# EPD 654: Teaching in Science and Engineering | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/EPD_654)

## 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

46112436608afed22796ae2af7d0683da0de40528df94ecb7e6abdedec32ce8c

### course id

EPD 654

### course uid

course\_7efaeaa25303ae4e9def4e29

### catalog version id

b78a0fdd904e45c1ab3c162f4bf29a9b9eaccc2c04f28d2509fe0c55e9630c3f

### course number

654

### subjects

* EPD

### title

TEACHING IN SCIENCE AND ENGINEERING

### description

Introduction to teaching and learning in science and engineering at the college level. Includes exploration of the learning process, teaching methodology, assessment strategies, course design, teaching philosophies, and careers in education, science, and engineering.

### requirements text

Graduate/professional standing

### credits min

2

### credits max

3

### credit offering ids

* 1272:348:021324

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

6eb1d75187bf0eaa77b46e86f35bb9e0d1d001615eb1d688dfef1757c93b5be6

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

EPD 654 introduces teaching and learning in science and engineering at the college level, covering methodology, assessment, and course design.

### llm topics

* Learning process
* Teaching methodology
* Assessment strategies
* Course design
* Teaching philosophies
* Careers in education, science, and engineering

### llm skills

* Understanding the learning process
* Teaching methodology
* Assessment strategies
* Course design
* Teaching philosophies

### llm assumed background

None recorded.

### llm search phrases

* science teaching methods
* engineering education
* college level teaching
* course design STEM
* teaching philosophy

