# LSC 270: Marketing Communication for the Sciences | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/LSC_270)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07

### observed at

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

### built at

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

### courses

8951

### current instructors

5754

### limited

false

### terms

* 1272
* 1264
* 1262
* 1254
* 1252
* 1244
* 1242
* 1234
* 1232
* 1224
* 1222
* 1212
* 1204
* 1202
* 1194
* 1192
* 1184
* 1182
* 1174
* 1172
* 1164
* 1162
* 1154
* 1152
* 1144
* 1142
* 1134
* 1132
* 1124
* 1122
* 1114
* 1112
* 1104
* 1102
* 1094
* 1092
* 1084
* 1082
* 1074
* 1072

### term

1272

### departments

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

## course

### run id

20260907T155543-ce3781c4

### semester

1272

### observed at

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

### record version id

667052729b388d407cbff48e526eec3664a7de26acf5eefe107464a14ab6a1b9

### course id

LSC 270

### course uid

course\_fa3fb735db7e71b2886d4b4f

### catalog version id

ccc7f3525e814c6082cc94b08bb0954e52fc082460497e6a286c996f8df91590

### course number

270

### subjects

* LSC

### title

MARKETING COMMUNICATION FOR THE SCIENCES

### description

Explores marketing, promotion, and strategic communication specific to the consumer marketplace. Analyze communication strategies for science products and industries synthesized from business goals and objectives to specific audiences. Coursework includes a variety of readings from a class textbook as well as peer-reviewed papers published in life science, marketing, communication, and general business journals.

### requirements text

Satisfied Communications A

### credits min

3

### credits max

3

### credit offering ids

* 1272:120:023534

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

deb0ed1bb16929e398f52ed06f97f1c0969919cf36cd098b64439bb086c1286f

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

LSC 270 explores marketing, promotion, and strategic communication specific to the consumer marketplace for science products and industries.

### llm topics

* Marketing, promotion, and strategic communication
* Communication strategies for science products and industries
* Readings from life science, marketing, communication, and business journals

### llm skills

* Marketing, promotion, and strategic communication for consumer markets
* Analysis of communication strategies for science products and industries

### llm assumed background

None recorded.

### llm search phrases

* science marketing communication
* consumer marketplace promotion
* strategic communication sciences
* life science business journals

### llm requirements status

needs\_review

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

2a222ac0f08bb903a6e9082404f2c914002a0b4ba22fb0382ac22cf9c26a4000

#### course id

LSC 270

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_10c0d12b980316361f6f633b",
    "message": "No course-specific reviews available",
    "name": "Chioma Njoku",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_00c5b3a4014e087754fad5ab",
    "message": "No course-specific reviews available",
    "name": "Todd Newman",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "LSC 270",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
            "source_record": {
              "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1232",
            "type": "grade"
          },
          {
            "course_id": "LSC 270",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
            "source_record": {
              "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1242",
            "type": "grade"
          },
          {
            "course_id": "LSC 270",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
            "source_record": {
              "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2022: 3.67 GPA, 88.0% A/AB (n=83 letter grades); Fall 2023: 3.80 GPA, 91.9% A/AB (n=86 letter grades); Fall 2024: 3.90 GPA, 95.6% A/AB (n=68 letter grades). Includes jointly taught sections."
      }
    ]
  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

Recent recorded grades — Fall 2023: 3.80 GPA, 91.9% A/AB (n=86 letter grades); Fall 2024: 3.90 GPA, 95.6% A/AB (n=68 letter grades); Fall 2025: 3.75 GPA, 91.5% A/AB (n=71 letter grades).

```json
{
  "citations": [
    {
      "course_id": "LSC 270",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "LSC 270",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "LSC 270",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

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

```json
{
  "citations": [
    {
      "course_id": "LSC 270",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
      "source_record": {
        "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1192",
      "type": "grade"
    },
    {
      "course_id": "LSC 270",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
      "source_record": {
        "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1194",
      "type": "grade"
    },
    {
      "course_id": "LSC 270",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
      "source_record": {
        "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1202",
      "type": "grade"
    },
    {
      "course_id": "LSC 270",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
      "source_record": {
        "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
      "course_id": "LSC 270",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
      "source_record": {
        "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    },
    {
      "course_id": "LSC 270",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
      "source_record": {
        "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "LSC 270",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
      "source_record": {
        "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "LSC 270",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
      "source_record": {
        "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "LSC 270",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
      "source_record": {
        "entity_id": "cd5c87f9-104e-3e12-a64e-a9b7b0209fea",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Satisfied Communications A",
    "course": null,
    "evidence": "Satisfied Communications A",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

