# PSYCH 610: Design and Analysis of Psychological Experiments I | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/PSYCH_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
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* 1222
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* 1204
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* 1194
* 1192
* 1184
* 1182
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* 1172
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* 1162
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* 1132
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### term

1272

### departments

| subject   | count |
| --------- | ----- |
| AAE       | 90    |
| ABT       | 20    |
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| ANAT\&PHY | 7     |
| ANATOMY   | 2     |
| ANESTHES  | 8     |
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| ART       | 125   |
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| ARTHIST   | 121   |
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| 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    |
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| 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

4d515e789f663b190cc7c119172de25bae3ff0f2f51535f52d79acd2b5aebaab

### course id

PSYCH 610

### course uid

course\_b96e0e6d354068e3c5886d1e

### catalog version id

69b8b42f70f9dbdc23d243d335cb8d51f98e2d3fdfc4045a256e3f7058ba3f6c

### course number

610

### subjects

* PSYCH

### title

DESIGN AND ANALYSIS OF PSYCHOLOGICAL EXPERIMENTS I

### description

Reliability, validity, one-sample t-test, independent-samples t-test, simple and multiple regression, effect size indicators, analysis of variance (ANOVA), analysis of covariance (ANCOVA), case analysis, model assumptions, transformations, polynomial regression, simple mediation, and moderated mediation.

### requirements text

Consent of instructor

### credits min

4

### credits max

4

### credit offering ids

* 1272:820:016454

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

e41d1a37985e1c6fff6b1c4985ffb6bc9221832d2dc760978368e6e741092e54

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

PSYCH 610 teaches the design and analysis of psychological experiments, covering statistical methods like t-tests, regression, ANOVA, and mediation models.

### llm topics

* Reliability and validity
* T-tests
* Regression analysis
* Effect size indicators
* Analysis of variance (ANOVA)
* Analysis of covariance (ANCOVA)
* Model assumptions and transformations
* Mediation and moderation

### llm skills

* Assessing reliability and validity
* Performing t-tests
* Conducting regression analysis
* Performing ANOVA
* Performing ANCOVA
* Analyzing mediation and moderation

### llm assumed background

None recorded.

### llm search phrases

* psychological experiment design
* statistical analysis psychology
* t-test ANOVA regression
* mediation moderation analysis

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

b1dcd0dd8db9a6c216ea4a68f28466cbd754a5c36fe1e0235cd9985a454b2498

#### course id

PSYCH 610

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_77a7661b3ce5cedae868962a",
    "message": "No course-specific reviews available",
    "name": "Abbie Clapp",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:3011677",
    "summary": []
  },
  {
    "instructor_uid": "instructor_c03fe97825e2520a1e90d1b3",
    "message": "No course-specific reviews available",
    "name": "Emily Huffaker",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  },
  {
    "instructor_uid": "instructor_6fe17cf1d23054349a0b9c87",
    "message": "No course-specific reviews available",
    "name": "Markus Brauer",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:1785031",
    "summary": [
      {
        "citations": [
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            "table": "section_grades_latest",
            "term_id": "1222",
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          {
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              "entity_id": "0b8341fd-46cc-3d9b-8347-c5ad66c8b2f7",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1242",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2021: 3.77 GPA, 81.8% A/AB (n=22 letter grades); Fall 2022: 3.83 GPA, 95.8% A/AB (n=24 letter grades); Fall 2023: 3.53 GPA, 74.4% A/AB (n=43 letter grades). Includes jointly taught sections."
      }
    ]
  },
  {
    "instructor_uid": "instructor_41b35ec7d816b8685695acf0",
    "message": "No course-specific reviews available",
    "name": "Sofia Briones",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": []
  }
]
```

#### 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: 3.53 GPA, 74.4% A/AB (n=43 letter grades); Fall 2024: 3.51 GPA, 66.7% A/AB (n=45 letter grades); Fall 2025: 3.37 GPA, 67.4% A/AB (n=43 letter grades).

