# LIS 440: Navigating the Data Revolution: Concepts of Data & Information Science | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/LIS_440)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07

### observed at

2026-09-07T15:55:43.033547+00:00

### built at

2026-09-10T19:50:42.743001+00:00

### courses

8951

### current instructors

5754

### limited

false

### terms

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### term

1272

### departments

| subject   | count |
| --------- | ----- |
| AAE       | 90    |
| ABT       | 20    |
| ACCTIS    | 36    |
| ACTSCI    | 14    |
| AFAERO    | 10    |
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| AFROAMER  | 71    |
| AGROECOL  | 21    |
| AMERIND   | 53    |
| ANAT\&PHY | 7     |
| ANATOMY   | 2     |
| ANESTHES  | 8     |
| ANSCI     | 57    |
| ANTHRO    | 95    |
| ART       | 125   |
| ARTED     | 10    |
| ARTHIST   | 121   |
| ASIALANG  | 129   |
| ASIAN     | 109   |
| ASIANAM   | 28    |
| ASTRON    | 38    |
| ATMOCN    | 69    |
| BIOCHEM   | 51    |
| BIOCORE   | 10    |
| BIOLOGY   | 14    |
| BIOMDSCI  | 18    |
| BME       | 66    |
| BMI       | 41    |
| BMOLCHEM  | 10    |
| BOTANY    | 69    |
| BSE       | 44    |
| C\&ESOC   | 73    |
| CBE       | 48    |
| CHEM      | 101   |
| CHICLA    | 52    |
| CIVENGR   | 133   |
| CLASSICS  | 47    |
| CNP       | 10    |
| CNSRSCI   | 50    |
| COMARTS   | 137   |
| COMPBIO   | 15    |
| COMPLIT   | 11    |
| COMPSCI   | 138   |
| COUNPSY   | 78    |
| CRB       | 19    |
| CS\&D     | 71    |
| CSCS      | 40    |
| CURRIC    | 193   |
| DANCE     | 93    |
| DERM      | 8     |
| DS        | 88    |
| DYSCI     | 35    |
| ECE       | 155   |
| ECON      | 145   |
| EDPOL     | 114   |
| EDPSYCH   | 97    |
| ELPA      | 70    |
| EMA       | 53    |
| EMERMED   | 17    |
| ENGL      | 206   |
| ENTOM     | 40    |
| ENVIRST   | 148   |
| EP        | 15    |
| EPD       | 67    |
| ESL       | 16    |
| F\&WECOL  | 60    |
| FAMMED    | 22    |
| FINANCE   | 50    |
| FOLKLORE  | 40    |
| FOODSCI   | 43    |
| FRENCH    | 63    |
| GEN\&WS   | 145   |
| GENBUS    | 72    |
| GENECSLR  | 17    |
| GENETICS  | 60    |
| GEOG      | 113   |
| GEOSCI    | 83    |
| GERMAN    | 82    |
| GLE       | 48    |
| GNS       | 38    |
| GREEK     | 27    |
| HDFS      | 41    |
| HEBR-BIB  | 13    |
| HEBR-MOD  | 10    |
| HISTORY   | 233   |
| HISTSCI   | 56    |
| HONCOL    | 13    |
| ILS       | 43    |
| INFOSYS   | 9     |
| INTEGART  | 7     |
| INTEGSCI  | 22    |
| INTER-AG  | 18    |
| INTER-HE  | 11    |
| INTER-LS  | 22    |
| INTEREGR  | 16    |
| INTLBUS   | 21    |
| INTLST    | 50    |
| ISYE      | 83    |
| ITALIAN   | 53    |
| JEWISH    | 56    |
| JOURN     | 88    |
| KINES     | 128   |
| LACIS     | 26    |
| LANDARC   | 61    |
| LATIN     | 24    |
| LAW       | 120   |
| LEGALST   | 48    |
| LINGUIS   | 35    |
| LIS       | 89    |
| LITTRANS  | 78    |
| LSC       | 52    |
| M\&ENVTOX | 7     |
| MARKETNG  | 62    |
| MATH      | 153   |
| MDGENET   | 8     |
| ME        | 130   |
| MEDHIST   | 43    |
| MEDICINE  | 60    |
| MEDIEVAL  | 32    |
| MEDPHYS   | 39    |
| MEDSC-M   | 29    |
| MEDSC-V   | 41    |
| MHR       | 68    |
| MICROBIO  | 45    |
| MILSCI    | 16    |
| MM\&I     | 22    |
| MOLBIOL   | 6     |
| MS\&E     | 59    |
| MUSIC     | 165   |
| MUSPERF   | 126   |
| NAVSCI    | 20    |
| NE        | 44    |
| NEURODPT  | 11    |
| NEUROL    | 7     |
| NEURSURG  | 4     |
| NTP       | 11    |
| NURSING   | 111   |
| NUTRSCI   | 65    |
| OBS\&GYN  | 18    |
| OCCTHER   | 39    |
| ONCOLOGY  | 14    |
| OPHTHALM  | 5     |
| OTM       | 43    |
| PATH      | 34    |
| PATH-BIO  | 29    |
| PEDIAT    | 26    |
| PHARMACY  | 31    |
| PHILOS    | 77    |
| PHMCOL-M  | 11    |
| PHMPRAC   | 45    |
| PHMSCI    | 60    |
| PHYASST   | 37    |
| PHYSICS   | 88    |
| PHYSIOL   | 3     |
| PHYTHER   | 37    |
| PLANTSCI  | 52    |
| PLPATH    | 35    |
| POLISCI   | 192   |
| POPHLTH   | 58    |
| PORTUG    | 33    |
| PSYCH     | 101   |
| PSYCHIAT  | 22    |
| PUBAFFR   | 54    |
| PUBLHLTH  | 23    |
| RADIOL    | 11    |
| REALEST   | 41    |
| RELIGST   | 90    |
| RHABMED   | 9     |
| RMI       | 24    |
| RP\&SE    | 102   |
| S\&APHM   | 17    |
| SCANDST   | 73    |
| SLAVIC    | 89    |
| SOC       | 149   |
| SOCWORK   | 87    |
| SOILSCI   | 46    |
| SPANISH   | 83    |
| SRMED     | 21    |
| STAT      | 94    |
| STDYABRD  | 52    |
| STS       | 8     |
| SURGERY   | 25    |
| SURGSCI   | 33    |
| THEATRE   | 91    |
| URBRPL    | 60    |
| UROLOGY   | 5     |
| ZOOLOGY   | 89    |

