# EPD 611: Engineering Economics and Management | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/EPD_611)

## 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

ac79104b258406f8e34d8efbb2d50fce00e2ece718d5ff163bde0effd39559e7

### course id

EPD 611

### course uid

course\_d7a39ce58e04e86c77a87942

### catalog version id

9851cdc0431da903ce1d5acb3dbbd2e377cd13438d92de068ef730fe6ca923e6

### course number

611

### subjects

* EPD

### title

ENGINEERING ECONOMICS AND MANAGEMENT

### description

Addresses principles and practices of interpreting financial information and performing engineering-related economic analyses. Focuses on the practical use of economic information for decision-making.

### requirements text

Graduate/professional standing or declared in Capstone Certificate in Applied Engineering Management

### credits min

3

### credits max

3

### credit offering ids

* 1272:348:021379

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

220e086e6d5dd81b7bf9dfff844e48edfa76ea256fff4fb60325a3a5bb451340

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

EPD 611 teaches principles of interpreting financial information and performing engineering economic analyses for decision-making.

### llm topics

* Interpreting financial information
* Engineering economic analyses

### llm skills

* Perform engineering-related economic analyses
* Use economic information for decision-making

### llm assumed background

None recorded.

### llm search phrases

* engineering economics
* financial analysis engineering
* economic decision making
* engineering management graduate