```json
{
  "citations": [
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      "table": "grades_latest",
      "term_id": "1262",
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    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

MARKUS BRAUER is recorded teaching in Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.

```json
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      "table": "section_grades_latest",
      "term_id": "1132",
      "type": "grade"
    },
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      "section_number": 1,
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      },
      "table": "section_grades_latest",
      "term_id": "1142",
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      },
      "table": "section_grades_latest",
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    },
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1152",
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      "table": "section_grades_latest",
      "term_id": "1202",
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    {
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      "table": "section_grades_latest",
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  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Consent of instructor",
    "course": null,
    "evidence": "Consent of instructor",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

```json
[
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    "source": "enrollment",
    "source_instructor_id": "arclapp",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Abbie Clapp",
    "email": "ARCLAPP@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",
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    "instructor_url": "/instructors/ABBIE_CLAPP"
  },
  {
    "instructor_uid": "instructor_c03fe97825e2520a1e90d1b3",
    "source": "enrollment",
    "source_instructor_id": "ehuffaker",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Emily Huffaker",
    "email": "EHUFFAKER@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/EMILY_HUFFAKER"
  },
  {
    "instructor_uid": "instructor_6fe17cf1d23054349a0b9c87",
    "source": "enrollment",
    "source_instructor_id": "brauer2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Markus Brauer",
    "email": "MARKUS.BRAUER@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": {
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      "profile_id": "rmp:1785031",
      "source_url": "https://www.ratemyprofessors.com/professor/1785031",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:20:27.191755+00:00",
      "courses": {},
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    "source_instructor_id": "sbriones",
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    "identity_status": "source_identified",
    "name": "Sofia Briones",
    "email": "SBRIONES@WISC.EDU",
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "instructor_url": "/instructors/SOFIA_BRIONES"
  }
]
```

### offerings

```json
[
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    "offering_id": "1272:820:016454",
    "course_id": "PSYCH 610",
    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1272",
    "source_course_id": "016454",
    "source_subject_id": "820",
    "title": "Design and Analysis of Psychological Experiments I",
    "credits_min": 4,
    "credits_max": 4,
    "typically_offered": "Fall, Spring, Summer"
  }
]
```

### sections

```json
[
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    "term_id": "1272",
    "source_section_id": "15772",
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]
```

### grade instructors

```json
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    "name": "REBECCA ANN MCGILL",
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  },
  {
    "instructor_uid": "instructor_41b35ec7d816b8685695acf0",
    "source": "enrollment",
    "source_instructor_id": "sbriones",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Sofia Briones",
    "email": "SBRIONES@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/SOFIA_BRIONES"
  },
  {
    "instructor_uid": "instructor_6fe17cf1d23054349a0b9c87",
    "source": "enrollment",
    "source_instructor_id": "brauer2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Markus Brauer",
    "email": "MARKUS.BRAUER@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": {
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      "quality": 4.84,
      "difficulty": 3.89,
      "quality_count": 19,
      "difficulty_count": 19,
      "profile_id": "rmp:1785031",
      "source_url": "https://www.ratemyprofessors.com/professor/1785031",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:20:27.191755+00:00",
      "courses": {},
      "bayesian_quality": 4.234710658229023,
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      "prior_weight": 20
    },
    "instructor_url": "/instructors/MARKUS_BRAUER"
  },
  {
    "instructor_uid": "instructor_77a7661b3ce5cedae868962a",
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    "source_instructor_id": "arclapp",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Abbie Clapp",
    "email": "ARCLAPP@WISC.EDU",
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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
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      "source_url": "https://www.ratemyprofessors.com/professor/3011677",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:57:55.812784+00:00",
      "courses": {
        "course_4dbd0593e4ad9ca1aa81403f": {
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    "instructor_url": "/instructors/ABBIE_CLAPP"
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  {
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    "source": "enrollment",
    "source_instructor_id": "ehuffaker",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Emily Huffaker",
    "email": "EHUFFAKER@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/EMILY_HUFFAKER"
  }
]
```

### grades

