# EPD 610: Engineering Analysis for Decision Making | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/EPD_610)

## 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
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* 1162
* 1154
* 1152
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* 1142
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* 1132
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* 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

c2c48d6acfd0cb9fdad6366bb872a8d42e5de48e3fd662b940f3655a0c752d7c

### course id

EPD 610

### course uid

course\_9b2b04b8fd86f219b149592b

### catalog version id

e0250572358503ded6b3b077003c9fba505483462c5ced729a059f51f084e5ab

### course number

610

### subjects

* EPD

### title

ENGINEERING ANALYSIS FOR DECISION MAKING

### description

Quantitative and qualitative analysis and visualization tools. Structured decision-making methodology for engineering applications such as variations in materials and production, process control, forecasting and executive decision making. Facilitate persuasive problem-solving and decision making in engineering applications. Builds on foundational knowledge of statistics.

### requirements text

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

### credits min

3

### credits max

3

### credit offering ids

* 1272:348:026288

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

b9b2fb31d56f8bce0b03ba56ebc68bb8b597a268221e5020cc910a8674a1cdf8

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

EPD 610 teaches quantitative and qualitative analysis, visualization, and structured decision-making methodologies for engineering applications.

### llm topics

* Materials variations, production, process control, and forecasting
* Engineering applications

### llm skills

* Quantitative and qualitative analysis and visualization
* Structured decision-making methodology
* Persuasive problem-solving and decision making

### llm assumed background

* Foundational knowledge of statistics

### llm search phrases

* engineering analysis decision making
* quantitative qualitative analysis visualization
* structured decision-making methodology
* process control forecasting
* persuasive problem-solving engineering

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

78a361b9eb905670fbf6b9c1bbb89c17e9436910d64aee5191be96817f78ec3b

#### course id

EPD 610

#### 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 610",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "c91f2e06-7bf8-32f6-8ea1-39c6c63625a0",
            "source_record": {
              "entity_id": "c91f2e06-7bf8-32f6-8ea1-39c6c63625a0",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1254",
            "type": "grade"
          },
          {
            "course_id": "EPD 610",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "c91f2e06-7bf8-32f6-8ea1-39c6c63625a0",
            "source_record": {
              "entity_id": "c91f2e06-7bf8-32f6-8ea1-39c6c63625a0",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          },
          {
            "course_id": "EPD 610",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "c91f2e06-7bf8-32f6-8ea1-39c6c63625a0",
            "source_record": {
              "entity_id": "c91f2e06-7bf8-32f6-8ea1-39c6c63625a0",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1264",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Spring 2025: 3.62 GPA, 88.2% A/AB (n=17 letter grades); Fall 2025: 3.68 GPA, 90.9% A/AB (n=11 letter grades); Spring 2026: 3.65 GPA, 88.2% A/AB (n=17 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 2025: 3.62 GPA, 88.2% A/AB (n=17 letter grades); Fall 2025: 3.68 GPA, 90.9% A/AB (n=11 letter grades); Spring 2026: 3.65 GPA, 88.2% A/AB (n=17 letter grades).

```json
{
  "citations": [
    {
      "course_id": "EPD 610",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
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      },
      "table": "grades_latest",
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      },
      "table": "grades_latest",
      "term_id": "1264",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

RAJ KAMAL is recorded teaching in 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 610",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
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      "source_record": {
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      },
      "table": "section_grades_latest",
      "term_id": "1234",
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      "section_number": 1,
      "source_course_id": "c91f2e06-7bf8-32f6-8ea1-39c6c63625a0",
      "source_record": {
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        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
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      "section_number": 1,
      "source_course_id": "c91f2e06-7bf8-32f6-8ea1-39c6c63625a0",
      "source_record": {
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      },
      "table": "section_grades_latest",
      "term_id": "1244",
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    {
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      "section_number": 1,
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "EPD 610",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
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        "entity_id": "c91f2e06-7bf8-32f6-8ea1-39c6c63625a0",
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        "kind": "grades",
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      },
      "table": "section_grades_latest",
      "term_id": "1254",
      "type": "grade"
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    {
      "course_id": "EPD 610",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "c91f2e06-7bf8-32f6-8ea1-39c6c63625a0",
      "source_record": {
        "entity_id": "c91f2e06-7bf8-32f6-8ea1-39c6c63625a0",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    },
    {
      "course_id": "EPD 610",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "c91f2e06-7bf8-32f6-8ea1-39c6c63625a0",
      "source_record": {
        "entity_id": "c91f2e06-7bf8-32f6-8ea1-39c6c63625a0",
        "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 or declared in Capstone Certificate in Applied Engineering Management",
    "id": "n1",
    "kind": "condition"
  },
  {
    "children": [],
    "condition": "declared in Capstone Certificate in Applied Engineering Management",
    "course": null,
    "evidence": "Graduate/professional standing or 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 |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:348:026288",
    "course_id": "EPD 610",
    "course_uid": "course_9b2b04b8fd86f219b149592b",
    "term_id": "1272",
    "source_course_id": "026288",
    "source_subject_id": "348",
    "title": "Engineering Analysis for Decision Making",
    "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:1272:27483",
    "term_id": "1272",
    "source_section_id": "27483",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Online Only",
    "capacity": 15,
    "enrolled": 11,
    "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_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_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_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 610",
    "course_uid": "course_9b2b04b8fd86f219b149592b",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "Raj Kamal"
    ],
    "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 610"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 610",
    "course_uid": "course_9b2b04b8fd86f219b149592b",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Heather Smith",
      "Raj Kamal"
    ],
    "a": 25,
    "ab": 3,
    "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": 28,
    "source_aliases": [
      "EPD 610"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 610",
    "course_uid": "course_9b2b04b8fd86f219b149592b",
    "term_id": "1244",
    "term_name": "Spring 2024",
    "instructors": [
      "Heather Smith",
      "Raj Kamal"
    ],
    "a": 24,
    "ab": 7,
    "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": 32,
    "source_aliases": [
      "EPD 610"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 610",
    "course_uid": "course_9b2b04b8fd86f219b149592b",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Raj Kamal"
    ],
    "a": 6,
    "ab": 7,
    "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 610"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 610",
    "course_uid": "course_9b2b04b8fd86f219b149592b",
    "term_id": "1254",
    "term_name": "Spring 2025",
    "instructors": [
      "Raj Kamal"
    ],
    "a": 10,
    "ab": 5,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 1,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 17,
    "source_aliases": [
      "EPD 610"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 610",
    "course_uid": "course_9b2b04b8fd86f219b149592b",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Raj Kamal"
    ],
    "a": 5,
    "ab": 5,
    "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": 11,
    "source_aliases": [
      "EPD 610"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 610",
    "course_uid": "course_9b2b04b8fd86f219b149592b",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Raj Kamal"
    ],
    "a": 7,
    "ab": 8,
    "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": 17,
    "source_aliases": [
      "EPD 610"
    ]
  }
]
```