## course

### run id

20260907T155543-ce3781c4

### semester

1272

### observed at

2026-09-07 15:55:43.033547+00:00

### record version id

b2c8cd7ae5f1fc943e44b62fc93e63d0d71f9262a8b398443b4d9ae42637b9d4

### course id

LIS 440

### course uid

course\_eefb8f2e349aefa0dedfe2e4

### catalog version id

8b64df736fa204925be28574e3b183176c608b3553eeb19a32d900620fd811a8

### course number

440

### subjects

* LIS

### title

NAVIGATING THE DATA REVOLUTION: CONCEPTS OF DATA & INFORMATION SCIENCE

### description

Provides an introduction into the world of Data Science. Includes hands-on projects using scenarios involving analysis of real-world data and development of graphical visualizations. Introduces statistical tests, data management, data programming, data ethics and visualization of data.

### requirements text

Satisfied Quantitative Reasoning (QR) A, satisfied Communications A, and sophomore standing

### credits min

3

### credits max

3

### credit offering ids

* 1272:544:026071

### llm job id

enrich-03fec27af95860a0bfdd385b

### llm output id

84ef0c98665bec0e1f35204cbdeb2aae9c47dd6e947db07c1808f973cf0b7c3f

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

LIS 440 introduces data science concepts, covering statistical tests, data management, programming, ethics, and visualization through real-world projects.