```json
[
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1072",
    "term_name": "Fall 2006",
    "instructors": [
      "COLLEEN MOORE"
    ],
    "a": 16,
    "ab": 0,
    "b": 0,
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    "total": 16,
    "source_aliases": [
      "PSYCH 610"
    ]
  },
  {
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    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1082",
    "term_name": "Fall 2007",
    "instructors": [
      "COLLEEN MOORE",
      "REBECCA ANN MCGILL"
    ],
    "a": 14,
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    "source_aliases": [
      "PSYCH 610"
    ]
  },
  {
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    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1092",
    "term_name": "Fall 2008",
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    "source_aliases": [
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  },
  {
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    "term_name": "Fall 2009",
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    "source_aliases": [
      "PSYCH 610"
    ]
  },
  {
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PSYCH 610",
    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1112",
    "term_name": "Fall 2010",
    "instructors": [
      "COLLEEN MOORE"
    ],
    "a": 16,
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      "PSYCH 610"
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PSYCH 610",
    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1132",
    "term_name": "Fall 2012",
    "instructors": [
      "John Curtin",
      "Markus Brauer"
    ],
    "a": 16,
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    "total": 24,
    "source_aliases": [
      "PSYCH 610"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PSYCH 610",
    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1142",
    "term_name": "Fall 2013",
    "instructors": [
      "John Curtin",
      "Markus Brauer"
    ],
    "a": 16,
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    "source_aliases": [
      "PSYCH 610"
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  },
  {
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    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1152",
    "term_name": "Fall 2014",
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      "BAS ROKERS",
      "Markus Brauer"
    ],
    "a": 12,
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      "PSYCH 610"
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
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    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1162",
    "term_name": "Fall 2015",
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      "Markus Brauer"
    ],
    "a": 11,
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    "source_aliases": [
      "PSYCH 610"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PSYCH 610",
    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "Markus Brauer"
    ],
    "a": 17,
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    "total": 25,
    "source_aliases": [
      "PSYCH 610"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PSYCH 610",
    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1182",
    "term_name": "Fall 2017",
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    ],
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      "PSYCH 610"
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "Markus Brauer"
    ],
    "a": 19,
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    "source_aliases": [
      "PSYCH 610"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PSYCH 610",
    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1202",
    "term_name": "Fall 2019",
    "instructors": [
      "Markus Brauer"
    ],
    "a": 11,
    "ab": 8,
    "b": 3,
    "bc": 1,
    "c": 1,
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    "total": 24,
    "source_aliases": [
      "PSYCH 610"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PSYCH 610",
    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "MICHAEL ASHER",
      "Markus Brauer",
      "SASHA SOMMERFELDT"
    ],
    "a": 14,
    "ab": 6,
    "b": 9,
    "bc": 0,
    "c": 0,
    "d": 0,
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    "satisfactory": 0,
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    "no_credit": 0,
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    "incomplete": 1,
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    "other": 0,
    "total": 30,
    "source_aliases": [
      "PSYCH 610"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PSYCH 610",
    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "BENJAMIN DOUGLAS",
      "ETHAN HARROD",
      "Markus Brauer"
    ],
    "a": 16,
    "ab": 2,
    "b": 4,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
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    "credit": 0,
    "no_credit": 0,
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    "incomplete": 1,
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    "total": 23,
    "source_aliases": [
      "PSYCH 610"
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "EMMA CUNNINGHAM",
      "Markus Brauer",
      "YOLANDA COLON"
    ],
    "a": 18,
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    "b": 0,
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    "c": 0,
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      "PSYCH 610"
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
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    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "BENJAMIN DOUGLAS",
      "LICHEN DONG",
      "Markus Brauer",
      "NICHOLAS VEST"
    ],
    "a": 24,
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    "b": 4,
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    "c": 3,
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      "PSYCH 610"
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  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
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    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "CLAIRE PUNTURIERI",
      "Coco Yu",
      "John Curtin",
      "LICHEN DONG"
    ],
    "a": 23,
    "ab": 7,
    "b": 9,
    "bc": 5,
    "c": 1,
    "d": 0,
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    "no_credit": 0,
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    "source_aliases": [
      "PSYCH 610"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PSYCH 610",
    "course_uid": "course_b96e0e6d354068e3c5886d1e",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Coco Yu",
      "JIWON LEE",
      "John Curtin",
      "Shanti Astra"
    ],
    "a": 24,
    "ab": 5,
    "b": 4,
    "bc": 3,
    "c": 5,
    "d": 2,
    "f": 0,
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    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 1,
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    "other": 0,
    "total": 44,
    "source_aliases": [
      "PSYCH 610"
    ]
  }
]
```

### statistics

#### gpa

3.632

#### graded

507

#### counts

* 304
* 97
* 69
* 22
* 11
* 2
* 2

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_b96e0e6d354068e3c5886d1e-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_b96e0e6d354068e3c5886d1e-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_b96e0e6d354068e3c5886d1e-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_b96e0e6d354068e3c5886d1e-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_b96e0e6d354068e3c5886d1e-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_b96e0e6d354068e3c5886d1e-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_b96e0e6d354068e3c5886d1e-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_b96e0e6d354068e3c5886d1e-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.6321499013806706

#### count

507

#### university

##### size

4114

##### gpa Percentile

40

##### count Percentile

74

##### median Count

186.5

##### 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 | 325   | false   |
| 3.2–3.6 | 1174  | false   |
| 3.6–4.0 | 2608  | true    |

#### departments