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

8ef9dc40773d25f28be4c29156c79f04e59b5b4068006d1e31d446a4ddf70505

#### course id

EPD 611

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_fa8b4e0ed9b84afe048b622a",
    "message": "No course-specific reviews available",
    "name": "Raj Kamal",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "EPD 611",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
            "source_record": {
              "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          },
          {
            "course_id": "EPD 611",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
            "source_record": {
              "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          },
          {
            "course_id": "EPD 611",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 2,
            "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
            "source_record": {
              "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          },
          {
            "course_id": "EPD 611",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
            "source_record": {
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              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1264",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2025: 3.70 GPA, 91.3% A/AB (n=23 letter grades); Fall 2025: 3.48 GPA, 72.7% A/AB (n=22 letter grades); Spring 2026: 3.50 GPA, 70.6% A/AB (n=17 letter grades). Includes jointly taught sections."
      }
    ]
  },
  {
    "instructor_uid": "instructor_6645318f3a3fabfb82912aa8",
    "message": "No course-specific reviews available",
    "name": "Victoria Palmisano",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
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            "section_number": 1,
            "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
            "source_record": {
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              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          },
          {
            "course_id": "EPD 611",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
            "source_record": {
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              "file": "tables/observations.parquet",
              "kind": "grades",
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            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          },
          {
            "course_id": "EPD 611",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 2,
            "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
            "source_record": {
              "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          },
          {
            "course_id": "EPD 611",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
            "source_record": {
              "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1264",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2025: 3.70 GPA, 91.3% A/AB (n=23 letter grades); Fall 2025: 3.48 GPA, 72.7% A/AB (n=22 letter grades); Spring 2026: 3.50 GPA, 70.6% A/AB (n=17 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 — Spring 2025: 3.70 GPA, 91.3% A/AB (n=23 letter grades); Fall 2025: 3.48 GPA, 72.7% A/AB (n=22 letter grades); Spring 2026: 3.50 GPA, 70.6% A/AB (n=17 letter grades).

```json
{
  "citations": [
    {
      "course_id": "EPD 611",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "EPD 611",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "EPD 611",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

RAJ KAMAL is recorded teaching in Fall 2020, Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "EPD 611",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
      "source_record": {
        "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1212",
      "type": "grade"
    },
    {
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      "section_number": 1,
      "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
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        "file": "tables/observations.parquet",
        "kind": "grades",
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      },
      "table": "section_grades_latest",
      "term_id": "1222",
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      "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
      "source_record": {
        "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "EPD 611",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
      "source_record": {
        "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

VICTORIA PALMISANO is recorded teaching in Fall 2021, Spring 2022, Fall 2023, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "EPD 611",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
      "source_record": {
        "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "EPD 611",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
      "source_record": {
        "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1224",
      "type": "grade"
    },
    {
      "course_id": "EPD 611",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
      "source_record": {
        "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "EPD 611",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
      "source_record": {
        "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "EPD 611",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
    },
    {
      "course_id": "EPD 611",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
      "source_record": {