### llm topics

* Real-world data analysis
* Data visualization
* Data ethics

### llm skills

* Graphical data visualization
* Statistical tests
* Data management
* Data programming
* Data ethics

### llm assumed background

* Quantitative Reasoning A requirement
* Communications A requirement

### llm search phrases

* data science introduction
* data visualization
* statistical tests
* data ethics
* real-world data analysis

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

563a14e2af63aa482021f11fc320032df970a19a703d262b2acb35c204532969

#### course id

LIS 440

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_0c6e218296c258ea4f4f8ef3",
    "message": null,
    "name": "Jeff Nyhoff",
    "review_status": "supported",
    "rmp_instructor_id": "rmp:2840015",
    "summary": [
      {
        "citations": [
          {
            "instructor_name": "Jeff Nyhoff",
            "review_date": "2025-05-19 19:51:17 +0000 UTC",
            "review_id": "517e315fd3b1fabf63ad7245",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2840015",
            "source_review_id": "UmF0aW5nLTQxMzIzNzA3",
            "source_url": "https://www.ratemyprofessors.com/professor/2840015",
            "type": "review"
          },
          {
            "instructor_name": "Jeff Nyhoff",
            "review_date": "2025-12-10 14:55:34 +0000 UTC",
            "review_id": "76f9e87036d5ef9cca6321d5",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2840015",
            "source_review_id": "UmF0aW5nLTQyMTQ0OTIw",
            "source_url": "https://www.ratemyprofessors.com/professor/2840015",
            "type": "review"
          },
          {
            "instructor_name": "Jeff Nyhoff",
            "review_date": "2026-04-21 19:35:35 +0000 UTC",
            "review_id": "6206967edd16d95824eaa0ee",
            "run_id": "20260907T155543-ce3781c4",
            "source_instructor_id": "rmp:2840015",
            "source_review_id": "UmF0aW5nLTQyNjYyNzU5",
            "source_url": "https://www.ratemyprofessors.com/professor/2840015",
            "type": "review"
          }
        ],
        "text": "Jeff Nyhoff teaches LIS 440 as an extremely easy course with repetitive assignments and minimal academic rigor. Reviewers criticize the boring lectures for providing little educational value, though one notes the content can be confusing. While some find him personally nice, others report lateness and tangents."
      },
      {
        "citations": [
          {
            "course_id": "LIS 440",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "a311e696-5a49-3fa9-9765-5941461573ab",
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            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          },
          {
            "course_id": "LIS 440",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
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          {
            "course_id": "LIS 440",
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            "source_course_id": "a311e696-5a49-3fa9-9765-5941461573ab",
            "source_record": {
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              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1264",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2025: 3.81 GPA, 91.2% A/AB (n=102 letter grades); Fall 2025: 3.89 GPA, 92.7% A/AB (n=137 letter grades); Spring 2026: 3.91 GPA, 95.1% A/AB (n=103 letter grades). Includes jointly taught sections."
      }
    ]
  },
  {
    "instructor_uid": "instructor_b67196387b28495531149a13",
    "message": "No course-specific reviews available",
    "name": "Maria Hyun",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  }
]
```

#### difficulty workload

Assignments are repetitive with minor variable changes, and the course offers grace points, making it easy to achieve high grades with minimal effort.

```json
{
  "citations": [
    {
      "instructor_name": "Jeff Nyhoff",
      "review_date": "2025-05-19 19:51:17 +0000 UTC",
      "review_id": "517e315fd3b1fabf63ad7245",
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      "source_instructor_id": "rmp:2840015",
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      "review_date": "2025-12-10 14:55:34 +0000 UTC",
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      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2840015",
      "source_review_id": "UmF0aW5nLTQyMTQ0OTIw",
      "source_url": "https://www.ratemyprofessors.com/professor/2840015",
      "type": "review"
    },
    {
      "instructor_name": "Jeff Nyhoff",
      "review_date": "2026-04-21 19:35:35 +0000 UTC",
      "review_id": "6206967edd16d95824eaa0ee",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2840015",
      "source_review_id": "UmF0aW5nLTQyNjYyNzU5",
      "source_url": "https://www.ratemyprofessors.com/professor/2840015",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

None recorded.

