# EPD 650: Introduction to Polymers Processing | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/EPD_650)

## 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
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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

d05dad714316806e90cd2d067ef9b3ab22bb261afb8c728464d458f62d04196f

### course id

EPD 650

### course uid

course\_814f0a75bf8912271cf0fce4

### catalog version id

edb06d762823cf57bf6488f0ab92531ef0e49f2cf07bf17509ade522282c2b7c

### course number

650

### subjects

* EPD

### title

INTRODUCTION TO POLYMERS PROCESSING

### description

Introduction to the principles of polymer processing. Review of the basic techniques primarily in use by industry as well as foundational principles of polymer physics, viscoelasticity and rheology. Focus on understanding how design of process is used to achieve desired structure and properties. Includes introduction to topics such as 3-d printing and recycling of polymer waste in the context of reprocessing such materials.

### requirements text

E P D 636and (E P D 640orCHEM/​M S & E  421, or concurrent enrollment), or declared in Capstone Certificate in Polymer Processing  Manufacturing

### credits min

3

### credits max

3

### credit offering ids

* 1272:348:026290

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

33c4913f4050918d8c82480126a471a046ce752f8ba9337eb79069b942097ff7

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

Introduction to polymer processing principles, industrial techniques, and the link between process design, structure, and properties.

### llm topics

* Polymer physics, viscoelasticity, and rheology
* 3D printing and polymer waste recycling

### llm skills

* Process design for structure and property control
* Industrial polymer processing techniques
* 3D printing and polymer waste recycling

### llm assumed background

* Foundational polymer physics and chemistry
* Continuum mechanics, fluid dynamics, and differential equations
* Polymer chemistry, structure-property relationships, and synthesis

### llm search phrases

* polymer processing principles
* viscoelasticity rheology
* polymer physics
* 3-d printing polymer waste
* polymer processing manufacturing capstone

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

b83287a28e47f3de6d1ad99a23c320389cfc4e6b0a786ab4a9ec43b15ae4bda4

#### course id

EPD 650

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_2b2660b28793d6ba8f0e8c1c",
    "message": "No course-specific reviews available",
    "name": "Bart Hallmark",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "EPD 650",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
            "source_record": {
              "entity_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          },
          {
            "course_id": "EPD 650",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
            "source_record": {
              "entity_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2024: 3.34 GPA, 75.0% A/AB (n=16 letter grades); Fall 2025: 3.10 GPA, 50.0% A/AB (n=10 letter grades). Includes jointly taught sections."
      }
    ]
  },
  {
    "instructor_uid": "instructor_d784c7d0ae2c8ba384e523a8",
    "message": "No course-specific reviews available",
    "name": "Marios Avgousti",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "EPD 650",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
            "source_record": {
              "entity_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
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          {
            "course_id": "EPD 650",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
            "source_record": {
              "entity_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2024: 3.34 GPA, 75.0% A/AB (n=16 letter grades); Fall 2025: 3.10 GPA, 50.0% 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 2022: 3.62 GPA, 100.0% A/AB (n=13 letter grades); Fall 2024: 3.34 GPA, 75.0% A/AB (n=16 letter grades); Fall 2025: 3.10 GPA, 50.0% A/AB (n=10 letter grades).

```json
{
  "citations": [
    {
      "course_id": "EPD 650",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
        "file": "tables/observations.parquet",
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      },
      "table": "grades_latest",
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      "table": "grades_latest",
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    {
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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

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

```json
{
  "citations": [
    {
      "course_id": "EPD 650",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
      "source_record": {
        "entity_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
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    {
      "course_id": "EPD 650",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
      "source_record": {
        "entity_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