        "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "EPD 611",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 2,
      "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
      "source_record": {
        "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "EPD 611",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
      "source_record": {
        "entity_id": "c4cdfdbc-53f4-37f7-be42-cc146fac5731",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1264",
      "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 or declared in Capstone Certificate in Applied Engineering Management",
    "id": "n0",
    "kind": "any"
  },
  {
    "children": [],
    "condition": "Graduate/professional standing",
    "course": null,
    "evidence": "Graduate/professional standing",
    "id": "n1",
    "kind": "condition"
  },
  {
    "children": [],
    "condition": "declared in Capstone Certificate in Applied Engineering Management",
    "course": null,
    "evidence": "declared in Capstone Certificate in Applied Engineering Management",
    "id": "n2",
    "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\_fa8b4e0ed9b84afe048b622a | enrollment | rkamal3                | netid           | source\_identified | Raj Kamal          | RKAMAL3\@WISC.EDU    | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/RAJ\_KAMAL          |
| instructor\_6645318f3a3fabfb82912aa8 | enrollment | vpalmisano             | netid           | source\_identified | Victoria Palmisano | VPALMISANO\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/VICTORIA\_PALMISANO |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:348:021379",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1272",
    "source_course_id": "021379",
    "source_subject_id": "348",
    "title": "Engineering Economics and Management",
    "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:1272:18629",
    "term_id": "1272",
    "source_section_id": "18629",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Online Only",
    "capacity": 15,
    "enrolled": 12,
    "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:1272:33726",
    "term_id": "1272",
    "source_section_id": "33726",
    "identity_basis": "class_number",
    "section_number": "002",
    "section_type": "LEC",
    "instruction_mode": "Online Only",
    "capacity": 15,
    "enrolled": 0,
    "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_acdd34a4552d3389a45ccf84",
    "source": "madgrades",
    "source_instructor_id": "3044706",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DARRYL CRAIG",
    "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": 3.918,
      "graded": 147,
      "counts": [
        124,
        22,
        1,
        0,
        0,
        0,
        0
      ],
      "sections": 5
    },
    "instructor_url": "/instructors/DARRYL_CRAIG--instructor_acdd34a4552d3389a45ccf84"
  },
  {
    "instructor_uid": "instructor_19618d34fecf1092d2476eb7",
    "source": "madgrades",
    "source_instructor_id": "2804845",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "CHARLES KRUEGER",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.65,
      "graded": 277,
      "counts": [
        141,
        86,
        48,
        0,
        1,
        0,
        1
      ],
      "sections": 11
    },
    "instructor_url": "/instructors/CHARLES_KRUEGER"
  },
  {
    "instructor_uid": "instructor_3632d252a72de3e7ee15b9d8",
    "source": "madgrades",
    "source_instructor_id": "6316321",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "RAJ KAMAL",
    "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": 3.746,
      "graded": 437,
      "counts": [
        273,
        118,
        38,
        6,
        1,
        1,
        0
      ],
      "sections": 21
    },
    "instructor_url": "/instructors/RAJ_KAMAL--instructor_3632d252a72de3e7ee15b9d8"
  },
  {
    "instructor_uid": "instructor_242d70c6d23cea75d49ed063",
    "source": "madgrades",
    "source_instructor_id": "6321747",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "VICTORIA PALMISANO",
    "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": 3.611,
      "graded": 166,
      "counts": [
        74,
        62,
        24,
        5,
        1,
        0,
        0
      ],
      "sections": 8
    },
    "instructor_url": "/instructors/VICTORIA_PALMISANO--instructor_242d70c6d23cea75d49ed063"
  },
  {
    "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_6645318f3a3fabfb82912aa8",
    "source": "enrollment",
    "source_instructor_id": "vpalmisano",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Victoria Palmisano",
    "email": "VPALMISANO@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/VICTORIA_PALMISANO"
  },
  {
    "instructor_uid": "instructor_fa8b4e0ed9b84afe048b622a",
    "source": "enrollment",
    "source_instructor_id": "rkamal3",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Raj Kamal",
    "email": "RKAMAL3@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/RAJ_KAMAL"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1072",
    "term_name": "Fall 2006",
    "instructors": [
      "DARRYL CRAIG"
    ],
    "a": 23,
    "ab": 4,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 28,
    "source_aliases": [
      "EPD 611"
    ]
  },
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    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1082",
    "term_name": "Fall 2007",
    "instructors": [
      "DARRYL CRAIG"
    ],
    "a": 30,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
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    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 30,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1092",
    "term_name": "Fall 2008",