```json
[
  {
    "subject": "PSYCH",
    "comparison": {
      "size": 68,
      "gpaPercentile": 42,
      "countPercentile": 69,
      "medianCount": 272,
      "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": 10,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 16,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 42,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1072

##### term

1072

##### gpa

4

##### count

16

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1082

##### term

1082

##### gpa

3.8157894736842106

##### count

19

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1092

##### term

1092

##### gpa

3.7291666666666665

##### count

24

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1102

##### term

1102

##### gpa

3.65

##### count

20

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1112

##### term

1112

##### gpa

3.7037037037037037

##### count

27

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1132

##### term

1132

##### gpa

3.4285714285714284

##### count

21

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1142

##### term

1142

##### gpa

3.732142857142857

##### count

28

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1152

##### term

1152

##### gpa

3.611111111111111

##### count

27

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1162

##### term

1162

##### gpa

3.4583333333333335

##### count

24

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1172

##### term

1172

##### gpa

3.72

##### count

25

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1182

##### term

1182

##### gpa

3.735294117647059

##### count

17

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1192

##### term

1192

##### gpa

3.7758620689655173

##### count

29

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1202

##### term

1202

##### gpa

3.5625

##### count

24

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1212

##### term

1212

##### gpa

3.586206896551724

##### count

29

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1222

##### term

1222

##### gpa

3.772727272727273

##### count

22

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1232

##### term

1232

##### gpa

3.8333333333333335

##### count

24

##### departments

| subject | comparison |
| ------- | ---------- |
| PSYCH   |            |

#### 1242

##### term

1242

##### gpa

3.5348837209302326

##### count

43

##### university

###### size

1295

###### gpa Percentile

37

###### count Percentile

28

###### 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

```json
[
  {
    "subject": "PSYCH",
    "comparison": {
      "size": 22,
      "gpaPercentile": 67,
      "countPercentile": 5,
      "medianCount": 189,
      "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": 4,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 12,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 6,
          "current": false
        }
      ]
    }
  }
]
```

#### 1252

##### term

1252

##### gpa

3.511111111111111

##### count

45

##### university

###### size

1333

###### gpa Percentile

33

###### count Percentile

29

###### 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 | 0     | false   |
| 2.4–2.8 | 14    | false   |
| 2.8–3.2 | 115   | false   |
| 3.2–3.6 | 431   | true    |
| 3.6–4.0 | 773   | false   |

##### departments

```json
[
  {
    "subject": "PSYCH",
    "comparison": {
      "size": 22,
      "gpaPercentile": 67,
      "countPercentile": 0,
      "medianCount": 186.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 3,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 14,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 5,
          "current": false
        }
      ]
    }
  }
]
```

#### 1262

##### term

1262

##### gpa

3.372093023255814

##### count

43

##### university

###### size

1320

###### gpa Percentile

20

###### count Percentile

25

###### median Count

70

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 8     | false   |
| 2.8–3.2 | 133   | false   |
| 3.2–3.6 | 381   | true    |
| 3.6–4.0 | 797   | false   |

