# EPD 678: Supply Chain Management for Engineers | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/EPD_678)

## 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

9568da249fea6b72c7812b5c2bd6679744ae1d231616c59d8f747711b367f5e7

### course id

EPD 678

### course uid

course\_c12980785f2acea66fc3f977

### catalog version id

8ad5ed5f4904e363e2c8c452c01be4f996ded1ce985b43da011d91538c218794

### course number

678

### subjects

* EPD

### title

SUPPLY CHAIN MANAGEMENT FOR ENGINEERS

### description

Examines concepts, management techniques, and current trends in the field of supply chain management with emphasis on topics relevant to engineers. Topics include global logistics, logistics engineering techniques, new product introduction process, purchasing strategy, managing transportation providers, distribution center technology and operations, outsourcing supply chain functions, and an introduction to supply chain information systems.

### requirements text

Graduate/professional standing

### credits min

3

### credits max

3

### credit offering ids

* 1272:348:026081

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

9830d402b2b8ec803c084f3d6e363856d06ce49fef3de7b3ec10c485c4b0f86a

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

EPD 678 examines supply chain management concepts, techniques, and trends with an emphasis on topics relevant to engineers.

### llm topics

* Global logistics and logistics engineering
* New product introduction
* Purchasing strategy
* Transportation provider management
* Distribution center technology and operations
* Outsourcing supply chain functions
* Supply chain information systems

### llm skills

* Supply chain management concepts and techniques
* Global logistics and logistics engineering
* New product introduction and purchasing strategy
* Transportation and distribution center operations
* Outsourcing and supply chain information systems

### llm assumed background

None recorded.

### llm search phrases

* supply chain management engineers
* logistics engineering techniques
* supply chain information systems
* purchasing strategy engineers
* distribution center operations

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

ad07e879e79f4177100524fc6d6a5c21a720a93eb8f1af9b1c98cc3d4b63fd86

#### course id

EPD 678

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_2d78be7c13ff20b073f734d8",
    "message": "No course-specific reviews available",
    "name": "Peter Lukszys",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1205495",
    "summary": [
      {
        "citations": [
          {
            "course_id": "EPD 678",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 3,
            "source_course_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
            "source_record": {
              "entity_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1242",
            "type": "grade"
          },
          {
            "course_id": "EPD 678",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 3,
            "source_course_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
            "source_record": {
              "entity_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          },
          {
            "course_id": "EPD 678",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 3,
            "source_course_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
            "source_record": {
              "entity_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2023: 3.98 GPA, 100.0% A/AB (n=20 letter grades); Fall 2024: 3.88 GPA, 100.0% A/AB (n=12 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=10 letter grades). Includes jointly taught sections."
      }
    ]
  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

Recent recorded grades — Fall 2023: 3.98 GPA, 100.0% A/AB (n=20 letter grades); Fall 2024: 3.88 GPA, 100.0% A/AB (n=12 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=10 letter grades).

```json
{
  "citations": [
    {
      "course_id": "EPD 678",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
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        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1242",
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    },
    {
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        "file": "tables/observations.parquet",
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        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1252",
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

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

```json
{
  "citations": [
    {
      "course_id": "EPD 678",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
      "source_record": {
        "entity_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1222",
      "type": "grade"
    },
    {
      "course_id": "EPD 678",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
      "source_record": {
        "entity_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1232",
      "type": "grade"
    },
    {
      "course_id": "EPD 678",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
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      "source_record": {
        "entity_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "EPD 678",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
      "source_record": {
        "entity_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "EPD 678",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 3,
      "source_course_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
      "source_record": {
        "entity_id": "a020bf77-8cc3-3070-9ac8-c5a2bf364199",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Graduate/professional standing",
    "course": null,
    "evidence": "Graduate/professional standing",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
  {
    "instructor_uid": "instructor_2d78be7c13ff20b073f734d8",
    "source": "enrollment",
    "source_instructor_id": "plukszys",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Peter Lukszys",
    "email": "PETER.LUKSZYS@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 21,
      "quality": 4.76,
      "difficulty": 2.76,
      "quality_count": 21,
      "difficulty_count": 21,
      "profile_id": "rmp:1205495",
      "source_url": "https://www.ratemyprofessors.com/professor/1205495",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:12:02.219492+00:00",
      "courses": {
        "course_d4f3ff82ea817cccbac302ed": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 3,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 4.223261357827607,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/PETER_LUKSZYS"
  }
]
```

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:348:026081",
    "course_id": "EPD 678",
    "course_uid": "course_c12980785f2acea66fc3f977",
    "term_id": "1272",
    "source_course_id": "026081",
    "source_subject_id": "348",
    "title": "Supply Chain Management for Engineers",
    "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:1272:22932",
    "term_id": "1272",
    "source_section_id": "22932",
    "identity_basis": "class_number",
    "section_number": "003",
    "section_type": "LEC",
    "instruction_mode": "Online Only",
    "capacity": 45,
    "enrolled": 18,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  }
]
```