* The condition 'Satisfied Communications A' refers to a program or general education requirement not defined in the provided linked\_courses or requirements\_text. This requires manual review to determine the specific courses or criteria that'

#### root

n0

#### status

needs\_review

### instructors

| instructor\_uid                      | source     | source\_instructor\_id | identity\_basis | identity\_status   | name         | email              | first\_observed\_at              | last\_observed\_at               | instructor\_url            |
| ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ------------ | ------------------ | -------------------------------- | -------------------------------- | -------------------------- |
| instructor\_10c0d12b980316361f6f633b | enrollment | cdnjoku                | netid           | source\_identified | Chioma Njoku | CDNJOKU\@WISC.EDU  | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/CHIOMA\_NJOKU |
| instructor\_00c5b3a4014e087754fad5ab | enrollment | tpnewman               | netid           | source\_identified | Todd Newman  | TPNEWMAN\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/TODD\_NEWMAN  |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:120:023534",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1272",
    "source_course_id": "023534",
    "source_subject_id": "120",
    "title": "Marketing Communication for the Sciences",
    "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:1272:10638",
    "term_id": "1272",
    "source_section_id": "10638",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 85,
    "enrolled": 81,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  }
]
```

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_7b7ee1393f634263ba365ce5",
    "source": "madgrades",
    "source_instructor_id": "546214",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KRISTIN RUNGE",
    "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": 3.65,
      "graded": 469,
      "counts": [
        287,
        81,
        79,
        9,
        9,
        3,
        1
      ],
      "sections": 11
    },
    "instructor_url": "/instructors/KRISTIN_RUNGE--instructor_7b7ee1393f634263ba365ce5"
  },
  {
    "instructor_uid": "instructor_28ef55b603db4b50cf79b45e",
    "source": "madgrades",
    "source_instructor_id": "465586",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SARAH BOTHAM",
    "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": 3.842,
      "graded": 714,
      "counts": [
        551,
        134,
        13,
        8,
        5,
        1,
        2
      ],
      "sections": 55
    },
    "instructor_url": "/instructors/SARAH_BOTHAM--instructor_28ef55b603db4b50cf79b45e"
  },
  {
    "instructor_uid": "instructor_a4be26f79c845168095d5be3",
    "source": "madgrades",
    "source_instructor_id": "3002500",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "APRIL EICHMEIER",
    "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": 3.642,
      "graded": 169,
      "counts": [
        88,
        50,
        25,
        3,
        3,
        0,
        0
      ],
      "sections": 4
    },
    "instructor_url": "/instructors/APRIL_EICHMEIER--instructor_a4be26f79c845168095d5be3"
  },
  {
    "instructor_uid": "instructor_ace48dfea71224576349753c",
    "source": "madgrades",
    "source_instructor_id": "5333518",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JADY CARMICHAEL",
    "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": 3.536,
      "graded": 84,
      "counts": [
        37,
        23,
        19,
        3,
        2,
        0,
        0
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/JADY_CARMICHAEL--instructor_ace48dfea71224576349753c"
  },
  {
    "instructor_uid": "instructor_505037bf96d8b69b7891d6d0",
    "source": "madgrades",
    "source_instructor_id": "791053",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JENNE MEYER",
    "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": 3.664,
      "graded": 110,
      "counts": [
        74,
        17,
        11,
        3,
        2,
        3,
        0
      ],
      "sections": 4
    },
    "instructor_url": "/instructors/JENNE_MEYER"
  },
  {
    "instructor_uid": "instructor_e2e43a4e76336111a66ae8ed",
    "source": "madgrades",
    "source_instructor_id": "3749233",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JENNIFER CHUNG",
    "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": 3.573,
      "graded": 427,
      "counts": [
        231,
        97,
        64,
        20,
        7,
        6,
        2
      ],
      "sections": 14
    },
    "instructor_url": "/instructors/JENNIFER_CHUNG--instructor_e2e43a4e76336111a66ae8ed"
  },
  {
    "instructor_uid": "instructor_ef74fd8510864538b50c8397",
    "source": "madgrades",
    "source_instructor_id": "5018163",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "TODD NEWMAN",
    "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": 3.806,
      "graded": 745,
      "counts": [
        600,
        79,
        36,
        8,
        12,
        7,
        3
      ],
      "sections": 36
    },
    "instructor_url": "/instructors/TODD_NEWMAN--instructor_ef74fd8510864538b50c8397"
  },
  {
    "instructor_uid": "instructor_c3970ea0eef9a02356ae0824",
    "source": "madgrades",
    "source_instructor_id": "4758024",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BRENNA WIESNER",
