# PSYCH 910: Psychometrics | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/PSYCH_910)

## 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

7388f28de3e5caa2b2319c2d7392823bfbf45a5569231fdbab6410c865f80fdc

### course id

PSYCH 910

### course uid

course\_65b23e479152cd2287745803

### catalog version id

3e28818d19e5b744f9cf6bf7fe6009e5baf07ec4d5caef3e167e6dd76e8ba798

### course number

910

### subjects

* PSYCH

### title

PSYCHOMETRICS

### description

Focus on the construction, analysis, and interpretation of psychometric assessments, with an emphasis on concepts relevant to clinical psychology. Covers evolving issues in test theory. Extends beyond basic measurement concepts (scales, reliability, validity, bias, etc.) and critiques much of common practice from statistical and philosophical perspectives. Emphasizes that assessment always occurs in a societal context, which sometimes threatens validity.

### requirements text

PSYCH 610and declared in Psychology PhD

### credit offering ids

None recorded.

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

496b6fad847f9571fbb771013a187a40a006df670387b54a6f78d3dd4423419c

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

PSYCH 910 teaches the construction, analysis, and interpretation of psychometric assessments in clinical psychology, extending beyond basic measurement to critique common practices.

### llm topics

* Evolving issues in test theory.
* Advanced measurement concepts including scales, reliability, validity, and bias.
* Societal context of assessment.

### llm skills

* Construction, analysis, and interpretation of psychometric assessments.
* Critical evaluation of assessment practices from statistical and philosophical perspectives.
* Understanding societal context and its impact on assessment validity.

### llm assumed background

* Statistical methods and experimental design including ANOVA, regression, and reliability/validity concepts.

### llm search phrases

* psychometric assessment construction
* test theory clinical psychology
* measurement validity bias
* psychometrics societal context

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

5e153e1f10b791616291f2428cfc167109aa36b81eab40097a9da7c78719036f

#### course id

PSYCH 910

#### current instructors

None recorded.

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

false

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

Recent recorded grades — Spring 2010: 3.83 GPA, 83.3% A/AB (n=6 letter grades); Spring 2012: 4.00 GPA, 100.0% A/AB (n=11 letter grades); Spring 2022: 4.00 GPA, 100.0% A/AB (n=6 letter grades).

```json
{
  "citations": [
    {
      "course_id": "PSYCH 910",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1104",
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    },
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      "run_id": "20260907T155543-ce3781c4",
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1124",
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    },
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      "run_id": "20260907T155543-ce3781c4",
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1224",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

None recorded.

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [
      "n1",
      "n2"
    ],
    "condition": null,
    "course": null,
    "evidence": "PSYCH 610and declared in Psychology PhD",
    "id": "n0",
    "kind": "all"
  },
  {
    "children": [],
    "condition": null,
    "course": {
      "course_number": 610,
      "minimum_grade": null,
      "subjects": [
        "PSYCH"
      ],
      "timing": "prior"
    },
    "evidence": "PSYCH 610",
    "id": "n1",
    "kind": "course"
  },
  {
    "children": [],
    "condition": "declared in Psychology PhD",
    "course": null,
    "evidence": "declared in Psychology PhD",
    "id": "n2",
    "kind": "condition"
  }
]
```

#### notes

* The requirements text 'PSYCH 610and declared in Psychology PhD' lacks a space between the course code and 'and'. Interpreted as an AND condition requiring both PSYCH 610 and PhD declaration.

#### root

n0

#### status

parsed

### instructors

None recorded.

### offerings

None recorded.

### sections

None recorded.

