# MARKETNG 365: Contemporary Topics | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/MARKETNG_365)

## 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

9afaca26f643736820ffd10027b4bd70b4e9ac16de86945586a4de4b926fa64d

### course id

MARKETNG 365

### course uid

course\_17404a37438cdf1183c02f5d

### catalog version id

58d64d183fff4e7d672804b373567a1248569a1aab32b67410d2d5c491d8e85a

### course number

365

### subjects

* MARKETNG

### title

CONTEMPORARY TOPICS

### description

A course for the exploration of subject areas possibly to be introduced into the business curriculum.

### requirements text

(MARKETNG 300and sophomore standing) or declared in the Business Exchange program

### credits min

1

### credits max

3

### credit offering ids

* 1272:237:003164
* 1272:237:003164.37
* 1272:237:003164.38
* 1272:237:003164.40

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

7c099c0b8426ecf343a565efca45af1c97c768a50fe3421604e69a8e72a69b59

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

MARKETNG 365 explores emerging subject areas for potential inclusion in the business curriculum.

### llm topics

None recorded.

### llm skills

None recorded.

### llm assumed background

* Foundations of marketing management principles including product, pricing, and promotion strategies.

### llm search phrases

* MARKETNG 365 contemporary topics
* MARKETNG 365 business curriculum
* MARKETNG 365 prerequisites
* MARKETNG 300 marketing management

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

e7857043450db4ac89611a4e5e400052bb199cec78f7f8bb8832d201dc0ebdc8

#### course id

MARKETNG 365

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_64b9d05d9814a418a4680099",
    "message": "No course-specific reviews available",
    "name": "Alan Stoffer",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_bd264501797a69c3aee7ef6f",
    "message": "No course-specific reviews available",
    "name": "Kristin Branch",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:3063248",
    "summary": [
      {
        "citations": [
          {
            "course_id": "MARKETNG 365",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 7,
            "source_course_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
            "source_record": {
              "entity_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1244",
            "type": "grade"
          },
          {
            "course_id": "MARKETNG 365",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 2,
            "source_course_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
            "source_record": {
              "entity_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2024: 3.68 GPA, 90.9% A/AB (n=11 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=24 letter grades). Includes jointly taught sections."
      }
    ]
  },
  {
    "instructor_uid": "instructor_488c1ebe0a516c9ed60467e6",
    "message": "No course-specific reviews available",
    "name": "Neeraj Arora",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "MARKETNG 365",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
            "source_record": {
              "entity_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1164",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2016: 3.54 GPA, 75.0% A/AB (n=12 letter grades)."
      }
    ]
  }
]
```

#### 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: 3.86 GPA, 97.8% A/AB (n=46 letter grades); Spring 2024: 3.82 GPA, 90.6% A/AB (n=53 letter grades); Fall 2024: 3.77 GPA, 94.4% A/AB (n=54 letter grades).

```json
{
  "citations": [
    {
      "course_id": "MARKETNG 365",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "MARKETNG 365",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "MARKETNG 365",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

ALAN STOFFER is recorded teaching in Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "MARKETNG 365",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
      "source_record": {
        "entity_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "MARKETNG 365",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
      "source_record": {
        "entity_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

KRISTIN BRANCH is recorded teaching in Spring 2024, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "MARKETNG 365",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 7,
      "source_course_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
      "source_record": {
        "entity_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1244",
      "type": "grade"
    },
    {
      "course_id": "MARKETNG 365",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
      "source_record": {
        "entity_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    }
  ]
}
```

NEERAJ ARORA is recorded teaching in Spring 2016. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "MARKETNG 365",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
      "source_record": {
        "entity_id": "19c074f7-7910-351e-a9c5-a9351e476dc0",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1164",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [
      "n1",
      "n2"
    ],
    "condition": null,
    "course": null,
    "evidence": "(MARKETNG 300and sophomore standing) or declared in the Business Exchange program",
    "id": "n0",
    "kind": "any"
  },
  {
    "children": [
      "n3",
      "n4"
    ],
    "condition": null,
    "course": null,
    "evidence": "(MARKETNG 300and sophomore standing)",
    "id": "n1",
    "kind": "all"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 300,
      "minimum_grade": null,
      "subjects": [
        "MARKETNG"
      ],
      "timing": "prior"
    },
    "evidence": "MARKETNG 300",
    "id": "n3",
    "kind": "course"
  },
  {
    "children": [],
    "condition": "sophomore standing",
    "course": null,
    "evidence": "sophomore standing",
    "id": "n4",
    "kind": "condition"
  },
  {
    "children": [],
    "condition": "declared in the Business Exchange program",
    "course": null,
    "evidence": "declared in the Business Exchange program",
    "id": "n2",
    "kind": "condition"
  }
]
```

#### notes

* The text 'MARKETNG 300and' contains a missing space but is parsed as a course reference to MARKETNG 300.