    "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": 3.416,
      "graded": 173,
      "counts": [
        67,
        45,
        45,
        9,
        3,
        2,
        2
      ],
      "sections": 7
    },
    "instructor_url": "/instructors/BRENNA_WIESNER"
  },
  {
    "instructor_uid": "instructor_377b9265d207734998a6d543",
    "source": "madgrades",
    "source_instructor_id": "6207585",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANQI SHAO",
    "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": 3.713,
      "graded": 423,
      "counts": [
        315,
        49,
        29,
        8,
        13,
        6,
        3
      ],
      "sections": 7
    },
    "instructor_url": "/instructors/ANQI_SHAO"
  },
  {
    "instructor_uid": "instructor_f75e04cd9b9af0224d8a9bd1",
    "source": "madgrades",
    "source_instructor_id": "6240570",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ASHLEY CATE",
    "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": 3.402,
      "graded": 403,
      "counts": [
        171,
        105,
        53,
        55,
        9,
        5,
        5
      ],
      "sections": 6
    },
    "instructor_url": "/instructors/ASHLEY_CATE--instructor_f75e04cd9b9af0224d8a9bd1"
  },
  {
    "instructor_uid": "instructor_44784a4ebfdfe59fb0283aeb",
    "source": "madgrades",
    "source_instructor_id": "6398162",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "THOMAS JILK",
    "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": 3.477,
      "graded": 421,
      "counts": [
        165,
        141,
        78,
        19,
        14,
        1,
        3
      ],
      "sections": 6
    },
    "instructor_url": "/instructors/THOMAS_JILK"
  },
  {
    "instructor_uid": "instructor_543c5fed4275d645e6dca327",
    "source": "madgrades",
    "source_instructor_id": "5645011",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KATHERINE GALLAGHER",
    "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": 3.615,
      "graded": 260,
      "counts": [
        168,
        47,
        20,
        7,
        11,
        4,
        3
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/KATHERINE_GALLAGHER"
  },
  {
    "instructor_uid": "instructor_68f2d5a9dfb2a0db4c708a8f",
    "source": "madgrades",
    "source_instructor_id": "6402996",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "PAULINE STEIN",
    "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": 3.505,
      "graded": 293,
      "counts": [
        158,
        53,
        45,
        15,
        16,
        5,
        1
      ],
      "sections": 5
    },
    "instructor_url": "/instructors/PAULINE_STEIN"
  },
  {
    "instructor_uid": "instructor_6deb024563e2af21bee5882b",
    "source": "madgrades",
    "source_instructor_id": "6553641",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MANZUR MASWOOD",
    "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": 3.795,
      "graded": 224,
      "counts": [
        173,
        31,
        14,
        1,
        2,
        1,
        2
      ],
      "sections": 4
    },
    "instructor_url": "/instructors/MANZUR_MASWOOD--instructor_6deb024563e2af21bee5882b"
  },
  {
    "instructor_uid": "instructor_4acdf2ef4e17c20381e2c9ae",
    "source": "madgrades",
    "source_instructor_id": "6542986",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SHA LUO",
    "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": 3.506,
      "graded": 796,
      "counts": [
        465,
        155,
        50,
        52,
        46,
        16,
        12
      ],
      "sections": 6
    },
    "instructor_url": "/instructors/SHA_LUO--instructor_4acdf2ef4e17c20381e2c9ae"
  },
  {
    "instructor_uid": "instructor_624a8c2549ee2d04057ad18e",
    "source": "madgrades",
    "source_instructor_id": "5027904",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "KAIPING CHEN",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 3,
      "quality": 3.67,
      "difficulty": 2.33,
      "quality_count": 3,
      "difficulty_count": 3,
      "profile_id": "rmp:2697891",
      "source_url": "https://www.ratemyprofessors.com/professor/2697891",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:27:47.830016+00:00",
      "courses": {
        "course_887d019bdf21ec7676231bc8": {
          "review_count": 2,
          "quality": 4,
          "difficulty": 2.5,
          "quality_count": 2,
          "difficulty_count": 2
        },
        "course_270e5bf9ade902304083d7c9": {
          "review_count": 1,
          "quality": 3,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.6610311161274747,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.658,
      "graded": 857,
      "counts": [
        553,
        142,
        101,
        26,
        26,
        6,
        3
      ],
      "sections": 26
    },
    "instructor_url": "/instructors/KAIPING_CHEN--instructor_624a8c2549ee2d04057ad18e"
  },
  {
    "instructor_uid": "instructor_00c5b3a4014e087754fad5ab",
    "source": "enrollment",
    "source_instructor_id": "tpnewman",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Todd Newman",
    "email": "TPNEWMAN@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/TODD_NEWMAN"
  },
  {
    "instructor_uid": "instructor_10c0d12b980316361f6f633b",
    "source": "enrollment",
    "source_instructor_id": "cdnjoku",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Chioma Njoku",