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

```json
{
  "citations": [
    {
      "course_id": "EPD 650",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
      "source_record": {
        "entity_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "EPD 650",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
      "source_record": {
        "entity_id": "973fccc3-13c6-3ae2-ba46-1fcf9ff2553c",
        "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
[
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      "n2"
    ],
    "condition": null,
    "course": null,
    "evidence": "E P D 636and (E P D 640orCHEM/M S & E 421, or concurrent enrollment), or declared in Capstone Certificate in Polymer Processing Manufacturing",
    "id": "n0",
    "kind": "any"
  },
  {
    "children": [
      "n3",
      "n4"
    ],
    "condition": null,
    "course": null,
    "evidence": "E P D 636and (E P D 640orCHEM/M S & E 421, or concurrent enrollment)",
    "id": "n1",
    "kind": "all"
  },
  {
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      "n5",
      "n6"
    ],
    "condition": null,
    "course": null,
    "evidence": "(E P D 640orCHEM/M S & E 421, or concurrent enrollment)",
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    "kind": "any"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 636,
      "minimum_grade": null,
      "subjects": [
        "EPD"
      ],
      "timing": "prior"
    },
    "evidence": "E P D 636",
    "id": "n3",
    "kind": "course"
  },
  {
    "children": [
      "n7",
      "n8"
    ],
    "condition": null,
    "course": null,
    "evidence": "(E P D 640orCHEM/M S & E 421, or concurrent enrollment)",
    "id": "n4",
    "kind": "any"
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  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 640,
      "minimum_grade": null,
      "subjects": [
        "EPD"
      ],
      "timing": "prior_or_concurrent"
    },
    "evidence": "E P D 640",
    "id": "n5",
    "kind": "course"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 421,
      "minimum_grade": null,
      "subjects": [
        "CHEM",
        "MS&E"
      ],
      "timing": "prior_or_concurrent"
    },
    "evidence": "CHEM/M S & E 421",
    "id": "n6",
    "kind": "course"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 640,
      "minimum_grade": null,
      "subjects": [
        "EPD"
      ],
      "timing": "prior_or_concurrent"
    },
    "evidence": "E P D 640",
    "id": "n7",
    "kind": "course"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 421,
      "minimum_grade": null,
      "subjects": [
        "CHEM",
        "MS&E"
      ],
      "timing": "prior_or_concurrent"
    },
    "evidence": "CHEM/M S & E 421",
    "id": "n8",
    "kind": "course"
  }
]
```

#### notes

* Duplicate nodes n7/n8 created for clarity of the 'or' branch within the 'or concurrent enrollment' clause; logically equivalent to n5/n6.

#### 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\_2b2660b28793d6ba8f0e8c1c | enrollment | bhallmark2             | netid           | source\_identified | Bart Hallmark   | BHALLMARK2\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/BART\_HALLMARK   |
| instructor\_d784c7d0ae2c8ba384e523a8 | enrollment | mavgousti              | netid           | source\_identified | Marios Avgousti | MAVGOUSTI\@WISC.EDU  | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/MARIOS\_AVGOUSTI |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:348:026290",
    "course_id": "EPD 650",
    "course_uid": "course_814f0a75bf8912271cf0fce4",
    "term_id": "1272",
    "source_course_id": "026290",
    "source_subject_id": "348",
    "title": "Introduction to Polymers Processing",
    "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:1272:29661",
    "term_id": "1272",
    "source_section_id": "29661",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Online Only",
    "capacity": 25,
    "enrolled": 3,
    "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_9d92f29374abbf4af6a5d2a0",
    "source": "madgrades",
    "source_instructor_id": "425989",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DONALD BAIRD",
    "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": 3.615,
      "graded": 13,
      "counts": [
        3,
        10,
        0,
        0,
        0,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/DONALD_BAIRD--instructor_9d92f29374abbf4af6a5d2a0"
  },
  {
    "instructor_uid": "instructor_ab12dfad3baa04459e20943d",
    "source": "madgrades",
    "source_instructor_id": "6243380",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "NICOLE ZACHARIA",
    "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": 3.75,
      "graded": 260,
      "counts": [
        173,
        57,
        22,
        5,
        2,
        1,
        0
      ],
      "sections": 27
    },
    "instructor_url": "/instructors/NICOLE_ZACHARIA--instructor_ab12dfad3baa04459e20943d"
  },
  {
    "instructor_uid": "instructor_46e78093f730af4507999fac",
    "source": "madgrades",
    "source_instructor_id": "6660848",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BART HALLMARK",
    "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": 3.276,
      "graded": 58,
      "counts": [
        17,
        18,
        11,
        6,
        5,
        1,
        0
      ],
      "sections": 5
    },
    "instructor_url": "/instructors/BART_HALLMARK--instructor_46e78093f730af4507999fac"
  },
  {
    "instructor_uid": "instructor_770bac6371378c35bb1b8e5e",
    "source": "madgrades",
    "source_instructor_id": "6688340",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HEIDI BURCH",
    "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": 3.344,
      "graded": 16,
      "counts": [
        6,
        6,
        1,
        1,
        1,
        1,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/HEIDI_BURCH--instructor_770bac6371378c35bb1b8e5e"
  },
  {
    "instructor_uid": "instructor_a8370142b91307e5df32c089",
    "source": "madgrades",
    "source_instructor_id": "6688334",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MARIOS AVGOUSTI",
    "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": 3.25,
      "graded": 26,
      "counts": [
        8,
        9,
        3,
        2,
        3,
        1,
        0
      ],
      "sections": 2
    },
    "instructor_url": "/instructors/MARIOS_AVGOUSTI--instructor_a8370142b91307e5df32c089"
  },
  {
    "instructor_uid": "instructor_2b2660b28793d6ba8f0e8c1c",
    "source": "enrollment",
    "source_instructor_id": "bhallmark2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Bart Hallmark",
    "email": "BHALLMARK2@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/BART_HALLMARK"
  },
  {
    "instructor_uid": "instructor_d784c7d0ae2c8ba384e523a8",
    "source": "enrollment",
    "source_instructor_id": "mavgousti",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Marios Avgousti",
    "email": "MAVGOUSTI@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/MARIOS_AVGOUSTI"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 650",
    "course_uid": "course_814f0a75bf8912271cf0fce4",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "DONALD BAIRD",
      "Nicole Zacharia"
    ],
    "a": 3,
    "ab": 10,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 13,
    "source_aliases": [
      "EPD 650"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 650",
    "course_uid": "course_814f0a75bf8912271cf0fce4",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Bart Hallmark",
      "HEIDI BURCH",
      "Marios Avgousti",
      "Nicole Zacharia"
    ],
    "a": 6,
    "ab": 6,
    "b": 1,
    "bc": 1,
    "c": 1,
    "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": 16,
    "source_aliases": [
      "EPD 650"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "EPD 650",
    "course_uid": "course_814f0a75bf8912271cf0fce4",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Bart Hallmark",
      "Marios Avgousti"
    ],
    "a": 2,
    "ab": 3,
    "b": 2,
    "bc": 1,
    "c": 2,
    "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 650"
    ]
  }
]
```

### statistics

#### gpa

3.372

#### graded

39

#### counts

* 11
* 19
* 3
* 2
* 3
* 1
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_814f0a75bf8912271cf0fce4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_814f0a75bf8912271cf0fce4-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_814f0a75bf8912271cf0fce4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_814f0a75bf8912271cf0fce4-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_814f0a75bf8912271cf0fce4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_814f0a75bf8912271cf0fce4-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_814f0a75bf8912271cf0fce4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_814f0a75bf8912271cf0fce4-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.371794871794872

#### count

39

#### university

##### size

2426

##### gpa Percentile

15

##### count Percentile

12

##### median Count

94

##### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 7     | false   |
| 2.8–3.2 | 166   | false   |
| 3.2–3.6 | 641   | true    |
| 3.6–4.0 | 1612  | false   |

#### departments