#### offered

true

#### profile hash

e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1

#### quick take

Reviewers describe Jeff Nyhoff's LIS 440 as extremely easy with low difficulty, though opinions on quality vary from waste of money to sweet instruction.

```json
{
  "citations": [
    {
      "instructor_name": "Jeff Nyhoff",
      "review_date": "2025-05-19 19:51:17 +0000 UTC",
      "review_id": "517e315fd3b1fabf63ad7245",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2840015",
      "source_review_id": "UmF0aW5nLTQxMzIzNzA3",
      "source_url": "https://www.ratemyprofessors.com/professor/2840015",
      "type": "review"
    },
    {
      "instructor_name": "Jeff Nyhoff",
      "review_date": "2025-12-10 14:55:34 +0000 UTC",
      "review_id": "76f9e87036d5ef9cca6321d5",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2840015",
      "source_review_id": "UmF0aW5nLTQyMTQ0OTIw",
      "source_url": "https://www.ratemyprofessors.com/professor/2840015",
      "type": "review"
    },
    {
      "instructor_name": "Jeff Nyhoff",
      "review_date": "2026-04-21 19:35:35 +0000 UTC",
      "review_id": "6206967edd16d95824eaa0ee",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2840015",
      "source_review_id": "UmF0aW5nLTQyNjYyNzU5",
      "source_url": "https://www.ratemyprofessors.com/professor/2840015",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2025: 3.81 GPA, 91.2% A/AB (n=102 letter grades); Fall 2025: 3.89 GPA, 92.7% A/AB (n=137 letter grades); Spring 2026: 3.91 GPA, 95.1% A/AB (n=103 letter grades).

```json
{
  "citations": [
    {
      "course_id": "LIS 440",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "a311e696-5a49-3fa9-9765-5941461573ab",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "LIS 440",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "a311e696-5a49-3fa9-9765-5941461573ab",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "LIS 440",
      "run_id": "20260907T155543-ce3781c4",
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        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### student experience

Lectures are criticized as boring or confusing, while the instructor is described as sweet but sometimes late or tangential.

```json
{
  "citations": [
    {
      "instructor_name": "Jeff Nyhoff",
      "review_date": "2025-12-10 14:55:34 +0000 UTC",
      "review_id": "76f9e87036d5ef9cca6321d5",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2840015",
      "source_review_id": "UmF0aW5nLTQyMTQ0OTIw",
      "source_url": "https://www.ratemyprofessors.com/professor/2840015",
      "type": "review"
    },
    {
      "instructor_name": "Jeff Nyhoff",
      "review_date": "2026-04-21 19:35:35 +0000 UTC",
      "review_id": "6206967edd16d95824eaa0ee",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2840015",
      "source_review_id": "UmF0aW5nLTQyNjYyNzU5",
      "source_url": "https://www.ratemyprofessors.com/professor/2840015",
      "type": "review"
    }
  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

JEFF NYHOFF is recorded teaching in Spring 2023, Spring 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
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      "course_id": "LIS 440",
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      },
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      "term_id": "1244",
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}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [
      "n1",
      "n2",
      "n3"
    ],
    "condition": null,
    "course": null,
    "evidence": "Satisfied Quantitative Reasoning (QR) A, satisfied Communications A, and sophomore standing",
    "id": "n0",
    "kind": "all"
  },
  {
    "children": [],
    "condition": "Satisfied Quantitative Reasoning (QR) A",
    "course": null,
    "evidence": "Satisfied Quantitative Reasoning (QR) A",
    "id": "n1",
    "kind": "condition"
  },
  {
    "children": [],
    "condition": "satisfied Communications A",
    "course": null,
    "evidence": "satisfied Communications A",
    "id": "n2",
    "kind": "condition"
  },
  {
    "children": [],
    "condition": "sophomore standing",
    "course": null,
    "evidence": "sophomore standing",
    "id": "n3",
    "kind": "condition"
  }
]
```

#### notes

* QR and Communications A are treated as condition nodes as no specific course ID is linked.
* Standing requirement is a condition leaf.