    "email": "CDNJOKU@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/CHIOMA_NJOKU"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1122",
    "term_name": "Fall 2011",
    "instructors": [
      "KRISTIN RUNGE"
    ],
    "a": 16,
    "ab": 1,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 18,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1124",
    "term_name": "Spring 2012",
    "instructors": [
      "KRISTIN RUNGE"
    ],
    "a": 10,
    "ab": 5,
    "b": 4,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 20,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1132",
    "term_name": "Fall 2012",
    "instructors": [
      "Sarah Botham"
    ],
    "a": 16,
    "ab": 4,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 21,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1142",
    "term_name": "Fall 2013",
    "instructors": [
      "Sarah Botham"
    ],
    "a": 3,
    "ab": 13,
    "b": 1,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 18,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1152",
    "term_name": "Fall 2014",
    "instructors": [
      "KRISTIN RUNGE"
    ],
    "a": 30,
    "ab": 7,
    "b": 9,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 46,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1154",
    "term_name": "Spring 2015",
    "instructors": [
      "KRISTIN RUNGE"
    ],
    "a": 35,
    "ab": 8,
    "b": 6,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 51,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "APRIL EICHMEIER"
    ],
    "a": 19,
    "ab": 18,
    "b": 3,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 41,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1164",
    "term_name": "Spring 2016",
    "instructors": [
      "APRIL EICHMEIER"
    ],
    "a": 32,
    "ab": 9,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 44,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "APRIL EICHMEIER",
      "JADY CARMICHAEL"
    ],
    "a": 16,
    "ab": 18,
    "b": 11,
    "bc": 1,
    "c": 2,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 48,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1174",
    "term_name": "Spring 2017",
    "instructors": [
      "APRIL EICHMEIER",
      "JADY CARMICHAEL"
    ],
    "a": 21,
    "ab": 5,
    "b": 8,
    "bc": 2,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 36,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "JENNE MEYER",
      "JENNIFER CHUNG"
    ],
    "a": 21,
    "ab": 8,
    "b": 6,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 36,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1184",
    "term_name": "Spring 2018",
    "instructors": [
      "JENNE MEYER",
      "JENNIFER CHUNG"
    ],
    "a": 31,
    "ab": 3,
    "b": 2,
    "bc": 1,
    "c": 0,
    "d": 2,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 39,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "JENNIFER CHUNG",
      "Todd Newman"
    ],
    "a": 19,
    "ab": 7,
    "b": 6,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 33,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1194",
    "term_name": "Spring 2019",
    "instructors": [
      "BRENNA WIESNER",
      "Todd Newman"
    ],
    "a": 18,
    "ab": 3,
    "b": 2,
    "bc": 2,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 25,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "ANQI SHAO",
      "Todd Newman"
    ],
    "a": 25,
    "ab": 4,
    "b": 4,
    "bc": 3,
    "c": 3,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 39,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "ASHLEY CATE",
      "Todd Newman"
    ],
    "a": 19,
    "ab": 3,
    "b": 0,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 1,
    "unsatisfactory": 1,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 25,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "ANQI SHAO",
      "Todd Newman"
    ],
    "a": 61,
    "ab": 5,
    "b": 4,
    "bc": 1,
    "c": 2,
    "d": 1,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 74,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "THOMAS JILK",
      "Todd Newman"
    ],
    "a": 48,
    "ab": 18,
    "b": 9,
    "bc": 0,
    "c": 2,
    "d": 1,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 78,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "Catherine Gallagher",
      "Todd Newman"
    ],
    "a": 62,
    "ab": 11,
    "b": 4,
    "bc": 0,
    "c": 2,
    "d": 2,
    "f": 2,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 83,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "PAULINE STEIN",
      "Todd Newman"
    ],
    "a": 73,
    "ab": 6,
    "b": 3,
    "bc": 0,
    "c": 2,
    "d": 1,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 3,
    "not_reported": 0,
    "other": 0,
    "total": 90,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Manzur Maswood",
      "Todd Newman"
    ],
    "a": 58,
    "ab": 7,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 68,
    "source_aliases": [
      "LSC 270"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "LSC 270",
    "course_uid": "course_fa3fb735db7e71b2886d4b4f",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Kaiping Chen",
      "SHA LUO"
    ],
    "a": 46,
    "ab": 19,
    "b": 5,
    "bc": 0,
    "c": 0,
    "d": 1,
    "f": 0,
    "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": [
      "LSC 270"
    ]
  }
]
```

