# EPD 619: Fostering and Leading Innovation | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/EPD_619)

## 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

678d0e6252cdc4f241c425bf8f666c4543113949fa3e660eb5ae4e8ac89a3f42

### course id

EPD 619

### course uid

course\_968fd651835e1f87bb819bc8

### catalog version id

119adf806ecc83aac2f59822aabc243cb76cdb2553e916d8d1902268a36b7ae2

### course number

619

### subjects

* EPD

### title

FOSTERING AND LEADING INNOVATION

### description

Learn to develop vision, culture, and practices that value and drive innovation within engineering and technical organizations. Grow your ability to build an enterprise that values, pursues, and delivers innovative technical services and products.

### requirements text

Graduate/professional standing. Not open to students with credit forE P D 708.

### credits min

3

### credits max

3

### credit offering ids

* 1272:348:025350

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

5e70d3acece8919d04ae7690a88e12d86e740436529fb88fadcd394d23a9c343

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

EPD 619 teaches fostering and leading innovation by developing vision and culture within engineering and technical organizations.

### llm topics

* Innovation vision and culture
* Engineering and technical organizations
* Innovative technical services and products

### llm skills

* Developing vision and culture for innovation
* Building enterprises for innovative technical services

### llm assumed background

None recorded.

### llm search phrases

* engineering innovation leadership
* technical organization culture
* enterprise innovation practices

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

f89e6b871dbf7253e72bbfc821c834e0e9f157ca330cb8a83cfee01fc2e5f690

#### course id

EPD 619

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_33a0859c7c571d8c94e6bf62",
    "message": "No course-specific reviews available",
    "name": "Dennis Smith",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "EPD 619",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
            "source_record": {
              "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1232",
            "type": "grade"
          },
          {
            "course_id": "EPD 619",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
            "source_record": {
              "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1242",
            "type": "grade"
          },
          {
            "course_id": "EPD 619",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
            "source_record": {
              "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2022: 4.00 GPA, 100.0% A/AB (n=26 letter grades); Fall 2023: 4.00 GPA, 100.0% A/AB (n=17 letter grades); Fall 2025: 3.84 GPA, 93.8% A/AB (n=16 letter grades). Includes jointly taught sections."
      }
    ]
  },
  {
    "instructor_uid": "instructor_ea97961aff953241f91348a8",
    "message": "No course-specific reviews available",
    "name": "Travis Aion",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "EPD 619",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
            "source_record": {
              "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          },
          {
            "course_id": "EPD 619",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
            "source_record": {
              "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2024: 3.87 GPA, 94.7% A/AB (n=19 letter grades); Fall 2025: 3.84 GPA, 93.8% A/AB (n=16 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: 4.00 GPA, 100.0% A/AB (n=17 letter grades); Fall 2024: 3.87 GPA, 94.7% A/AB (n=19 letter grades); Fall 2025: 3.84 GPA, 93.8% A/AB (n=16 letter grades).

```json
{
  "citations": [
    {
      "course_id": "EPD 619",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "EPD 619",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "EPD 619",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
        "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

DENNIS SMITH is recorded teaching in Fall 2021, Fall 2022, Fall 2023, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "EPD 619",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
      "source_record": {
        "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "EPD 619",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
      "source_record": {
        "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "EPD 619",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
      "source_record": {
        "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "EPD 619",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
      "source_record": {
        "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

TRAVIS AION is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "EPD 619",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
      "source_record": {
        "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "EPD 619",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
      "source_record": {
        "entity_id": "a300b427-cf73-308c-afb9-75a56e315ed8",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [
      "n1",
      "n2"
    ],
    "condition": null,
    "course": null,
    "evidence": "Graduate/professional standing. Not open to students with credit forE P D 708.",
    "id": "root",
    "kind": "all"
  },
  {
    "children": [],
    "condition": "Graduate/professional standing.",
    "course": null,
    "evidence": "Graduate/professional standing.",
    "id": "n1",
    "kind": "condition"
  },
  {
    "children": [
      "n3"
    ],
    "condition": null,
    "course": null,
    "evidence": "Not open to students with credit forE P D 708.",
    "id": "n2",
    "kind": "not"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 708,
      "minimum_grade": null,
      "subjects": [
        "EPD"
      ],
      "timing": "prior"
    },
    "evidence": "credit forE P D 708.",
    "id": "n3",
    "kind": "course"
  }
]
```

#### notes

None recorded.