#### root

n0

#### status

parsed

### instructors

```json
[
  {
    "instructor_uid": "instructor_0c6e218296c258ea4f4f8ef3",
    "source": "enrollment",
    "source_instructor_id": "jnyhoff",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jeff Nyhoff",
    "email": "JNYHOFF@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": 37,
      "quality": 3.35,
      "difficulty": 1.43,
      "quality_count": 37,
      "difficulty_count": 37,
      "profile_id": "rmp:2840015",
      "source_url": "https://www.ratemyprofessors.com/professor/2840015",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:33:48.086393+00:00",
      "courses": {
        "course_72fca04984de023263764214": {
          "review_count": 27,
          "quality": 3.81,
          "difficulty": 1.41,
          "quality_count": 27,
          "difficulty_count": 27
        },
        "course_eefb8f2e349aefa0dedfe2e4": {
          "review_count": 5,
          "quality": 2,
          "difficulty": 1,
          "quality_count": 5,
          "difficulty_count": 5
        },
        "course_28c3390ba944d49fd17f7c72": {
          "review_count": 5,
          "quality": 2.2,
          "difficulty": 2,
          "quality_count": 5,
          "difficulty_count": 5
        }
      },
      "bayesian_quality": 3.4586616784374016,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JEFF_NYHOFF"
  },
  {
    "instructor_uid": "instructor_b67196387b28495531149a13",
    "source": "enrollment",
    "source_instructor_id": "mhyun6",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Maria Hyun",
    "email": "MHYUN6@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/MARIA_HYUN"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:544:026071",
    "course_id": "LIS 440",
    "course_uid": "course_eefb8f2e349aefa0dedfe2e4",
    "term_id": "1272",
    "source_course_id": "026071",
    "source_subject_id": "544",
    "title": "Navigating the Data Revolution: Concepts of Data & Information Science",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Not Applicable"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:27677",
    "term_id": "1272",
    "source_section_id": "27677",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 150,
    "enrolled": 149,
    "waitlisted": 7,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  }
]
```