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

59c0a2cf1c6e7bcab23859eed830ce864eef1d9ef75da49de659f9b99e7b973f

#### course id

EPD 654

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_e1e6e1c4a1d8bd59c7ca238a",
    "message": "No course-specific reviews available",
    "name": "Mitchell Nathan",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "EPD 654",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 2,
            "source_course_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
            "source_record": {
              "entity_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1204",
            "type": "grade"
          },
          {
            "course_id": "EPD 654",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
            "source_record": {
              "entity_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          },
          {
            "course_id": "EPD 654",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 2,
            "source_course_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
            "source_record": {
              "entity_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2020: 4.00 GPA, 100.0% A/AB (n=13 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=8 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=13 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 — Spring 2020: 4.00 GPA, 100.0% A/AB (n=13 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=8 letter grades); Fall 2025: 3.98 GPA, 100.0% A/AB (n=33 letter grades).

```json
{
  "citations": [
    {
      "course_id": "EPD 654",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
      "course_id": "EPD 654",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "EPD 654",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
        "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

MITCHELL J NATHAN is recorded teaching in Fall 2006, Fall 2008, Fall 2013, Spring 2020, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "EPD 654",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
      "source_record": {
        "entity_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1072",
      "type": "grade"
    },
    {
      "course_id": "EPD 654",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
      "source_record": {
        "entity_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1092",
      "type": "grade"
    },
    {
      "course_id": "EPD 654",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
      "source_record": {
        "entity_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1142",
      "type": "grade"
    },
    {
      "course_id": "EPD 654",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
      "source_record": {
        "entity_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1204",
      "type": "grade"
    },
    {
      "course_id": "EPD 654",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
      "source_record": {
        "entity_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "EPD 654",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
      "source_record": {
        "entity_id": "57f200a9-ad1e-38a7-b43d-a7ab72ee1b74",
        "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": [],
    "condition": "Graduate/professional standing",
    "course": null,
    "evidence": "Graduate/professional standing",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

| instructor\_uid                      | source     | source\_instructor\_id | identity\_basis | identity\_status   | name            | email             | first\_observed\_at              | last\_observed\_at               | instructor\_url               |
| ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | --------------- | ----------------- | -------------------------------- | -------------------------------- | ----------------------------- |
| instructor\_e1e6e1c4a1d8bd59c7ca238a | enrollment | mnathan                | netid           | source\_identified | Mitchell Nathan | MNATHAN\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/MITCHELL\_NATHAN |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:348:021324",
    "course_id": "EPD 654",
    "course_uid": "course_7efaeaa25303ae4e9def4e29",
    "term_id": "1272",
    "source_course_id": "021324",
    "source_subject_id": "348",
    "title": "Teaching in Science and Engineering",
    "credits_min": 2,
    "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:1272:30481",
    "term_id": "1272",
    "source_section_id": "30481",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "SEM",
    "instruction_mode": "Classroom Instruction",
    "capacity": 20,
    "enrolled": 18,
    "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_4bf9288baaa9f0c0af68ee31",
    "source": "madgrades",
    "source_instructor_id": "3801098",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MITCHELL J NATHAN",
    "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": 3.885,
      "graded": 585,
      "counts": [
        481,
        80,
        21,
        2,
        0,
        1,
        0
      ],
      "sections": 126
    },
    "instructor_url": "/instructors/MITCHELL_J_NATHAN--instructor_4bf9288baaa9f0c0af68ee31"
  },
  {
    "instructor_uid": "instructor_59b1ce00e3a0478c4b718ee2",
    "source": "madgrades",
    "source_instructor_id": "913678",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CRAIG ANDERSON",
    "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": 3.612,
      "graded": 233,
      "counts": [
        118,
        75,
        27,
        8,
        1,
        4,
        0
      ],
      "sections": 5
    },
    "instructor_url": "/instructors/CRAIG_ANDERSON--instructor_59b1ce00e3a0478c4b718ee2"
  },
  {
    "instructor_uid": "instructor_6408e9a70de0b8041c4d413e",
    "source": "madgrades",
    "source_instructor_id": "256006",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "SANDRA COURTER",
    "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": 4,
      "graded": 14,
      "counts": [
        14,
        0,
        0,
        0,
        0,
        0,
        0
      ],
      "sections": 9
    },
    "instructor_url": "/instructors/SANDRA_COURTER--instructor_6408e9a70de0b8041c4d413e"
  },
  {
    "instructor_uid": "instructor_fea56ae0bd592e1ca34a682d",
    "source": "madgrades",
    "source_instructor_id": "1076688",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MICHEL WATTIAUX",
    "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": 3.478,
      "graded": 673,
      "counts": [
        343,
        115,
        123,
        51,
        29,
        12,
        0
      ],
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### grades

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    "run_id": "20260907T155543-ce3781c4",
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 654",
    "course_uid": "course_7efaeaa25303ae4e9def4e29",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "Rosemary Russ"
    ],
    "a": 7,
    "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": 8,
    "source_aliases": [
      "EPD 654"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 654",
    "course_uid": "course_7efaeaa25303ae4e9def4e29",
    "term_id": "1164",
    "term_name": "Spring 2016",
    "instructors": [
      "Nick Balster"
    ],
    "a": 0,
    "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": 0,
    "source_aliases": [
      "EPD 654"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 654",
    "course_uid": "course_7efaeaa25303ae4e9def4e29",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "Rosemary Russ"
    ],
    "a": 13,
    "ab": 0,
    "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": 14,
    "source_aliases": [
      "EPD 654"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 654",
    "course_uid": "course_7efaeaa25303ae4e9def4e29",
    "term_id": "1174",
    "term_name": "Spring 2017",
    "instructors": [
      "Nick Balster"
    ],
    "a": 0,
    "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": 0,
    "source_aliases": [
      "EPD 654"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 654",
    "course_uid": "course_7efaeaa25303ae4e9def4e29",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "Rosemary Russ"
    ],
    "a": 10,
    "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": 10,
    "source_aliases": [
      "EPD 654"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 654",
    "course_uid": "course_7efaeaa25303ae4e9def4e29",
    "term_id": "1184",
    "term_name": "Spring 2018",
    "instructors": [
      "Dante Fratta",
      "Nick Balster"
    ],
    "a": 9,
    "ab": 0,
    "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": 10,
    "source_aliases": [
      "EPD 654"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 654",
    "course_uid": "course_7efaeaa25303ae4e9def4e29",
    "term_id": "1194",
    "term_name": "Spring 2019",
    "instructors": [
      "Ankur Desai",
      "Rosemary Russ"
    ],
    "a": 14,
    "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": 14,
    "source_aliases": [
      "EPD 654"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 654",
    "course_uid": "course_7efaeaa25303ae4e9def4e29",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "Rosemary Russ"
    ],
    "a": 8,
    "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": 8,
    "source_aliases": [
      "EPD 654"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 654",
    "course_uid": "course_7efaeaa25303ae4e9def4e29",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "Mitchell Nathan"
    ],
    "a": 13,
    "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": 13,
    "source_aliases": [
      "EPD 654"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 654",
    "course_uid": "course_7efaeaa25303ae4e9def4e29",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Mitchell Nathan"
    ],
    "a": 8,
    "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": 8,
    "source_aliases": [
      "EPD 654"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 654",
    "course_uid": "course_7efaeaa25303ae4e9def4e29",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Mitchell Nathan",
      "Rosemary Russ"
    ],
    "a": 32,
    "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": 33,
    "source_aliases": [
      "EPD 654"
    ]
  }
]
```

### statistics

#### gpa

3.98

#### graded

172

#### counts

* 167
* 3
* 2
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_7efaeaa25303ae4e9def4e29-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_7efaeaa25303ae4e9def4e29-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_7efaeaa25303ae4e9def4e29-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_7efaeaa25303ae4e9def4e29-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_7efaeaa25303ae4e9def4e29-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_7efaeaa25303ae4e9def4e29-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_7efaeaa25303ae4e9def4e29-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_7efaeaa25303ae4e9def4e29-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.979651162790698