```json
[
  {
    "subject": "EPD",
    "comparison": {
      "size": 13,
      "gpaPercentile": 0,
      "countPercentile": 42,
      "medianCount": 41,
      "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": true
        },
        {
          "range": "3.6–4.0",
          "count": 12,
          "current": false
        }
      ]
    }
  }
]
```

### terms

#### 1232

##### term

1232

##### gpa

3.6153846153846154

##### count

13

##### departments

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

#### 1252

##### term

1252

##### gpa

3.34375

##### count

16

##### departments

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

#### 1262

##### term

1262

##### gpa

3.1

##### count

10

##### departments

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

### benchmarks

#### all

##### school

###### size

2426

###### gpa

3.674937286629523

###### top Share

82.95284371805364

###### count

94

##### EPD

###### size

13

###### gpa

3.810363283774192

###### top Share

93.38941078116115

###### count

41

#### terms

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

##### 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_ab12dfad3baa04459e20943d",
    "name": "NICOLE ZACHARIA",
    "count": 29,
    "terms": [
      {
        "term": "1232",
        "count": 13,
        "sections": 1,
        "gpa": 3.6153846153846154
      },
      {
        "term": "1252",
        "count": 16,
        "sections": 1,
        "gpa": 3.34375
      }
    ]
  },
  {
    "uid": "instructor_46e78093f730af4507999fac",
    "name": "BART HALLMARK",
    "count": 26,
    "terms": [
      {
        "term": "1252",
        "count": 16,
        "sections": 1,
        "gpa": 3.34375
      },
      {
        "term": "1262",
        "count": 10,
        "sections": 1,
        "gpa": 3.1
      }
    ]
  },
  {
    "uid": "instructor_a8370142b91307e5df32c089",
    "name": "MARIOS AVGOUSTI",
    "count": 26,
    "terms": [
      {
        "term": "1252",
        "count": 16,
        "sections": 1,
        "gpa": 3.34375
      },
      {
        "term": "1262",
        "count": 10,
        "sections": 1,
        "gpa": 3.1
      }
    ]
  },
  {
    "uid": "instructor_770bac6371378c35bb1b8e5e",
    "name": "HEIDI BURCH",
    "count": 16,
    "terms": [
      {
        "term": "1252",
        "count": 16,
        "sections": 1,
        "gpa": 3.34375
      }
    ]
  },
  {
    "uid": "instructor_9d92f29374abbf4af6a5d2a0",
    "name": "DONALD BAIRD",
    "count": 13,
    "terms": [
      {
        "term": "1232",
        "count": 13,
        "sections": 1,
        "gpa": 3.6153846153846154
      }
    ]
  }
]
```

## following

None recorded.