#### root

root

#### status

parsed

### instructors

| instructor\_uid                      | source     | source\_instructor\_id | identity\_basis | identity\_status   | name         | email              | first\_observed\_at              | last\_observed\_at               | instructor\_url            |
| ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ------------ | ------------------ | -------------------------------- | -------------------------------- | -------------------------- |
| instructor\_33a0859c7c571d8c94e6bf62 | enrollment | dsmith69               | netid           | source\_identified | Dennis Smith | DSMITH69\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/DENNIS\_SMITH |
| instructor\_ea97961aff953241f91348a8 | enrollment | aion                   | netid           | source\_identified | Travis Aion  | AION\@WISC.EDU     | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/TRAVIS\_AION  |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:348:025350",
    "course_id": "EPD 619",
    "course_uid": "course_968fd651835e1f87bb819bc8",
    "term_id": "1272",
    "source_course_id": "025350",
    "source_subject_id": "348",
    "title": "Fostering and Leading Innovation",
    "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:1272:20570",
    "term_id": "1272",
    "source_section_id": "20570",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Online Only",
    "capacity": 22,
    "enrolled": 10,
    "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_f6bd67a845cf57dd62260cf2",
    "source": "madgrades",
    "source_instructor_id": "596560",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "PHILIP GREENWOOD",
    "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": 8,
      "quality": 4,
      "difficulty": 2.75,
      "quality_count": 8,
      "difficulty_count": 8,
      "profile_id": "rmp:1098039",
      "source_url": "https://www.ratemyprofessors.com/professor/1098039",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:11:53.394829+00:00",
      "courses": {
        "course_711e0eb5a0b86ceeefd6dd86": {
          "review_count": 3,
          "quality": 4,
          "difficulty": 2,
          "quality_count": 3,
          "difficulty_count": 3
        },
        "course_603c6927e30b4643e964b920": {
          "review_count": 4,
          "quality": 3.75,
          "difficulty": 3.5,
          "quality_count": 4,
          "difficulty_count": 4
        },
        "course_ba431ca9abcfcac1bac9b4e0": {
          "review_count": 1,
          "quality": 5,
          "difficulty": 2,
          "quality_count": 1,
          "difficulty_count": 1
        }
      },
      "bayesian_quality": 3.756918416818997,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.813,
      "graded": 3778,
      "counts": [
        2591,
        1018,
        139,
        18,
        8,
        1,
        3
      ],
      "sections": 114
    },
    "instructor_url": "/instructors/PHILIP_GREENWOOD--instructor_f6bd67a845cf57dd62260cf2"
  },
  {
    "instructor_uid": "instructor_2f7fe8a2cf1f176a23a60b88",
    "source": "madgrades",
    "source_instructor_id": "6242097",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "THOMAS HEFFNER",
    "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": 3.979,
      "graded": 71,
      "counts": [
        69,
        1,
        1,
        0,
        0,
        0,
        0
      ],
      "sections": 3
    },
    "instructor_url": "/instructors/THOMAS_HEFFNER"
  },
  {
    "instructor_uid": "instructor_2e1b2cfc9f6a96278985ac9c",
    "source": "madgrades",
    "source_instructor_id": "6317086",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DENNIS SMITH",
    "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": 3.952,
      "graded": 83,
      "counts": [
        77,
        4,
        2,
        0,
        0,
        0,
        0
      ],
      "sections": 4
    },
    "instructor_url": "/instructors/DENNIS_SMITH--instructor_2e1b2cfc9f6a96278985ac9c"
  },
  {
    "instructor_uid": "instructor_f744d3c59b049c1e324844b9",
    "source": "madgrades",
    "source_instructor_id": "6306740",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HEATHER SMITH",
    "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": 3.829,
      "graded": 659,
      "counts": [
        494,
        127,
        29,
        4,
        3,
        0,
        2
      ],
      "sections": 37
    },
    "instructor_url": "/instructors/HEATHER_SMITH--instructor_f744d3c59b049c1e324844b9"
  },
  {