#### count

172

#### university

##### size

4742

##### gpa Percentile

92

##### count Percentile

50

##### median Count

173

##### 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 | 16    | false   |
| 2.8–3.2 | 380   | false   |
| 3.2–3.6 | 1428  | false   |
| 3.6–4.0 | 2918  | true    |

#### departments

```json
[
  {
    "subject": "EPD",
    "comparison": {
      "size": 24,
      "gpaPercentile": 87,
      "countPercentile": 70,
      "medianCount": 94.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 4,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 20,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1072

##### term

1072

##### gpa

4

##### count

8

##### departments

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

#### 1082

##### term

1082

##### gpa

3.9583333333333335

##### count

12

##### departments

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

#### 1092

##### term

1092

##### gpa

4

##### count

9

##### departments

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

#### 1102

##### term

1102

##### gpa

4

##### count

8

##### departments

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

#### 1144

##### term

1144

##### gpa

4

##### count

6

##### departments

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

#### 1154

##### term

1154

##### gpa

4

##### count

11

##### departments

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

#### 1162

##### term

1162

##### gpa

3.9375

##### count

8

##### departments

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

#### 1172

##### term

1172

##### gpa

3.9285714285714284

##### count

14

##### departments

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

#### 1182

##### term

1182

##### gpa

4

##### count

10

##### departments

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

#### 1184

##### term

1184

##### gpa

3.9

##### count

10

##### departments

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

#### 1194

##### term

1194

##### gpa

4

##### count

14

##### departments

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

#### 1202

##### term

1202

##### gpa

4

##### count

8

##### departments

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

#### 1204

##### term

1204

##### gpa

4

##### count

13

##### departments

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

#### 1252

##### term

1252

##### gpa

4

##### count

8

##### departments

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

#### 1262

##### term

1262

##### gpa

3.984848484848485

##### count

33

##### university

###### size

1320

###### gpa Percentile

93

###### count Percentile

7

###### 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

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

### benchmarks

#### all

##### school

###### size

4742

###### gpa

3.646348733768715

###### top Share

80.9821219642192

###### count

173

##### EPD

###### size

24

###### gpa

3.841042142649877

###### top Share

92.68027730182074

###### count

94.5

#### terms

##### 1072

###### school

###### size

723

###### gpa

3.344595727439471

###### top Share

62.012941427864526

###### count

67

##### 1082

###### school

###### size

723

###### gpa

3.3583896732335172

###### top Share

62.932746798940194

###### count

68

##### 1092

###### school

###### size

732

###### gpa

3.374660709520374

###### top Share

63.690339324346596

###### count

70

##### 1102

###### school

###### size

774

###### gpa

3.36712622366007

###### top Share

63.703228532165696

###### count

67

##### 1112

###### school

###### size

805

###### gpa

3.3737773184830386

###### top Share

63.91039244872789

###### count

66

##### 1122

###### school

###### size

804

###### gpa

3.3737149752667013

###### top Share

63.65118790117902

###### count

70

##### 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

##### 1144

###### school

###### size

878

###### gpa

3.4092443327803017

###### top Share

65.95978235963416

###### count

64

##### 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

##### 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

##### 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_726503f117115136d712fa3f",
    "name": "ROSEMARY RUSS",
    "count": 74,
    "terms": [
      {
        "term": "1162",
        "count": 8,
        "sections": 1,
        "gpa": 3.9375
      },
      {
        "term": "1172",
        "count": 14,
        "sections": 1,
        "gpa": 3.9285714285714284
      },
      {
        "term": "1182",
        "count": 10,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1194",
        "count": 14,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1202",
        "count": 8,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1262",
        "count": 20,
        "sections": 1,
        "gpa": 3.975
      }
    ]
  },
  {
    "uid": "instructor_4bf9288baaa9f0c0af68ee31",
    "name": "MITCHELL J NATHAN",
    "count": 43,
    "terms": [
      {
        "term": "1092",
        "count": 9,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1204",
        "count": 13,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1252",
        "count": 8,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1262",
        "count": 13,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_00a0c4fad8d00e06b2f21b4d",
    "name": "DANTE FRATTA",
    "count": 21,
    "terms": [
      {
        "term": "1154",
        "count": 11,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1184",
        "count": 10,
        "sections": 1,
        "gpa": 3.9
      }
    ]
  },
  {
    "uid": "instructor_5547e51dbd6971d1b1bf9f10",
    "name": "NICK BALSTER",
    "count": 20,
    "terms": [
      {
        "term": "1082",
        "count": 6,
        "sections": 1,
        "gpa": 3.9166666666666665
      },
      {
        "term": "1102",
        "count": 8,
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]
```

## following

None recorded.