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_a53664e0406f6360e589da8f",
    "source": "madgrades",
    "source_instructor_id": "481125",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "PETER LUKSZYS",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 21,
      "quality": 4.76,
      "difficulty": 2.76,
      "quality_count": 21,
      "difficulty_count": 21,
      "profile_id": "rmp:1205495",
      "source_url": "https://www.ratemyprofessors.com/professor/1205495",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:12:02.219492+00:00",
      "courses": {
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          "review_count": 2,
          "quality": 4.5,
          "difficulty": 3,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 4.223261357827607,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.646,
      "graded": 3669,
      "counts": [
        1889,
        1124,
        534,
        98,
        20,
        2,
        2
      ],
      "sections": 109
    },
    "instructor_url": "/instructors/PETER_LUKSZYS--instructor_a53664e0406f6360e589da8f"
  },
  {
    "instructor_uid": "instructor_ed01f9be36f6884b1fc80b9a",
    "source": "madgrades",
    "source_instructor_id": "4627196",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "JUSTIN GONINEN",
    "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": 3.932,
      "graded": 22,
      "counts": [
        19,
        3,
        0,
        0,
        0,
        0,
        0
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/JUSTIN_GONINEN--instructor_ed01f9be36f6884b1fc80b9a"
  },
  {
    "instructor_uid": "instructor_2d78be7c13ff20b073f734d8",
    "source": "enrollment",
    "source_instructor_id": "plukszys",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Peter Lukszys",
    "email": "PETER.LUKSZYS@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 21,
      "quality": 4.76,
      "difficulty": 2.76,
      "quality_count": 21,
      "difficulty_count": 21,
      "profile_id": "rmp:1205495",
      "source_url": "https://www.ratemyprofessors.com/professor/1205495",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:12:02.219492+00:00",
      "courses": {
        "course_d4f3ff82ea817cccbac302ed": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 3,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 4.223261357827607,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/PETER_LUKSZYS"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 678",
    "course_uid": "course_c12980785f2acea66fc3f977",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Peter Lukszys"
    ],
    "a": 13,
    "ab": 2,
    "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 678"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 678",
    "course_uid": "course_c12980785f2acea66fc3f977",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "Peter Lukszys"
    ],
    "a": 17,
    "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": 22,
    "source_aliases": [
      "EPD 678"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 678",
    "course_uid": "course_c12980785f2acea66fc3f977",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Peter Lukszys"
    ],
    "a": 19,
    "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": 20,
    "source_aliases": [
      "EPD 678"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 678",
    "course_uid": "course_c12980785f2acea66fc3f977",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "JUSTIN GONINEN",
      "Peter Lukszys"
    ],
    "a": 9,
    "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": 12,
    "source_aliases": [
      "EPD 678"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 678",
    "course_uid": "course_c12980785f2acea66fc3f977",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "JUSTIN GONINEN",
      "Peter Lukszys"
    ],
    "a": 10,
    "ab": 0,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 10,
    "source_aliases": [
      "EPD 678"
    ]
  }
]
```

### statistics

#### gpa

3.901

#### graded

81

#### counts

* 68
* 10
* 3
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_c12980785f2acea66fc3f977-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_c12980785f2acea66fc3f977-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_c12980785f2acea66fc3f977-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_c12980785f2acea66fc3f977-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_c12980785f2acea66fc3f977-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_c12980785f2acea66fc3f977-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_c12980785f2acea66fc3f977-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_c12980785f2acea66fc3f977-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.9012345679012346

#### count

81

#### university

##### size

2928

##### gpa Percentile

73

##### count Percentile

37

##### median Count

115

##### 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 | 10    | false   |
| 2.8–3.2 | 180   | false   |
| 3.2–3.6 | 745   | false   |
| 3.6–4.0 | 1992  | true    |

#### departments

```json
[
  {
    "subject": "EPD",
    "comparison": {
      "size": 19,
      "gpaPercentile": 72,
      "countPercentile": 78,
      "medianCount": 51,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 0,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 2,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 17,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1222

##### term

1222

##### gpa

3.823529411764706

##### count

17

##### departments

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

#### 1232

##### term

1232

##### gpa

3.8636363636363638

##### count

22

##### departments

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

#### 1242

##### term

1242

##### gpa

3.975

##### count

20

##### departments

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

#### 1252

##### term

1252

##### gpa

3.875

##### count

12

##### departments

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

#### 1262

##### term

1262

##### gpa

4

##### count

10

##### departments

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

### benchmarks

#### all

##### school

###### size

2928

###### gpa

3.6868346571627475

###### top Share

83.66514315684641

###### count

115

##### EPD

###### size

19

###### gpa

3.7793639831707067

###### top Share

91.99927585844078

###### count

51

#### terms

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

## instructor Trends

```json
[
  {
    "uid": "instructor_a53664e0406f6360e589da8f",
    "name": "PETER LUKSZYS",
    "count": 81,
    "terms": [
      {
        "term": "1222",
        "count": 17,
        "sections": 1,
        "gpa": 3.823529411764706
      },
      {
        "term": "1232",
        "count": 22,
        "sections": 1,
        "gpa": 3.8636363636363638
      },
      {
        "term": "1242",
        "count": 20,
        "sections": 1,
        "gpa": 3.975
      },
      {
        "term": "1252",
        "count": 12,
        "sections": 1,
        "gpa": 3.875
      },
      {
        "term": "1262",
        "count": 10,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_ed01f9be36f6884b1fc80b9a",
    "name": "JUSTIN GONINEN",
    "count": 22,
    "terms": [
      {
        "term": "1252",
        "count": 12,
        "sections": 1,
        "gpa": 3.875
      },
      {
        "term": "1262",
        "count": 10,
        "sections": 1,
        "gpa": 4
      }
    ]
  }
]
```

## following

None recorded.