    "instructors": [
      "DARRYL CRAIG"
    ],
    "a": 25,
    "ab": 5,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
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    "total": 30,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1102",
    "term_name": "Fall 2009",
    "instructors": [
      "DARRYL CRAIG"
    ],
    "a": 22,
    "ab": 7,
    "b": 0,
    "bc": 0,
    "c": 0,
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    "total": 29,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1112",
    "term_name": "Fall 2010",
    "instructors": [
      "DARRYL CRAIG"
    ],
    "a": 24,
    "ab": 6,
    "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,
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    "total": 30,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1122",
    "term_name": "Fall 2011",
    "instructors": [
      "CHARLES KRUEGER"
    ],
    "a": 13,
    "ab": 8,
    "b": 8,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
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    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 29,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1132",
    "term_name": "Fall 2012",
    "instructors": [
      "CHARLES KRUEGER"
    ],
    "a": 13,
    "ab": 8,
    "b": 8,
    "bc": 0,
    "c": 0,
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    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 29,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1142",
    "term_name": "Fall 2013",
    "instructors": [
      "CHARLES KRUEGER"
    ],
    "a": 17,
    "ab": 6,
    "b": 9,
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    "c": 0,
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    "other": 0,
    "total": 32,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1152",
    "term_name": "Fall 2014",
    "instructors": [
      "CHARLES KRUEGER"
    ],
    "a": 12,
    "ab": 11,
    "b": 6,
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    "c": 0,
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    "other": 0,
    "total": 29,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "CHARLES KRUEGER"
    ],
    "a": 13,
    "ab": 10,
    "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 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "CHARLES KRUEGER"
    ],
    "a": 20,
    "ab": 19,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 42,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1184",
    "term_name": "Spring 2018",
    "instructors": [
      "CHARLES KRUEGER"
    ],
    "a": 9,
    "ab": 4,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 16,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "CHARLES KRUEGER"
    ],
    "a": 16,
    "ab": 9,
    "b": 4,
    "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": 29,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1194",
    "term_name": "Spring 2019",
    "instructors": [
      "CHARLES KRUEGER"
    ],
    "a": 9,
    "ab": 4,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "CHARLES KRUEGER"
    ],
    "a": 4,
    "ab": 4,
    "b": 2,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 1,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 11,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "CHARLES KRUEGER"
    ],
    "a": 15,
    "ab": 3,
    "b": 1,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 20,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "Raj Kamal"
    ],
    "a": 28,
    "ab": 9,
    "b": 4,
    "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": 41,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Raj Kamal",
      "Victoria Palmisano"
    ],
    "a": 22,
    "ab": 8,
    "b": 0,
    "bc": 0,
    "c": 1,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 1,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 32,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "Raj Kamal",
      "Victoria Palmisano"
    ],
    "a": 16,
    "ab": 4,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 21,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "Raj Kamal"
    ],
    "a": 24,
    "ab": 0,
    "b": 2,
    "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 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Raj Kamal"
    ],
    "a": 17,
    "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": 18,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Heather Smith",
      "Raj Kamal",
      "Victoria Palmisano"
    ],
    "a": 5,
    "ab": 18,
    "b": 9,
    "bc": 3,
    "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": 35,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "Heather Smith",
      "Raj Kamal"
    ],
    "a": 16,
    "ab": 8,
    "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": 1,
    "not_reported": 0,
    "other": 0,
    "total": 25,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Raj Kamal",
      "Victoria Palmisano"
    ],
    "a": 8,
    "ab": 6,
    "b": 3,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Raj Kamal",
      "Victoria Palmisano"
    ],
    "a": 11,
    "ab": 10,
    "b": 2,
    "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": 23,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Raj Kamal",
      "Victoria Palmisano"
    ],
    "a": 6,
    "ab": 10,
    "b": 5,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 22,
    "source_aliases": [
      "EPD 611"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 611",
    "course_uid": "course_d7a39ce58e04e86c77a87942",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Raj Kamal",
      "Victoria Palmisano"
    ],
    "a": 6,
    "ab": 6,
    "b": 4,
    "bc": 1,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "EPD 611"
    ]
  }
]
```