### statistics

#### gpa

3.723

#### graded

997

#### counts

* 679
* 182
* 95
* 12
* 18
* 8
* 3

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_fa3fb735db7e71b2886d4b4f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_fa3fb735db7e71b2886d4b4f-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_fa3fb735db7e71b2886d4b4f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_fa3fb735db7e71b2886d4b4f-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_fa3fb735db7e71b2886d4b4f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_fa3fb735db7e71b2886d4b4f-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_fa3fb735db7e71b2886d4b4f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_fa3fb735db7e71b2886d4b4f-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.7231695085255767

#### count

997

#### university

##### size

4902

##### gpa Percentile

50

##### count Percentile

87

##### median Count

181

##### 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 | 11    | false   |
| 2.8–3.2 | 348   | false   |
| 3.2–3.6 | 1377  | false   |
| 3.6–4.0 | 3165  | true    |

#### departments

```json
[
  {
    "subject": "LSC",
    "comparison": {
      "size": 28,
      "gpaPercentile": 48,
      "countPercentile": 89,
      "medianCount": 353,
      "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": 25,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1122

##### term

1122

##### gpa

3.9166666666666665

##### count

18

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1124

##### term

1124

##### gpa

3.6

##### count

20

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1132

##### term

1132

##### gpa

3.857142857142857

##### count

21

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1142

##### term

1142

##### gpa

3.4722222222222223

##### count

18

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1152

##### term

1152

##### gpa

3.7282608695652173

##### count

46

##### university

###### size

918

###### gpa Percentile

79

###### count Percentile

30

###### median Count

65

###### histogram

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

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1154

##### term

1154

##### gpa

3.76

##### count

50

##### university

###### size

935

###### gpa Percentile

77

###### count Percentile

36

###### median Count

63

###### 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 | 38    | false   |
| 2.8–3.2 | 237   | false   |
| 3.2–3.6 | 326   | false   |
| 3.6–4.0 | 334   | true    |

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1162

##### term

1162

##### gpa

3.658536585365854

##### count

41

##### university

###### size

954

###### gpa Percentile

69

###### count Percentile

22

###### median Count

64.5

###### histogram

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

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1164

##### term

1164

##### gpa

3.8295454545454546

##### count

44

##### university

###### size

965

###### gpa Percentile

80

###### count Percentile

27

###### 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 | 3     | false   |
| 2.4–2.8 | 37    | false   |
| 2.8–3.2 | 216   | false   |
| 3.2–3.6 | 319   | false   |
| 3.6–4.0 | 390   | true    |

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1172

##### term

1172

##### gpa

3.46875

##### count

48

##### university

###### size

991

###### gpa Percentile

48

###### count Percentile

32

###### median Count

67

###### histogram

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

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1174

##### term

1174

##### gpa

3.625

##### count

36

##### university

###### size

955

###### gpa Percentile

63

###### count Percentile

11

###### 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   | false   |
| 3.2–3.6 | 332   | false   |
| 3.6–4.0 | 369   | true    |

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1182

##### term

1182

##### gpa

3.6666666666666665

##### count

36

##### university

###### size

1025

###### gpa Percentile

66

###### count Percentile

10

###### median Count

69

###### histogram

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

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1184

##### term

1184

##### gpa

3.717948717948718

##### count

39

##### university

###### size

1010

###### gpa Percentile

70

###### count Percentile

18

###### 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   | false   |
| 3.2–3.6 | 355   | false   |
| 3.6–4.0 | 418   | true    |

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1192

##### term

1192

##### gpa

3.6666666666666665

##### count

33