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_c1317e73aaa027ab4dd2cf0a",
    "source": "madgrades",
    "source_instructor_id": "1634724",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "B. HUTCHINS",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.857,
      "graded": 896,
      "counts": [
        716,
        148,
        22,
        3,
        0,
        0,
        7
      ],
      "sections": 37
    },
    "instructor_url": "/instructors/B_HUTCHINS--instructor_c1317e73aaa027ab4dd2cf0a"
  },
  {
    "instructor_uid": "instructor_16a2cf427f1a74aaf5b583cd",
    "source": "madgrades",
    "source_instructor_id": "6493017",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JEFF NYHOFF",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 37,
      "quality": 3.35,
      "difficulty": 1.43,
      "quality_count": 37,
      "difficulty_count": 37,
      "profile_id": "rmp:2840015",
      "source_url": "https://www.ratemyprofessors.com/professor/2840015",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:33:48.086393+00:00",
      "courses": {
        "course_72fca04984de023263764214": {
          "review_count": 27,
          "quality": 3.81,
          "difficulty": 1.41,
          "quality_count": 27,
          "difficulty_count": 27
        },
        "course_eefb8f2e349aefa0dedfe2e4": {
          "review_count": 5,
          "quality": 2,
          "difficulty": 1,
          "quality_count": 5,
          "difficulty_count": 5
        },
        "course_28c3390ba944d49fd17f7c72": {
          "review_count": 5,
          "quality": 2.2,
          "difficulty": 2,
          "quality_count": 5,
          "difficulty_count": 5
        }
      },
      "bayesian_quality": 3.4586616784374016,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.822,
      "graded": 1863,
      "counts": [
        1590,
        108,
        82,
        38,
        15,
        11,
        19
      ],
      "sections": 26
    },
    "instructor_url": "/instructors/JEFF_NYHOFF--instructor_16a2cf427f1a74aaf5b583cd"
  },
  {
    "instructor_uid": "instructor_630e90cd06047393d7244267",
    "source": "madgrades",
    "source_instructor_id": "6559209",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CHRISTIAN WILLIS",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.809,
      "graded": 102,
      "counts": [
        88,
        5,
        4,
        2,
        1,
        0,
        2
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/CHRISTIAN_WILLIS--instructor_630e90cd06047393d7244267"
  },
  {
    "instructor_uid": "instructor_598e419259796e636c5b1531",
    "source": "madgrades",
    "source_instructor_id": "5404761",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LUKAS MATTHEWS",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.887,
      "graded": 137,
      "counts": [
        123,
        4,
        8,
        1,
        0,
        0,
        1
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/LUKAS_MATTHEWS--instructor_598e419259796e636c5b1531"
  },
  {
    "instructor_uid": "instructor_0c6e218296c258ea4f4f8ef3",
    "source": "enrollment",
    "source_instructor_id": "jnyhoff",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Jeff Nyhoff",
    "email": "JNYHOFF@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": 37,
      "quality": 3.35,
      "difficulty": 1.43,
      "quality_count": 37,
      "difficulty_count": 37,
      "profile_id": "rmp:2840015",
      "source_url": "https://www.ratemyprofessors.com/professor/2840015",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:33:48.086393+00:00",
      "courses": {
        "course_72fca04984de023263764214": {
          "review_count": 27,
          "quality": 3.81,
          "difficulty": 1.41,
          "quality_count": 27,
          "difficulty_count": 27
        },
        "course_eefb8f2e349aefa0dedfe2e4": {
          "review_count": 5,
          "quality": 2,
          "difficulty": 1,
          "quality_count": 5,
          "difficulty_count": 5
        },
        "course_28c3390ba944d49fd17f7c72": {
          "review_count": 5,
          "quality": 2.2,
          "difficulty": 2,
          "quality_count": 5,
          "difficulty_count": 5
        }
      },
      "bayesian_quality": 3.4586616784374016,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/JEFF_NYHOFF"
  },
  {
    "instructor_uid": "instructor_b67196387b28495531149a13",
    "source": "enrollment",
    "source_instructor_id": "mhyun6",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Maria Hyun",
    "email": "MHYUN6@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/MARIA_HYUN"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LIS 440",
    "course_uid": "course_eefb8f2e349aefa0dedfe2e4",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "B. Hutchins"
    ],
    "a": 4,
    "ab": 1,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 6,
    "source_aliases": [
      "LIS 440"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LIS 440",
    "course_uid": "course_eefb8f2e349aefa0dedfe2e4",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Jeff Nyhoff"
    ],
    "a": 24,
    "ab": 2,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 2,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 31,
    "source_aliases": [
      "LIS 440"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LIS 440",
    "course_uid": "course_eefb8f2e349aefa0dedfe2e4",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "B. Hutchins"
    ],
    "a": 50,
    "ab": 16,
    "b": 2,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 3,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 71,
    "source_aliases": [
      "LIS 440"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LIS 440",
    "course_uid": "course_eefb8f2e349aefa0dedfe2e4",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "Jeff Nyhoff"
    ],
    "a": 45,
    "ab": 2,
    "b": 1,
    "bc": 1,
    "c": 1,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 51,
    "source_aliases": [
      "LIS 440"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LIS 440",
    "course_uid": "course_eefb8f2e349aefa0dedfe2e4",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "B. Hutchins"
    ],
    "a": 63,
    "ab": 6,
    "b": 2,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 72,
    "source_aliases": [
      "LIS 440"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LIS 440",
    "course_uid": "course_eefb8f2e349aefa0dedfe2e4",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "CHRISTIAN WILLIS",
      "Jeff Nyhoff"
    ],
    "a": 88,
    "ab": 5,
    "b": 4,
    "bc": 2,
    "c": 1,
    "d": 0,
    "f": 2,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 102,
    "source_aliases": [
      "LIS 440"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LIS 440",
    "course_uid": "course_eefb8f2e349aefa0dedfe2e4",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Jeff Nyhoff",
      "LUKAS MATTHEWS"
    ],
    "a": 123,
    "ab": 4,
    "b": 8,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 137,
    "source_aliases": [
      "LIS 440"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LIS 440",
    "course_uid": "course_eefb8f2e349aefa0dedfe2e4",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Jeff Nyhoff"
    ],
    "a": 96,
    "ab": 2,
    "b": 3,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 103,
    "source_aliases": [
      "LIS 440"
    ]
  }
]
```

### statistics

#### gpa

3.826

#### graded

571

#### counts

* 493
* 38
* 21
* 5
* 2
* 0
* 12

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_eefb8f2e349aefa0dedfe2e4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_eefb8f2e349aefa0dedfe2e4-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_eefb8f2e349aefa0dedfe2e4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_eefb8f2e349aefa0dedfe2e4-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_eefb8f2e349aefa0dedfe2e4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_eefb8f2e349aefa0dedfe2e4-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_eefb8f2e349aefa0dedfe2e4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_eefb8f2e349aefa0dedfe2e4-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_eefb8f2e349aefa0dedfe2e4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_eefb8f2e349aefa0dedfe2e4-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.8257443082311733

#### count

571

#### university

##### size

4176

##### gpa Percentile

60

##### count Percentile

88

##### median Count

115

##### 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 | 12    | false   |
| 2.8–3.2 | 228   | false   |
| 3.2–3.6 | 1027  | false   |
| 3.6–4.0 | 2909  | true    |

#### departments