### statistics

#### gpa

3.73

#### graded

699

#### counts

* 424
* 188
* 79
* 5
* 2
* 0
* 1

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_d7a39ce58e04e86c77a87942-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_d7a39ce58e04e86c77a87942-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_d7a39ce58e04e86c77a87942-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_d7a39ce58e04e86c77a87942-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_d7a39ce58e04e86c77a87942-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_d7a39ce58e04e86c77a87942-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_d7a39ce58e04e86c77a87942-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_d7a39ce58e04e86c77a87942-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.7303290414878396

#### count

699

#### university

##### size

5485

##### gpa Percentile

48

##### count Percentile

80

##### median Count

193

##### 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 | 10    | false   |
| 2.8–3.2 | 326   | false   |
| 3.2–3.6 | 1444  | false   |
| 3.6–4.0 | 3705  | true    |

#### departments

```json
[
  {
    "subject": "EPD",
    "comparison": {
      "size": 37,
      "gpaPercentile": 25,
      "countPercentile": 100,
      "medianCount": 115,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 5,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 32,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1072

##### term

1072

##### gpa

3.892857142857143

##### count

28

##### departments

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

#### 1082

##### term

1082

##### gpa

4

##### count

30

##### university

###### size

723

###### gpa Percentile

96

###### 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 | 51    | false   |
| 2.8–3.2 | 202   | false   |
| 3.2–3.6 | 265   | false   |
| 3.6–4.0 | 204   | true    |

##### departments

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

#### 1092

##### term

1092

##### gpa

3.9166666666666665

##### count

30

##### university

###### size

732

###### gpa Percentile

90

###### count Percentile

0

###### 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 | 41    | false   |
| 2.8–3.2 | 208   | false   |
| 3.2–3.6 | 271   | false   |
| 3.6–4.0 | 211   | true    |

##### departments

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

#### 1102

##### term

1102

##### gpa

3.8793103448275863

##### count

29

##### departments

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

#### 1112

##### term

1112

##### gpa

3.9

##### count

30

##### university

###### size

805

###### gpa Percentile

91

###### count Percentile

0

###### median Count

66

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 45    | false   |
| 2.8–3.2 | 218   | false   |
| 3.2–3.6 | 316   | false   |
| 3.6–4.0 | 225   | true    |

##### departments

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

#### 1122

##### term

1122

##### gpa

3.586206896551724

##### count

29

##### departments

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

#### 1132

##### term

1132

##### gpa

3.586206896551724

##### count

29

##### departments

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

#### 1142

##### term

1142

##### gpa

3.625

##### count

32

##### university

###### size

853

###### gpa Percentile

70

###### count Percentile

3

###### median Count

67

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 4     | false   |
| 2.4–2.8 | 33    | false   |
| 2.8–3.2 | 228   | false   |
| 3.2–3.6 | 320   | false   |
| 3.6–4.0 | 268   | true    |

##### departments

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

#### 1152

##### term

1152

##### gpa

3.603448275862069

##### count

29

##### departments

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

#### 1162

##### term

1162

##### gpa

3.75

##### count

24

##### departments

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

#### 1182

##### term

1182

##### gpa

3.7023809523809526

##### count

42

##### university

###### size

1025

###### gpa Percentile

69

###### count Percentile

22

###### median Count

69

###### histogram

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

##### departments

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

#### 1184

##### term

1184

##### gpa

3.6875

##### count

16

##### departments

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

#### 1192

##### term

1192

##### gpa

3.706896551724138

##### count

29

##### departments

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

#### 1194

##### term

1194

##### gpa

3.6875

##### count

16

##### departments

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

#### 1202

##### term

1202

##### gpa

3.272727272727273

##### count

11

##### departments

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

#### 1204

##### term

1204

##### gpa

3.775

##### count

20

##### departments

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

#### 1212

##### term

1212

##### gpa

3.792682926829268

##### count

41

##### university

###### size

1111

###### gpa Percentile

68

###### count Percentile

22

###### median Count

68

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 4     | false   |
| 2.8–3.2 | 159   | false   |
| 3.2–3.6 | 337   | false   |
| 3.6–4.0 | 611   | true    |

##### departments

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

#### 1222

##### term

1222

##### gpa

3.806451612903226

##### count

31

##### university

###### size

1157

###### gpa Percentile

72

###### count Percentile

3

###### median Count

64

###### histogram

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

##### departments

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

#### 1224

##### term

1224

##### gpa

3.857142857142857

##### count

21

##### departments

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

#### 1232

##### term

1232

##### gpa

3.923076923076923

##### count

26

##### departments

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

#### 1234

##### term

1234

##### gpa

3.9722222222222223

##### count

18

##### departments

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

#### 1242

##### term

1242

##### gpa

3.357142857142857

##### count

35

##### university

###### size

1295

###### gpa Percentile

24

###### count Percentile

13

###### median Count

67

###### histogram

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

##### departments

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

#### 1244

##### term

1244

##### gpa

3.8333333333333335

##### count

24

##### departments

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

#### 1252

##### term

1252

##### gpa

3.6470588235294117

##### count

17

##### departments

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

#### 1254

##### term

1254

##### gpa

3.6956521739130435

##### count

23

##### departments

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

#### 1262

##### term

1262

##### gpa

3.477272727272727

##### count

22

##### departments

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

#### 1264

##### term

1264

##### gpa

3.5

##### count

17

##### departments

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

### benchmarks

#### all

##### school

###### size

5485

###### gpa

3.6831572171463023

###### top Share

83.26670321524685

###### count

193

##### EPD

###### size

37

###### gpa

3.806661856546947

###### top Share

91.94534193596105

###### count

115

#### 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

##### 1152

###### school

###### size

918

###### gpa

3.408733538594633

###### top Share

66.06693005846735

###### count

65

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

##### 1184

###### school

###### size

1010

###### gpa

3.47925290354517

###### top Share

70.86270937115944

###### count

68

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

##### 1244

###### school

###### size

1241

###### gpa

3.5975573126929192

###### top Share

78.29036874847135

###### count

65

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

## instructor Trends