##### university

###### size

1077

###### gpa Percentile

63

###### count Percentile

6

###### median Count

67

###### histogram

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

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1194

##### term

1194

##### gpa

3.74

##### count

25

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1202

##### term

1202

##### gpa

3.576923076923077

##### count

39

##### university

###### size

1102

###### gpa Percentile

53

###### count Percentile

18

###### median Count

68

###### histogram

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

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1204

##### term

1204

##### gpa

3.847826086956522

##### count

23

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1212

##### term

1212

##### gpa

3.7972972972972974

##### count

74

##### university

###### size

1111

###### gpa Percentile

68

###### count Percentile

52

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

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1222

##### term

1222

##### gpa

3.6794871794871793

##### count

78

##### university

###### size

1157

###### gpa Percentile

55

###### count Percentile

56

###### median Count

64

###### histogram

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

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1232

##### term

1232

##### gpa

3.6686746987951806

##### count

83

##### university

###### size

1216

###### gpa Percentile

54

###### count Percentile

58

###### median Count

66

###### histogram

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

##### departments

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1242

##### term

1242

##### gpa

3.802325581395349

##### count

86

##### university

###### size

1295

###### gpa Percentile

68

###### count Percentile

60

###### 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": "LSC",
    "comparison": {
      "size": 11,
      "gpaPercentile": 40,
      "countPercentile": 60,
      "medianCount": 72,
      "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": 1,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 10,
          "current": true
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

3.9044117647058822

##### count

68

##### university

###### size

1333

###### gpa Percentile

81

###### count Percentile

48

###### 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

| subject | comparison |
| ------- | ---------- |
| LSC     |            |

#### 1262

##### term

1262

##### gpa

3.7535211267605635

##### count

71

##### university

###### size

1320

###### gpa Percentile

57

###### count Percentile

50

###### 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": "LSC",
    "comparison": {
      "size": 11,
      "gpaPercentile": 20,
      "countPercentile": 60,
      "medianCount": 67,
      "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": 9,
          "current": true
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

4902

###### gpa

3.6659193941888684

###### top Share

82.21303566703769

###### count

181

##### LSC

###### size

28

###### gpa

3.7413233273330486

###### top Share

87.39990917078364

###### count

353

#### terms

##### 1122

###### school

###### size

804

###### gpa

3.3737149752667013

###### top Share

63.65118790117902

###### count

70

##### 1124

###### school

###### size

821

###### gpa

3.406589342026613

###### top Share

66.35774230127205

###### count

67

##### 1132

###### school

###### size

851

###### gpa

3.391128778809763

###### top Share

64.69509437122704

###### count

66

##### 1142

###### school

###### size

853

###### gpa

3.3941849959684913

###### top Share

65.28450334228523

###### count

67

##### 1152

###### school

###### size

918

###### gpa

3.408733538594633

###### top Share

66.06693005846735

###### count

65

##### 1154

###### school

###### size

935

###### gpa

3.4282378385810093

###### top Share

67.66674668721691

###### count

63

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

##### 1164

###### school

###### size

965

###### gpa

3.46491230798535

###### top Share

69.92376287143657

###### count

68

##### 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

##### 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

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### LSC

###### size

11

###### gpa

3.7720593403694496

###### top Share

90.50006744717578

###### count

72

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### LSC

###### size

11

###### gpa

3.794175315660777

###### top Share

91.3976018189471

###### count

67

## instructor Trends