### statistics

#### gpa

3.793

#### graded

133

#### counts

* 90
* 35
* 7
* 0
* 0
* 1
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_9b2b04b8fd86f219b149592b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_9b2b04b8fd86f219b149592b-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_9b2b04b8fd86f219b149592b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_9b2b04b8fd86f219b149592b-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_9b2b04b8fd86f219b149592b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_9b2b04b8fd86f219b149592b-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_9b2b04b8fd86f219b149592b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_9b2b04b8fd86f219b149592b-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.793233082706767

#### count

133

#### university

##### size

3995

##### gpa Percentile

55

##### count Percentile

57

##### median Count

109

##### 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 | 12    | false   |
| 2.8–3.2 | 218   | false   |
| 3.2–3.6 | 990   | false   |
| 3.6–4.0 | 2775  | true    |

#### departments

```json
[
  {
    "subject": "EPD",
    "comparison": {
      "size": 21,
      "gpaPercentile": 30,
      "countPercentile": 90,
      "medianCount": 52,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 1,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 20,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1234

##### term

1234

##### gpa

3.9285714285714284

##### count

14

##### departments

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

#### 1242

##### term

1242

##### gpa

3.9464285714285716

##### count

28

##### departments

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

#### 1244

##### term

1244

##### gpa

3.859375

##### count

32

##### university

###### size

1241

###### gpa Percentile

76

###### count Percentile

4

###### median Count

65

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 2     | false   |
| 2.4–2.8 | 9     | false   |
| 2.8–3.2 | 151   | false   |
| 3.2–3.6 | 373   | false   |
| 3.6–4.0 | 706   | true    |

##### departments

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

#### 1252

##### term

1252

##### gpa

3.6785714285714284

##### count

14

##### departments

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

#### 1254

##### term

1254

##### gpa

3.6176470588235294

##### count

17

##### departments

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

#### 1262

##### term

1262

##### gpa

3.6818181818181817

##### count

11

##### departments

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

#### 1264

##### term

1264

##### gpa

3.6470588235294117

##### count

17

##### departments

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

### benchmarks

#### all

##### school

###### size

3995

###### gpa

3.6960460613921255

###### top Share

84.09314614831455

###### count

109

##### EPD

###### size

21

###### gpa

3.82484431564066

###### top Share

92.9396679854083

###### count

52

#### terms

##### 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_3632d252a72de3e7ee15b9d8",
    "name": "RAJ KAMAL",
    "count": 133,
    "terms": [
      {
        "term": "1234",
        "count": 14,
        "sections": 1,
        "gpa": 3.9285714285714284
      },
      {
        "term": "1242",
        "count": 28,
        "sections": 1,
        "gpa": 3.9464285714285716
      },
      {
        "term": "1244",
        "count": 32,
        "sections": 1,
        "gpa": 3.859375
      },
      {
        "term": "1252",
        "count": 14,
        "sections": 1,
        "gpa": 3.6785714285714284
      },
      {
        "term": "1254",
        "count": 17,
        "sections": 1,
        "gpa": 3.6176470588235294
      },
      {
        "term": "1262",
        "count": 11,
        "sections": 1,
        "gpa": 3.6818181818181817
      },
      {
        "term": "1264",
        "count": 17,
        "sections": 1,
        "gpa": 3.6470588235294117
      }
    ]
  },
  {
    "uid": "instructor_f744d3c59b049c1e324844b9",
    "name": "HEATHER SMITH",
    "count": 60,
    "terms": [
      {
        "term": "1242",
        "count": 28,
        "sections": 1,
        "gpa": 3.9464285714285716
      },
      {
        "term": "1244",
        "count": 32,
        "sections": 1,
        "gpa": 3.859375
      }
    ]
  }
]
```

## following

None recorded.