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_f86727cda9fd94c850e3f4e2",
    "source": "madgrades",
    "source_instructor_id": "3573625",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ELIZABETH RYANN WATSON",
    "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": 3.909,
      "graded": 11,
      "counts": [
        10,
        0,
        1,
        0,
        0,
        0,
        0
      ],
      "sections": 1
    },
    "instructor_url": "/instructors/ELIZABETH_RYANN_WATSON--instructor_f86727cda9fd94c850e3f4e2"
  },
  {
    "instructor_uid": "instructor_bfa38aaa4ba8673cea627084",
    "source": "madgrades",
    "source_instructor_id": "4695924",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "LINNEA BURK",
    "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": 3.99,
      "graded": 464,
      "counts": [
        459,
        1,
        4,
        0,
        0,
        0,
        0
      ],
      "sections": 57
    },
    "instructor_url": "/instructors/LINNEA_BURK--instructor_bfa38aaa4ba8673cea627084"
  },
  {
    "instructor_uid": "instructor_5930dd2b20e60e99e5df30e5",
    "source": "madgrades",
    "source_instructor_id": "2601570",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "HAROLD GOLDSMITH",
    "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": 3.859,
      "graded": 386,
      "counts": [
        340,
        21,
        11,
        4,
        5,
        3,
        2
      ],
      "sections": 108
    },
    "instructor_url": "/instructors/HAROLD_GOLDSMITH--instructor_5930dd2b20e60e99e5df30e5"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PSYCH 910",
    "course_uid": "course_65b23e479152cd2287745803",
    "term_id": "1074",
    "term_name": "Spring 2007",
    "instructors": [
      "ELIZABETH RYANN WATSON"
    ],
    "a": 10,
    "ab": 0,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 11,
    "source_aliases": [
      "PSYCH 910"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PSYCH 910",
    "course_uid": "course_65b23e479152cd2287745803",
    "term_id": "1104",
    "term_name": "Spring 2010",
    "instructors": [
      "Linnea Burk"
    ],
    "a": 5,
    "ab": 0,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 6,
    "source_aliases": [
      "PSYCH 910"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PSYCH 910",
    "course_uid": "course_65b23e479152cd2287745803",
    "term_id": "1124",
    "term_name": "Spring 2012",
    "instructors": [
      "HAROLD GOLDSMITH"
    ],
    "a": 11,
    "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": 11,
    "source_aliases": [
      "PSYCH 910"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "PSYCH 910",
    "course_uid": "course_65b23e479152cd2287745803",
    "term_id": "1224",
    "term_name": "Spring 2022",
    "instructors": [
      "HAROLD GOLDSMITH"
    ],
    "a": 6,
    "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": 6,
    "source_aliases": [
      "PSYCH 910"
    ]
  }
]
```

### statistics

#### gpa

3.941

#### graded

34

#### counts

* 32
* 0
* 2
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_65b23e479152cd2287745803-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_65b23e479152cd2287745803-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_65b23e479152cd2287745803-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_65b23e479152cd2287745803-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_65b23e479152cd2287745803-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_65b23e479152cd2287745803-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.9411764705882355

#### count

34

#### university

##### size

2177

##### gpa Percentile

87

##### count Percentile

6

##### median Count

86

##### 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 | 33    | false   |
| 2.8–3.2 | 318   | false   |
| 3.2–3.6 | 689   | false   |
| 3.6–4.0 | 1136  | true    |

#### departments

```json
[
  {
    "subject": "PSYCH",
    "comparison": {
      "size": 40,
      "gpaPercentile": 77,
      "countPercentile": 3,
      "medianCount": 151.5,
      "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": 3,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 12,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 6,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 19,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1074

##### term

1074

##### gpa

3.909090909090909

##### count

11

##### departments

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

#### 1104

##### term

1104

##### gpa

3.8333333333333335

##### count

6

##### departments

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

#### 1124

##### term

1124

##### gpa

4

##### count

11

##### departments

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

#### 1224

##### term

1224

##### gpa

4

##### count

6

##### departments

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

### benchmarks

#### all

##### school

###### size

2177

###### gpa

3.567230445035212

###### top Share

76.09944332822742

###### count

86

##### PSYCH

###### size

40

###### gpa

3.465756257151706

###### top Share

69.74929021143933

###### count

151.5

#### terms

##### 1074

###### school

###### size

695

###### gpa

3.3616924722887376

###### top Share

63.22509110105764

###### count

69

###### PSYCH

###### size

11

###### gpa

3.0540422053422387

###### top Share

45.775225081863645

###### count

170

##### 1104

###### school

###### size

793

###### gpa

3.384661458923085

###### top Share

64.6614752434143

###### count

66

###### PSYCH

###### size

11

###### gpa

2.9974542120402528

###### top Share

43.39873579845639

###### count

180

##### 1124

###### school

###### size

821

###### gpa

3.406589342026613

###### top Share

66.35774230127205

###### count

67

###### PSYCH

###### size

11

###### gpa

3.0910698988492573

###### top Share

49.399902538185

###### count

181

##### 1224

###### school

###### size

1171

###### gpa

3.5627882428500937

###### top Share

76.37271640560496

###### count

64

###### PSYCH

###### size

18

###### gpa

3.4120250428463477

###### top Share

66.53408209766918

###### count

226

## instructor Trends

```json
[
  {
    "uid": "instructor_5930dd2b20e60e99e5df30e5",
    "name": "HAROLD GOLDSMITH",
    "count": 17,
    "terms": [
      {
        "term": "1124",
        "count": 11,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1224",
        "count": 6,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_f86727cda9fd94c850e3f4e2",
    "name": "ELIZABETH RYANN WATSON",
    "count": 11,
    "terms": [
      {
        "term": "1074",
        "count": 11,
        "sections": 1,
        "gpa": 3.909090909090909
      }
    ]
  },
  {
    "uid": "instructor_bfa38aaa4ba8673cea627084",
    "name": "LINNEA BURK",
    "count": 6,
    "terms": [
      {
        "term": "1104",
        "count": 6,
        "sections": 1,
        "gpa": 3.8333333333333335
      }
    ]
  }
]
```

## following

None recorded.