#### root

n0

#### status

parsed

### instructors

```json
[
  {
    "instructor_uid": "instructor_64b9d05d9814a418a4680099",
    "source": "enrollment",
    "source_instructor_id": "stoffer",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Alan Stoffer",
    "email": "STOFFER@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/ALAN_STOFFER"
  },
  {
    "instructor_uid": "instructor_bd264501797a69c3aee7ef6f",
    "source": "enrollment",
    "source_instructor_id": "kjbranch",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Kristin Branch",
    "email": "KRISTIN.BRANCH@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": 27,
      "quality": 3.3,
      "difficulty": 3.3,
      "quality_count": 27,
      "difficulty_count": 27,
      "profile_id": "rmp:3063248",
      "source_url": "https://www.ratemyprofessors.com/professor/3063248",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:25:31.593434+00:00",
      "courses": {
        "course_b5acb9d443607a19cb772ba8": {
          "review_count": 27,
          "quality": 3.3,
          "difficulty": 3.3,
          "quality_count": 27,
          "difficulty_count": 27
        }
      },
      "bayesian_quality": 3.4530577802325935,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/KRISTIN_BRANCH"
  },
  {
    "instructor_uid": "instructor_488c1ebe0a516c9ed60467e6",
    "source": "enrollment",
    "source_instructor_id": "arora",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Neeraj Arora",
    "email": "NEERAJ.ARORA@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/NEERAJ_ARORA"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:237:003164",
    "course_id": "MARKETNG 365",
    "course_uid": "course_17404a37438cdf1183c02f5d",
    "term_id": "1272",
    "source_course_id": "003164",
    "source_subject_id": "237",
    "title": "Contemporary Topics",
    "credits_min": 1,
    "credits_max": 3,
    "typically_offered": "Occasionally"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:237:003164.37",
    "course_id": "MARKETNG 365",
    "course_uid": "course_17404a37438cdf1183c02f5d",
    "term_id": "1272",
    "source_course_id": "003164.37",
    "source_subject_id": "237",
    "title": "Brand, Analytics & Tech",
    "credits_min": 1,
    "credits_max": 3,
    "typically_offered": "Occasionally"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:237:003164.38",
    "course_id": "MARKETNG 365",
    "course_uid": "course_17404a37438cdf1183c02f5d",
    "term_id": "1272",
    "source_course_id": "003164.38",
    "source_subject_id": "237",
    "title": "Global Immersion: Marketing",
    "credits_min": 1,
    "credits_max": 3,
    "typically_offered": "Occasionally"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:237:003164.40",
    "course_id": "MARKETNG 365",
    "course_uid": "course_17404a37438cdf1183c02f5d",
    "term_id": "1272",
    "source_course_id": "003164.40",
    "source_subject_id": "237",
    "title": "Generative AI for Marketing",
    "credits_min": 1,
    "credits_max": 3,
    "typically_offered": "Occasionally"
  }
]
```

### sections

```json
[
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    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:36304",
    "term_id": "1272",
    "source_section_id": "36304",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 50,
    "enrolled": 2,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:36428",
    "term_id": "1272",
    "source_section_id": "36428",
    "identity_basis": "class_number",
    "section_number": "002",
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    "instruction_mode": "Classroom Instruction",
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    "enrolled": 11,
    "waitlisted": 0,
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    "end_date": "2026-12-06 06:00:00+00:00"
  },
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:36681",
    "term_id": "1272",
    "source_section_id": "36681",
    "identity_basis": "class_number",
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    "start_date": "2026-10-19 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  }
]
```

### grade instructors

```json
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    "identity_status": "source_identified",
    "name": "VERDA BLYTHE",
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
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      "source_url": "https://www.ratemyprofessors.com/professor/1523459",
      "match_basis": "exact_name",
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      "courses": {
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    "instructor_url": "/instructors/VERDA_BLYTHE--instructor_04912086b8c09fdb4d26b027"
  },
  {
    "instructor_uid": "instructor_169ec7cc8ffc16329b4e85c0",
    "source": "madgrades",
    "source_instructor_id": "4183453",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "THOMAS OGUINN",
    "email": null,
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    "ratings": {
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      "profile_id": "rmp:943453",
      "source_url": "https://www.ratemyprofessors.com/professor/943453",
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      "courses": {},
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  },
  {
    "instructor_uid": "instructor_f0344a685da2935855709ad4",
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    "identity_status": "source_identified",
    "name": "JOHN M. MC KELLER",
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    "identity_status": "source_identified",
    "name": "ARIC RINDFLEISCH",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
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    "ratings": {
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      "profile_id": "rmp:620233",
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    "identity_status": "source_identified",
    "name": "PETER LUKSZYS",
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    "name": "TAI LIM",
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    "identity_status": "source_identified",
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### grades

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      "Alan Stoffer"
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  }
]
```

### statistics

#### gpa

3.601

#### graded

1963

#### counts

* 1016
* 517
* 329
* 38
* 55
* 4
* 4

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_17404a37438cdf1183c02f5d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_17404a37438cdf1183c02f5d-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_17404a37438cdf1183c02f5d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_17404a37438cdf1183c02f5d-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_17404a37438cdf1183c02f5d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_17404a37438cdf1183c02f5d-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_17404a37438cdf1183c02f5d-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_17404a37438cdf1183c02f5d-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## instructor Trends

```json
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    ]
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  {
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      },
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  {
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    "name": "JOHN M. MC KELLER",
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      }
    ]
  }
]
```

## following

None recorded.

## projection

### target

1272

### interval

#### lower

3.28

#### upper

4

#### coverage

80

#### terms

8

### gpa

3.8202644703327566

### grades

| grade | percentage         |
| ----- | ------------------ |
| A     | 74.63191162336446  |
| AB    | 20.274387496124024 |
| B     | 3.3109031018663693 |
| BC    | 1.0422939991138542 |
| C     | 0                  |
| D     | 0                  |
| F     | 0.7405037795312905 |

### source Terms

* 1252
* 1244
* 1242
* 1234
* 1224

### source Count

267

### same Season

false

### historical Range

* 3.768518518518518
* 3.911764705882353

### backtest

#### terms

8

#### gpa Error

0.21424722982231775

#### mix Error

26.95812183793714