##### departments

```json
[
  {
    "subject": "PSYCH",
    "comparison": {
      "size": 22,
      "gpaPercentile": 48,
      "countPercentile": 0,
      "medianCount": 186,
      "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": 6,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 7,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 9,
          "current": false
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

4114

###### gpa

3.6563667478302606

###### top Share

81.66984652523966

###### count

186.5

##### PSYCH

###### size

68

###### gpa

3.620102662734438

###### top Share

78.56190180218738

###### count

272

#### terms

##### 1072

###### school

###### size

723

###### gpa

3.344595727439471

###### top Share

62.012941427864526

###### count

67

###### PSYCH

###### size

10

###### gpa

3.047268598250289

###### top Share

43.81056425188144

###### count

140.5

##### 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

###### PSYCH

###### size

12

###### gpa

3.101566727668601

###### top Share

46.40234610490845

###### count

134.5

##### 1102

###### school

###### size

774

###### gpa

3.36712622366007

###### top Share

63.703228532165696

###### count

67

###### PSYCH

###### size

11

###### gpa

3.11989768688207

###### top Share

49.854651231390015

###### count

145

##### 1112

###### school

###### size

805

###### gpa

3.3737773184830386

###### top Share

63.91039244872789

###### count

66

###### PSYCH

###### size

11

###### gpa

3.16435063488545

###### top Share

49.65756774413751

###### count

119

##### 1132

###### school

###### size

851

###### gpa

3.391128778809763

###### top Share

64.69509437122704

###### count

66

###### PSYCH

###### size

12

###### gpa

3.1136756325404154

###### top Share

48.86084138522713

###### count

144.5

##### 1142

###### school

###### size

853

###### gpa

3.3941849959684913

###### top Share

65.28450334228523

###### count

67

###### PSYCH

###### size

15

###### gpa

3.292160106620862

###### top Share

61.013120865650215

###### count

82

##### 1152

###### school

###### size

918

###### gpa

3.408733538594633

###### top Share

66.06693005846735

###### count

65

###### PSYCH

###### size

17

###### gpa

3.3512628874157357

###### top Share

64.03211642693566

###### count

88

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

###### PSYCH

###### size

17

###### gpa

3.3162326319002924

###### top Share

61.54465359359951

###### count

107

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

###### PSYCH

###### size

14

###### gpa

3.322821054716223

###### top Share

58.932096517228885

###### count

137

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

###### PSYCH

###### size

20

###### gpa

3.3796309982549317

###### top Share

64.45247605139222

###### count

163.5

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### PSYCH

###### size

21

###### gpa

3.423195155241973

###### top Share

66.35676815294043

###### count

125

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

###### PSYCH

###### size

20

###### gpa

3.358687299763708

###### top Share

62.09347939778836

###### count

188.5

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

###### PSYCH

###### size

19

###### gpa

3.44976439958052

###### top Share

69.0382440431759

###### count

200

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### PSYCH

###### size

22

###### gpa

3.407420591085211

###### top Share

67.11808007774425

###### count

173.5

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

###### PSYCH

###### size

22

###### gpa

3.442082871984894

###### top Share

70.28913164013164

###### count

196

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### PSYCH

###### size

22

###### gpa

3.4456179696493945

###### top Share

69.78973081733967

###### count

189

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### PSYCH

###### size

22

###### gpa

3.4481362923647976

###### top Share

69.32210865734149

###### count

186.5

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### PSYCH

###### size

22

###### gpa

3.483366078865603

###### top Share

72.6281041106889

###### count

186

## instructor Trends