```json
[
  {
    "subject": "LIS",
    "comparison": {
      "size": 58,
      "gpaPercentile": 39,
      "countPercentile": 86,
      "medianCount": 161,
      "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": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 6,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 52,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1232

##### term

1232

##### gpa

3.25

##### count

6

##### departments

| subject | comparison |
| ------- | ---------- |
| LIS     |            |

#### 1234

##### term

1234

##### gpa

3.6551724137931036

##### count

29

##### departments

| subject | comparison |
| ------- | ---------- |
| LIS     |            |

#### 1242

##### term

1242

##### gpa

3.6901408450704225

##### count

71

##### university

###### size

1295

###### gpa Percentile

53

###### count Percentile

52

###### median Count

67

###### histogram

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

##### departments

```json
[
  {
    "subject": "LIS",
    "comparison": {
      "size": 21,
      "gpaPercentile": 35,
      "countPercentile": 50,
      "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": 1,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 2,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 18,
          "current": true
        }
      ]
    }
  }
]
```

#### 1244

##### term

1244

##### gpa

3.8137254901960786

##### count

51

##### university

###### size

1241

###### gpa Percentile

70

###### count Percentile

37

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

##### departments

```json
[
  {
    "subject": "LIS",
    "comparison": {
      "size": 23,
      "gpaPercentile": 55,
      "countPercentile": 55,
      "medianCount": 43,
      "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": 1,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 21,
          "current": true
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

3.875

##### count

72

##### university

###### size

1333

###### gpa Percentile

77

###### count Percentile

51

###### median Count

69

###### histogram

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

##### departments

```json
[
  {
    "subject": "LIS",
    "comparison": {
      "size": 22,
      "gpaPercentile": 57,
      "countPercentile": 57,
      "medianCount": 64,
      "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": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 2,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 20,
          "current": true
        }
      ]
    }
  }
]
```

#### 1254

##### term

1254

##### gpa

3.8088235294117645

##### count

102

##### university

###### size

1289

###### gpa Percentile

67

###### count Percentile

72

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

##### departments

```json
[
  {
    "subject": "LIS",
    "comparison": {
      "size": 22,
      "gpaPercentile": 57,
      "countPercentile": 67,
      "medianCount": 71.5,
      "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": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 3,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 19,
          "current": true
        }
      ]
    }
  }
]
```

#### 1262

##### term

1262

##### gpa

3.886861313868613

##### count

137

##### university

###### size

1320

###### gpa Percentile

77

###### count Percentile

77

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

##### departments