    "instructor_uid": "instructor_fa2e6cdf40e05b0999ce1c5d",
    "source": "madgrades",
    "source_instructor_id": "6687322",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "TRAVIS AION",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.857,
      "graded": 35,
      "counts": [
        27,
        6,
        2,
        0,
        0,
        0,
        0
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/TRAVIS_AION--instructor_fa2e6cdf40e05b0999ce1c5d"
  },
  {
    "instructor_uid": "instructor_33a0859c7c571d8c94e6bf62",
    "source": "enrollment",
    "source_instructor_id": "dsmith69",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Dennis Smith",
    "email": "DSMITH69@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/DENNIS_SMITH"
  },
  {
    "instructor_uid": "instructor_ea97961aff953241f91348a8",
    "source": "enrollment",
    "source_instructor_id": "aion",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Travis Aion",
    "email": "AION@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/TRAVIS_AION"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 619",
    "course_uid": "course_968fd651835e1f87bb819bc8",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "PHILIP GREENWOOD"
    ],
    "a": 29,
    "ab": 1,
    "b": 0,
    "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": 30,
    "source_aliases": [
      "EPD 619"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 619",
    "course_uid": "course_968fd651835e1f87bb819bc8",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "THOMAS HEFFNER"
    ],
    "a": 21,
    "ab": 0,
    "b": 0,
    "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": [
      "EPD 619"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 619",
    "course_uid": "course_968fd651835e1f87bb819bc8",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Dennis Smith",
      "THOMAS HEFFNER"
    ],
    "a": 22,
    "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": 24,
    "source_aliases": [
      "EPD 619"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 619",
    "course_uid": "course_968fd651835e1f87bb819bc8",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "Dennis Smith",
      "THOMAS HEFFNER"
    ],
    "a": 26,
    "ab": 0,
    "b": 0,
    "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": 26,
    "source_aliases": [
      "EPD 619"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 619",
    "course_uid": "course_968fd651835e1f87bb819bc8",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Dennis Smith",
      "Heather Smith"
    ],
    "a": 17,
    "ab": 0,
    "b": 0,
    "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": 17,
    "source_aliases": [
      "EPD 619"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 619",
    "course_uid": "course_968fd651835e1f87bb819bc8",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Heather Smith",
      "Travis Aion"
    ],
    "a": 15,
    "ab": 3,
    "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": 19,
    "source_aliases": [
      "EPD 619"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 619",
    "course_uid": "course_968fd651835e1f87bb819bc8",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Dennis Smith",
      "Heather Smith",
      "Travis Aion"
    ],
    "a": 12,
    "ab": 3,
    "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": 16,
    "source_aliases": [
      "EPD 619"
    ]
  }
]
```

### statistics

#### gpa

3.954

#### graded

153

#### counts

* 142
* 8
* 3
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_968fd651835e1f87bb819bc8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_968fd651835e1f87bb819bc8-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_968fd651835e1f87bb819bc8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_968fd651835e1f87bb819bc8-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_968fd651835e1f87bb819bc8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_968fd651835e1f87bb819bc8-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_968fd651835e1f87bb819bc8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_968fd651835e1f87bb819bc8-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.954248366013072

#### count

153

#### university

##### size

3220

##### gpa Percentile

84

##### count Percentile

55

##### median Count

131

##### 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 | 7     | false   |
| 2.8–3.2 | 192   | false   |
| 3.2–3.6 | 812   | false   |
| 3.6–4.0 | 2209  | true    |

#### departments