```json
[
  {
    "uid": "instructor_0c3b123022a390cbc99f4a0b",
    "name": "MARKUS BRAUER",
    "count": 271,
    "terms": [
      {
        "term": "1132",
        "count": 10,
        "sections": 1,
        "gpa": 2.95
      },
      {
        "term": "1142",
        "count": 28,
        "sections": 2,
        "gpa": 3.732142857142857
      },
      {
        "term": "1152",
        "count": 13,
        "sections": 1,
        "gpa": 3.576923076923077
      },
      {
        "term": "1162",
        "count": 24,
        "sections": 2,
        "gpa": 3.4583333333333335
      },
      {
        "term": "1172",
        "count": 25,
        "sections": 1,
        "gpa": 3.72
      },
      {
        "term": "1192",
        "count": 29,
        "sections": 1,
        "gpa": 3.7758620689655173
      },
      {
        "term": "1202",
        "count": 24,
        "sections": 1,
        "gpa": 3.5625
      },
      {
        "term": "1212",
        "count": 29,
        "sections": 1,
        "gpa": 3.586206896551724
      },
      {
        "term": "1222",
        "count": 22,
        "sections": 1,
        "gpa": 3.772727272727273
      },
      {
        "term": "1232",
        "count": 24,
        "sections": 1,
        "gpa": 3.8333333333333335
      },
      {
        "term": "1242",
        "count": 43,
        "sections": 1,
        "gpa": 3.5348837209302326
      }
    ]
  },
  {
    "uid": "instructor_4982efaf5014d4dbd1fc1498",
    "name": "JOHN J. CURTIN",
    "count": 144,
    "terms": [
      {
        "term": "1132",
        "count": 11,
        "sections": 1,
        "gpa": 3.8636363636363638
      },
      {
        "term": "1142",
        "count": 28,
        "sections": 2,
        "gpa": 3.732142857142857
      },
      {
        "term": "1182",
        "count": 17,
        "sections": 1,
        "gpa": 3.735294117647059
      },
      {
        "term": "1252",
        "count": 45,
        "sections": 1,
        "gpa": 3.511111111111111
      },
      {
        "term": "1262",
        "count": 43,
        "sections": 1,
        "gpa": 3.372093023255814
      }
    ]
  },
  {
    "uid": "instructor_a212eb398f6021676f82ec95",
    "name": "COLLEEN MOORE",
    "count": 106,
    "terms": [
      {
        "term": "1072",
        "count": 16,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1082",
        "count": 19,
        "sections": 1,
        "gpa": 3.8157894736842106
      },
      {
        "term": "1092",
        "count": 24,
        "sections": 1,
        "gpa": 3.7291666666666665
      },
      {
        "term": "1102",
        "count": 20,
        "sections": 1,
        "gpa": 3.65
      },
      {
        "term": "1112",
        "count": 27,
        "sections": 1,
        "gpa": 3.7037037037037037
      }
    ]
  },
  {
    "uid": "instructor_0f9e29e5d6457225d66f388d",
    "name": "COCO YU",
    "count": 88,
    "terms": [
      {
        "term": "1252",
        "count": 45,
        "sections": 1,
        "gpa": 3.511111111111111
      },
      {
        "term": "1262",
        "count": 43,
        "sections": 1,
        "gpa": 3.372093023255814
      }
    ]
  },
  {
    "uid": "instructor_700b89e4331d901800941c19",
    "name": "LICHEN DONG",
    "count": 88,
    "terms": [
      {
        "term": "1242",
        "count": 43,
        "sections": 1,
        "gpa": 3.5348837209302326
      },
      {
        "term": "1252",
        "count": 45,
        "sections": 1,
        "gpa": 3.511111111111111
      }
    ]
  },
  {
    "uid": "instructor_c145593951b08f54f389d352",
    "name": "BENJAMIN DOUGLAS",
    "count": 65,
    "terms": [
      {
        "term": "1222",
        "count": 22,
        "sections": 1,
        "gpa": 3.772727272727273
      },
      {
        "term": "1242",
        "count": 43,
        "sections": 1,
        "gpa": 3.5348837209302326
      }
    ]
  },
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]
```

## following

| code        | title                                                |
| ----------- | ---------------------------------------------------- |
| EDPSYCH 871 | ITEM RESPONSE THEORY METHODS AND APPLICATIONS        |
| PSYCH 752   | APPLIED MACHINE LEARNING FOR BEHAVIORAL DATA SCIENCE |
| PSYCH 910   | PSYCHOMETRICS                                        |