```json
[
  {
    "uid": "instructor_ef74fd8510864538b50c8397",
    "name": "TODD NEWMAN",
    "count": 509,
    "terms": [
      {
        "term": "1192",
        "count": 33,
        "sections": 1,
        "gpa": 3.6666666666666665
      },
      {
        "term": "1194",
        "count": 25,
        "sections": 1,
        "gpa": 3.74
      },
      {
        "term": "1202",
        "count": 39,
        "sections": 1,
        "gpa": 3.576923076923077
      },
      {
        "term": "1204",
        "count": 23,
        "sections": 1,
        "gpa": 3.847826086956522
      },
      {
        "term": "1212",
        "count": 74,
        "sections": 1,
        "gpa": 3.7972972972972974
      },
      {
        "term": "1222",
        "count": 78,
        "sections": 1,
        "gpa": 3.6794871794871793
      },
      {
        "term": "1232",
        "count": 83,
        "sections": 1,
        "gpa": 3.6686746987951806
      },
      {
        "term": "1242",
        "count": 86,
        "sections": 1,
        "gpa": 3.802325581395349
      },
      {
        "term": "1252",
        "count": 68,
        "sections": 1,
        "gpa": 3.9044117647058822
      }
    ]
  },
  {
    "uid": "instructor_a4be26f79c845168095d5be3",
    "name": "APRIL EICHMEIER",
    "count": 169,
    "terms": [
      {
        "term": "1162",
        "count": 41,
        "sections": 1,
        "gpa": 3.658536585365854
      },
      {
        "term": "1164",
        "count": 44,
        "sections": 1,
        "gpa": 3.8295454545454546
      },
      {
        "term": "1172",
        "count": 48,
        "sections": 1,
        "gpa": 3.46875
      },
      {
        "term": "1174",
        "count": 36,
        "sections": 1,
        "gpa": 3.625
      }
    ]
  },
  {
    "uid": "instructor_7b7ee1393f634263ba365ce5",
    "name": "KRISTIN RUNGE",
    "count": 134,
    "terms": [
      {
        "term": "1122",
        "count": 18,
        "sections": 1,
        "gpa": 3.9166666666666665
      },
      {
        "term": "1124",
        "count": 20,
        "sections": 1,
        "gpa": 3.6
      },
      {
        "term": "1152",
        "count": 46,
        "sections": 1,
        "gpa": 3.7282608695652173
      },
      {
        "term": "1154",
        "count": 50,
        "sections": 1,
        "gpa": 3.76
      }
    ]
  },
  {
    "uid": "instructor_377b9265d207734998a6d543",
    "name": "ANQI SHAO",
    "count": 113,
    "terms": [
      {
        "term": "1202",
        "count": 39,
        "sections": 1,
        "gpa": 3.576923076923077
      },
      {
        "term": "1212",
        "count": 74,
        "sections": 1,
        "gpa": 3.7972972972972974
      }
    ]
  },
  {
    "uid": "instructor_e2e43a4e76336111a66ae8ed",
    "name": "JENNIFER CHUNG",
    "count": 108,
    "terms": [
      {
        "term": "1182",
        "count": 36,
        "sections": 1,
        "gpa": 3.6666666666666665
      },
      {
        "term": "1184",
        "count": 39,
        "sections": 1,
        "gpa": 3.717948717948718
      },
      {
        "term": "1192",
        "count": 33,
        "sections": 1,
        "gpa": 3.6666666666666665
      }
    ]
  },
  {
    "uid": "instructor_68f2d5a9dfb2a0db4c708a8f",
    "name": "PAULINE STEIN",
    "count": 86,
    "terms": [
      {
        "term": "1242",
        "count": 86,
        "sections": 1,
        "gpa": 3.802325581395349
      }
    ]
  },
  {
    "uid": "instructor_ace48dfea71224576349753c",
    "name": "JADY CARMICHAEL",
    "count": 84,