```json
[
  {
    "uid": "instructor_19618d34fecf1092d2476eb7",
    "name": "CHARLES KRUEGER",
    "count": 277,
    "terms": [
      {
        "term": "1122",
        "count": 29,
        "sections": 1,
        "gpa": 3.586206896551724
      },
      {
        "term": "1132",
        "count": 29,
        "sections": 1,
        "gpa": 3.586206896551724
      },
      {
        "term": "1142",
        "count": 32,
        "sections": 1,
        "gpa": 3.625
      },
      {
        "term": "1152",
        "count": 29,
        "sections": 1,
        "gpa": 3.603448275862069
      },
      {
        "term": "1162",
        "count": 24,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1182",
        "count": 42,
        "sections": 1,
        "gpa": 3.7023809523809526
      },
      {
        "term": "1184",
        "count": 16,
        "sections": 1,
        "gpa": 3.6875
      },
      {
        "term": "1192",
        "count": 29,
        "sections": 1,
        "gpa": 3.706896551724138
      },
      {
        "term": "1194",
        "count": 16,
        "sections": 1,
        "gpa": 3.6875
      },
      {
        "term": "1202",
        "count": 11,
        "sections": 1,
        "gpa": 3.272727272727273
      },
      {
        "term": "1204",
        "count": 20,
        "sections": 1,
        "gpa": 3.775
      }
    ]
  },
  {
    "uid": "instructor_3632d252a72de3e7ee15b9d8",
    "name": "RAJ KAMAL",
    "count": 275,
    "terms": [
      {
        "term": "1212",
        "count": 41,
        "sections": 1,
        "gpa": 3.792682926829268
      },
      {
        "term": "1222",
        "count": 31,
        "sections": 1,
        "gpa": 3.806451612903226
      },
      {
        "term": "1224",
        "count": 21,
        "sections": 1,
        "gpa": 3.857142857142857
      },
      {
        "term": "1232",
        "count": 26,
        "sections": 1,
        "gpa": 3.923076923076923
      },
      {
        "term": "1234",
        "count": 18,
        "sections": 1,
        "gpa": 3.9722222222222223
      },
      {
        "term": "1242",
        "count": 35,
        "sections": 1,
        "gpa": 3.357142857142857
      },
      {
        "term": "1244",
        "count": 24,
        "sections": 1,
        "gpa": 3.8333333333333335
      },
      {
        "term": "1252",
        "count": 17,
        "sections": 1,
        "gpa": 3.6470588235294117
      },
      {
        "term": "1254",
        "count": 23,
        "sections": 1,
        "gpa": 3.6956521739130435
      },
      {
        "term": "1262",
        "count": 22,
        "sections": 2,
        "gpa": 3.477272727272727
      },
      {
        "term": "1264",
        "count": 17,
        "sections": 1,
        "gpa": 3.5
      }
    ]
  },
  {
    "uid": "instructor_242d70c6d23cea75d49ed063",
    "name": "VICTORIA PALMISANO",
    "count": 166,
    "terms": [
      {
        "term": "1222",
        "count": 31,
        "sections": 1,
        "gpa": 3.806451612903226
      },
      {
        "term": "1224",
        "count": 21,
        "sections": 1,
        "gpa": 3.857142857142857
      },
      {
        "term": "1242",
        "count": 35,
        "sections": 1,
        "gpa": 3.357142857142857
      },
      {
        "term": "1252",
        "count": 17,
        "sections": 1,
        "gpa": 3.6470588235294117
      },
      {
        "term": "1254",
        "count": 23,
        "sections": 1,
        "gpa": 3.6956521739130435
      },
      {
        "term": "1262",
        "count": 22,
        "sections": 2,
        "gpa": 3.477272727272727
      },
      {
        "term": "1264",
        "count": 17,
        "sections": 1,
        "gpa": 3.5
      }
    ]
  },
  {
    "uid": "instructor_acdd34a4552d3389a45ccf84",
    "name": "DARRYL CRAIG",
    "count": 147,
    "terms": [
      {
        "term": "1072",
        "count": 28,
        "sections": 1,
        "gpa": 3.892857142857143
      },
      {
        "term": "1082",
        "count": 30,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1092",
        "count": 30,
        "sections": 1,
        "gpa": 3.9166666666666665
      },
      {
        "term": "1102",
        "count": 29,
        "sections": 1,
        "gpa": 3.8793103448275863
      },
      {
        "term": "1112",
        "count": 30,
        "sections": 1,
        "gpa": 3.9
      }
    ]
  },
  {
    "uid": "instructor_f744d3c59b049c1e324844b9",
    "name": "HEATHER SMITH",
    "count": 59,
    "terms": [
      {
        "term": "1242",
        "count": 35,
        "sections": 1,
        "gpa": 3.357142857142857
      },
      {
        "term": "1244",
        "count": 24,
        "sections": 1,
        "gpa": 3.8333333333333335
      }
    ]
  }
]
```

## following

None recorded.