```json
[
  {
    "subject": "EPD",
    "comparison": {
      "size": 24,
      "gpaPercentile": 91,
      "countPercentile": 91,
      "medianCount": 52,
      "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": 22,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1202

##### term

1202

##### gpa

3.9833333333333334

##### count

30

##### university

###### size

1102

###### gpa Percentile

95

###### count Percentile

0

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

##### departments

| subject | comparison |
| ------- | ---------- |
| EPD     |            |

#### 1212

##### term

1212

##### gpa

4

##### count

21

##### departments

| subject | comparison |
| ------- | ---------- |
| EPD     |            |

#### 1222

##### term

1222

##### gpa

3.9375

##### count

24

##### departments

| subject | comparison |
| ------- | ---------- |
| EPD     |            |

#### 1232

##### term

1232

##### gpa

4

##### count

26

##### departments

| subject | comparison |
| ------- | ---------- |
| EPD     |            |

#### 1242

##### term

1242

##### gpa

4

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| EPD     |            |

#### 1252

##### term

1252

##### gpa

3.8684210526315788

##### count

19

##### departments

| subject | comparison |
| ------- | ---------- |
| EPD     |            |

#### 1262

##### term

1262

##### gpa

3.84375

##### count

16

##### departments

| subject | comparison |
| ------- | ---------- |
| EPD     |            |

### benchmarks

#### all

##### school

###### size

3220

###### gpa

3.6887830382500986

###### top Share

83.75346055650121

###### count

131

##### EPD

###### size

24

###### gpa

3.8068325390592914

###### top Share

93.03018905251999

###### count

52

#### terms

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

##### 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

##### 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

## instructor Trends

```json
[
  {
    "uid": "instructor_2e1b2cfc9f6a96278985ac9c",
    "name": "DENNIS SMITH",
    "count": 83,
    "terms": [
      {
        "term": "1222",
        "count": 24,
        "sections": 1,
        "gpa": 3.9375
      },
      {
        "term": "1232",
        "count": 26,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1242",
        "count": 17,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1262",
        "count": 16,
        "sections": 1,
        "gpa": 3.84375
      }
    ]
  },
  {
    "uid": "instructor_2f7fe8a2cf1f176a23a60b88",
    "name": "THOMAS HEFFNER",
    "count": 71,
    "terms": [
      {
        "term": "1212",
        "count": 21,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1222",
        "count": 24,
        "sections": 1,
        "gpa": 3.9375
      },
      {
        "term": "1232",
        "count": 26,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_f744d3c59b049c1e324844b9",
    "name": "HEATHER SMITH",
    "count": 52,
    "terms": [
      {
        "term": "1242",
        "count": 17,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1252",
        "count": 19,
        "sections": 1,
        "gpa": 3.8684210526315788
      },
      {
        "term": "1262",
        "count": 16,
        "sections": 1,
        "gpa": 3.84375
      }
    ]
  },
  {
    "uid": "instructor_fa2e6cdf40e05b0999ce1c5d",
    "name": "TRAVIS AION",
    "count": 35,
    "terms": [
      {
        "term": "1252",
        "count": 19,
        "sections": 1,
        "gpa": 3.8684210526315788
      },
      {
        "term": "1262",
        "count": 16,
        "sections": 1,
        "gpa": 3.84375
      }
    ]
  },
  {
    "uid": "instructor_f6bd67a845cf57dd62260cf2",
    "name": "PHILIP GREENWOOD",
    "count": 30,
    "terms": [
      {
        "term": "1202",
        "count": 30,
        "sections": 1,
        "gpa": 3.9833333333333334
      }
    ]
  }
]
```

## following

None recorded.