    "terms": [
      {
        "term": "1172",
        "count": 48,
        "sections": 1,
        "gpa": 3.46875
      },
      {
        "term": "1174",
        "count": 36,
        "sections": 1,
        "gpa": 3.625
      }
    ]
  },
  {
    "uid": "instructor_543c5fed4275d645e6dca327",
    "name": "KATHERINE GALLAGHER",
    "count": 83,
    "terms": [
      {
        "term": "1232",
        "count": 83,
        "sections": 1,
        "gpa": 3.6686746987951806
      }
    ]
  },
  {
    "uid": "instructor_44784a4ebfdfe59fb0283aeb",
    "name": "THOMAS JILK",
    "count": 78,
    "terms": [
      {
        "term": "1222",
        "count": 78,
        "sections": 1,
        "gpa": 3.6794871794871793
      }
    ]
  },
  {
    "uid": "instructor_505037bf96d8b69b7891d6d0",
    "name": "JENNE MEYER",
    "count": 75,
    "terms": [
      {
        "term": "1182",
        "count": 36,
        "sections": 1,
        "gpa": 3.6666666666666665
      },
      {
        "term": "1184",
        "count": 39,
        "sections": 1,
        "gpa": 3.717948717948718
      }
    ]
  },
  {
    "uid": "instructor_4acdf2ef4e17c20381e2c9ae",
    "name": "SHA LUO",
    "count": 71,
    "terms": [
      {
        "term": "1262",
        "count": 71,
        "sections": 1,
        "gpa": 3.7535211267605635
      }
    ]
  },
  {
    "uid": "instructor_624a8c2549ee2d04057ad18e",
    "name": "KAIPING CHEN",
    "count": 71,
    "terms": [
      {
        "term": "1262",
        "count": 71,
        "sections": 1,
        "gpa": 3.7535211267605635
      }
    ]
  },
  {
    "uid": "instructor_6deb024563e2af21bee5882b",
    "name": "MANZUR MASWOOD",
    "count": 68,
    "terms": [
      {
        "term": "1252",
        "count": 68,
        "sections": 1,
        "gpa": 3.9044117647058822
      }
    ]
  },
  {
    "uid": "instructor_28ef55b603db4b50cf79b45e",
    "name": "SARAH BOTHAM",
    "count": 39,
    "terms": [
      {
        "term": "1132",
        "count": 21,
        "sections": 1,
        "gpa": 3.857142857142857
      },
      {
        "term": "1142",
        "count": 18,
        "sections": 1,
        "gpa": 3.4722222222222223
      }
    ]
  },
  {
    "uid": "instructor_c3970ea0eef9a02356ae0824",
    "name": "BRENNA WIESNER",
    "count": 25,
    "terms": [
      {
        "term": "1194",
        "count": 25,
        "sections": 1,
        "gpa": 3.74
      }
    ]
  },
  {
    "uid": "instructor_f75e04cd9b9af0224d8a9bd1",
    "name": "ASHLEY CATE",
    "count": 23,
    "terms": [
      {
        "term": "1204",
        "count": 23,
        "sections": 1,
        "gpa": 3.847826086956522
      }
    ]
  }
]
```

## following

| code    | title                           |
| ------- | ------------------------------- |
| LSC 435 | BRAND STRATEGY FOR THE SCIENCES |

## projection

### target

1272

### interval

#### lower

3.59

#### upper

3.97

#### coverage

80

#### terms

6

### gpa

3.7767784106138067

### grades

| grade | percentage         |
| ----- | ------------------ |
| A     | 74.6077894116034   |
| AB    | 16.569140777600218 |
| B     | 5.948907410471039  |
| BC    | 0                  |
| C     | 1.1221928376483528 |
| D     | 1.16358278665642   |
| F     | 0.588386776020545  |

### source Terms

* 1262
* 1252
* 1242
* 1232
* 1222

### source Count

386

### same Season

true

### historical Range

* 3.6686746987951806
* 3.9044117647058822

### backtest

#### terms

6

#### gpa Error

0.07238259963679335

#### mix Error

14.59290587638917