```json
[
  {
    "subject": "LIS",
    "comparison": {
      "size": 22,
      "gpaPercentile": 57,
      "countPercentile": 76,
      "medianCount": 89.5,
      "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": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 5,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 17,
          "current": true
        }
      ]
    }
  }
]
```

#### 1264

##### term

1264

##### gpa

3.907766990291262

##### count

103

##### university

###### size

1283

###### gpa Percentile

80

###### count Percentile

71

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

##### departments

```json
[
  {
    "subject": "LIS",
    "comparison": {
      "size": 26,
      "gpaPercentile": 76,
      "countPercentile": 68,
      "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": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 4,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 22,
          "current": true
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

4176

###### gpa

3.697918145556694

###### top Share

84.20846543469554

###### count

115

##### LIS

###### size

58

###### gpa

3.821952636435895

###### top Share

92.07455345055126

###### count

161

#### terms

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### LIS

###### size

12

###### gpa

3.823506024254057

###### top Share

92.61444646373904

###### count

52.5

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### LIS

###### size

21

###### gpa

3.7798109571537672

###### top Share

89.96354041118646

###### count

71

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

###### LIS

###### size

23

###### gpa

3.7785046032731033

###### top Share

90.26192741317158

###### count

43

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### LIS

###### size

22

###### gpa

3.812010001587644

###### top Share

91.12079947643103

###### count

64

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### LIS

###### size

22

###### gpa

3.7638187275898236

###### top Share

89.4253626336275

###### count

71.5

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### LIS

###### size

22

###### gpa

3.7696395303678063

###### top Share

89.8756587241882

###### count

89.5

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### LIS

###### size

26

###### gpa

3.7763648214424603

###### top Share

89.64354345968482

###### count

68.5

## instructor Trends

```json
[
  {
    "uid": "instructor_16a2cf427f1a74aaf5b583cd",
    "name": "JEFF NYHOFF",
    "count": 422,
    "terms": [
      {
        "term": "1234",
        "count": 29,
        "sections": 1,
        "gpa": 3.6551724137931036
      },
      {
        "term": "1244",
        "count": 51,
        "sections": 1,
        "gpa": 3.8137254901960786
      },
      {
        "term": "1254",
        "count": 102,
        "sections": 1,
        "gpa": 3.8088235294117645
      },
      {
        "term": "1262",
        "count": 137,
        "sections": 1,
        "gpa": 3.886861313868613
      },
      {
        "term": "1264",
        "count": 103,
        "sections": 1,
        "gpa": 3.907766990291262
      }
    ]
  },
  {
    "uid": "instructor_c1317e73aaa027ab4dd2cf0a",
    "name": "B. HUTCHINS",
    "count": 149,
    "terms": [
      {
        "term": "1232",
        "count": 6,
        "sections": 1,
        "gpa": 3.25
      },
      {
        "term": "1242",
        "count": 71,
        "sections": 2,
        "gpa": 3.6901408450704225
      },
      {
        "term": "1252",
        "count": 72,
        "sections": 1,
        "gpa": 3.875
      }
    ]
  },
  {
    "uid": "instructor_598e419259796e636c5b1531",
    "name": "LUKAS MATTHEWS",
    "count": 137,
    "terms": [
      {
        "term": "1262",
        "count": 137,
        "sections": 1,
        "gpa": 3.886861313868613
      }
    ]
  },
  {
    "uid": "instructor_630e90cd06047393d7244267",
    "name": "CHRISTIAN WILLIS",
    "count": 102,
    "terms": [
      {
        "term": "1254",
        "count": 102,
        "sections": 1,
        "gpa": 3.8088235294117645
      }
    ]
  }
]
```

## following

None recorded.

## projection

### target

1272

### gpa

3.8313735470138046

### grades

| grade | percentage          |
| ----- | ------------------- |
| A     | 83.9555100135334    |
| AB    | 9.839717175053833   |
| B     | 4.042809500829849   |
| BC    | 0.29915041282756966 |
| C     | 0                   |
| D     | 0                   |
| F     | 1.862812897755351   |

### source Terms

* 1262
* 1252
* 1242

### source Count

280

### same Season

true

### historical Range

* 3.690140845070422
* 3.8868613138686134
