202",
        "count": 576,
        "sections": 7,
        "gpa": 3.0651041666666665
      },
      {
        "term": "1204",
        "count": 207,
        "sections": 3,
        "gpa": 3.3550724637681157
      },
      {
        "term": "1212",
        "count": 570,
        "sections": 8,
        "gpa": 3.482456140350877
      },
      {
        "term": "1222",
        "count": 534,
        "sections": 1,
        "gpa": 3.0823970037453186
      },
      {
        "term": "1224",
        "count": 350,
        "sections": 1,
        "gpa": 3.0957142857142856
      },
      {
        "term": "1232",
        "count": 586,
        "sections": 7,
        "gpa": 3.07679180887372
      },
      {
        "term": "1234",
        "count": 398,
        "sections": 3,
        "gpa": 3.113065326633166
      },
      {
        "term": "1242",
        "count": 560,
        "sections": 6,
        "gpa": 3.1964285714285716
      },
      {
        "term": "1244",
        "count": 396,
        "sections": 4,
        "gpa": 3.2083333333333335
      },
      {
        "term": "1252",
        "count": 480,
        "sections": 4,
        "gpa": 3.2041666666666666
      },
      {
        "term": "1254",
        "count": 170,
        "sections": 1,
        "gpa": 3.2705882352941176
      },
      {
        "term": "1262",
        "count": 435,
        "sections": 4,
        "gpa": 3.311494252873563
      },
      {
        "term": "1264",
        "count": 478,
        "sections": 3,
        "gpa": 3.25
      }
    ]
  },
  {
    "uid": "instructor_e14e376156876ed0c44b5da4",
    "name": "HESSAM BAVAFA",
    "count": 5045,
    "terms": [
      {
        "term": "1172",
        "count": 564,
        "sections": 8,
        "gpa": 3.051418439716312
      },
      {
        "term": "1182",
        "count": 671,
        "sections": 8,
        "gpa": 3.0439642324888228
      },
      {
        "term": "1192",
        "count": 722,
        "sections": 7,
        "gpa": 3.096952908587258
      },
      {
        "term": "1202",
        "count": 576,
        "sections": 7,
        "gpa": 3.0651041666666665
      },
      {
        "term": "1212",
        "count": 570,
        "sections": 8,
        "gpa": 3.482456140350877
      },
      {
        "term": "1232",
        "count": 586,
        "sections": 7,
        "gpa": 3.07679180887372
      },
      {
        "term": "1234",
        "count": 142,
        "sections": 1,
        "gpa": 3.1514084507042255
      },
      {
        "term": "1242",
        "count": 560,
        "sections": 6,
        "gpa": 3.1964285714285716
      },
      {
        "term": "1254",
        "count": 219,
        "sections": 2,
        "gpa": 3.2648401826484017
      },
      {
        "term": "1262",
        "count": 435,
        "sections": 4,
        "gpa": 3.311494252873563
      }
    ]
  },
  {
    "uid": "instructor_734f3fd794eb52ec6a107c21",
    "name": "ANITA MUKHERJEE",
    "count": 4365,
    "terms": [
      {
        "term": "1172",
        "count": 564,
        "sections": 8,
        "gpa": 3.051418439716312
      },
      {
        "term": "1182",
        "count": 671,
        "sections": 8,
        "gpa": 3.0439642324888228
      },
      {
        "term": "1192",
        "count": 722,
        "sections": 7,
        "gpa": 3.096952908587258
      },
      {
        "term": "1202",
        "count": 576,
        "sections": 7,
        "gpa": 3.0651041666666665
      },
      {
        "term": "1212",
        "count": 570,
        "sections": 8,
        "gpa": 3.482456140350877
      },
      {
        "term": "1222",
        "count": 534,
        "sections": 1,
        "gpa": 3.0823970037453186
      },
      {
        "term": "1232",
        "count": 586,
        "sections": 7,
        "gpa": 3.07679180887372
      },
      {
        "term": "1234",
        "count": 142,
        "sections": 1,
        "gpa": 3.1514084507042255
      }
    ]
  },
  {
    "uid": "instructor_ebd61c92bd2c2719e9d7b376",
    "name": "BIPIN KARUNAKARAN",
    "count": 219,
    "terms": [
      {
        "term": "1254",
        "count": 219,
        "sections": 2,
        "gpa": 3.2648401826484017
      }
    ]
  },
  {
    "uid": "instructor_fbac2426337d3eb542efeac3",
    "name": "GORDON ENDERLE",
    "count": 95,
    "terms": [
      {
        "term": "1254",
        "count": 95,
        "sections": 1,
        "gpa": 3.2578947368421054
      }
    ]
  }
]
```

## following

| code             | title                                                  |
| ---------------- | ------------------------------------------------------ |
| AAE/ECON 421     | ECONOMIC DECISION ANALYSIS                             |
| CNSRSCI 201      | CONSUMER INSIGHTS                                      |
| ECON/FINANCE 300 | INTRODUCTION TO FINANCE                                |
| GENBUS 210       | ARTIFICIAL INTELLIGENCE ENABLED BUSINESS SOLUTIONS LAB |
| GENBUS 307       | BUSINESS ANALYTICS II                                  |
| MARKETNG 310     | MARKETING RESEARCH                                     |
| MARKETNG 445     | DIGITAL MARKETING ANALYTICS                            |
| OTM 453          | OPERATIONS ANALYTICS                                   |
| RMI 655          | RISK FINANCING TECHNIQUES                              |
| RMI 660          | RISK ANALYTICS AND BEHAVIORAL SCIENCE                  |
| STAT 303         | R FOR STATISTICS I                                     |

## projection

### target

1272

### interval

#### lower

2.78

#### upper

3.62

#### coverage

80

#### terms

8

### gpa

3.200383475368458

### grades

| grade | percentage          |
| ----- | ------------------- |
| A     | 30.369936832125187  |
| AB    | 16.988089665083525  |
| B     | 27.567379644552208  |
| BC    | 15.127174741086499  |
| C     | 9.099546685118941   |
| D     | 0.38111722394194747 |
| F     | 0.46675520809168075 |

### source Terms

* 1262
* 1252
* 1242
* 1232
* 1222

### source Count

2595

### same Season

true

### historical Range

* 3.07679180887372
* 3.311494252873563

### backtest

#### terms

8

#### gpa Error

0.10714667178103665

#### mix Error

11.83569595001304
