# CS\&D 481: Undergraduate Junior Honors | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/CS%26D_481)

## 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
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* 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

7dc202a23f7f266e7209263aa84a87016c3b7f81457e358e00ab042b6109ef62

### course id

CS\&D 481

### course uid

course\_caa04b589ff5cbdb21b35d50

### catalog version id

4e1b59ffc5b6dfb064518f58b124c4d0d17418837750978b060fc9c2fc6a435b

### course number

481

### subjects

* CS\&D

### title

UNDERGRADUATE JUNIOR HONORS

### description

A writing-intensive introduction to research methodology in Communication Sciences and Disorders, emphasizing participant selection criteria, experimental design and methodology, data collection, and data analysis, leading to the design and future implementation of an independent research project. Activities include written and oral critiques of published research, written summaries of oral research presentations, and composition of an individual research proposal.

### requirements text

Satisfied Communications A and declared in an Honors program

### credits min

3

### credits max

3

### credit offering ids

* 1272:252:024106

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

65e0885a2637cce399173bd7f119739c8a74374867b2e547efd6aa0168ecb9e6

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

An honors writing-intensive course introducing research methodology in Communication Sciences and Disorders, culminating in an independent research project.

### llm topics

* Research methodology in Communication Sciences and Disorders
* Experimental design and data analysis
* Independent research project design

### llm skills

* Research methodology and experimental design
* Academic writing and research proposal composition
* Critical analysis of published research

### llm assumed background

* Completion of Communications A requirement
* Enrollment in an Honors program

### llm search phrases

* research methodology communication sciences disorders
* undergraduate honors research project
* experimental design data analysis CSD
* academic writing research proposal

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

542906c540929e857a60e9b3c50947361a9e4f51c8091cf640fac2504e701753

#### course id

CS\&D 481

#### current instructors

```json
[
  {
    "instructor_uid": "instructor_d0a2d29d2f208b071f14d066",
    "message": "No course-specific reviews available",
    "name": "Audra Sterling Von Glahn",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": null,
    "summary": [
      {
        "citations": [
          {
            "course_id": "CS&D 481",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "fcea5208-6172-3802-95a1-331a86d6c095",
            "source_record": {
              "entity_id": "fcea5208-6172-3802-95a1-331a86d6c095",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1242",
            "type": "grade"
          },
          {
            "course_id": "CS&D 481",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "fcea5208-6172-3802-95a1-331a86d6c095",
            "source_record": {
              "entity_id": "fcea5208-6172-3802-95a1-331a86d6c095",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1252",
            "type": "grade"
          },
          {
            "course_id": "CS&D 481",
            "run_id": "20260907T155543-ce3781c4",
            "section_number": 1,
            "source_course_id": "fcea5208-6172-3802-95a1-331a86d6c095",
            "source_record": {
              "entity_id": "fcea5208-6172-3802-95a1-331a86d6c095",
              "file": "tables/observations.parquet",
              "kind": "grades",
              "source": "madgrades"
            },
            "table": "section_grades_latest",
            "term_id": "1262",
            "type": "grade"
          }
        ],
        "text": "Recent recorded grades — Fall 2023: 4.00 GPA, 100.0% A/AB (n=15 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=8 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=18 letter grades)."
      }
    ]
  }
]
```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02

#### quick take

Recent recorded grades — Fall 2023: 4.00 GPA, 100.0% A/AB (n=15 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=8 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=18 letter grades).

```json
{
  "citations": [
    {
      "course_id": "CS&D 481",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
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        "file": "tables/observations.parquet",
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        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1242",
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    },
    {
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      "run_id": "20260907T155543-ce3781c4",
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        "kind": "grades",
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      },
      "table": "grades_latest",
      "term_id": "1252",
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      "run_id": "20260907T155543-ce3781c4",
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        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

AUDRA STERLING VON GLAHN is recorded teaching in Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
{
  "citations": [
    {
      "course_id": "CS&D 481",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "fcea5208-6172-3802-95a1-331a86d6c095",
      "source_record": {
        "entity_id": "fcea5208-6172-3802-95a1-331a86d6c095",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "CS&D 481",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
      "source_course_id": "fcea5208-6172-3802-95a1-331a86d6c095",
      "source_record": {
        "entity_id": "fcea5208-6172-3802-95a1-331a86d6c095",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1252",
      "type": "grade"
    },
    {
      "course_id": "CS&D 481",
      "run_id": "20260907T155543-ce3781c4",
      "section_number": 1,
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      "source_record": {
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "section_grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [
      "n1",
      "n2"
    ],
    "condition": null,
    "course": null,
    "evidence": "Satisfied Communications A and declared in an Honors program",
    "id": "n0",
    "kind": "all"
  },
  {
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    "condition": "Satisfied Communications A",
    "course": null,
    "evidence": "Satisfied Communications A",
    "id": "n1",
    "kind": "condition"
  },
  {
    "children": [],
    "condition": "declared in an Honors program",
    "course": null,
    "evidence": "declared in an Honors program",
    "id": "n2",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

| instructor\_uid                      | source     | source\_instructor\_id | identity\_basis | identity\_status   | name                     | email                       | first\_observed\_at              | last\_observed\_at               | instructor\_url                          |
| ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ------------------------ | --------------------------- | -------------------------------- | -------------------------------- | ---------------------------------------- |
| instructor\_d0a2d29d2f208b071f14d066 | enrollment | sterling2              | netid           | source\_identified | Audra Sterling Von Glahn | ASTERLING\@WAISMAN.WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/AUDRA\_STERLING\_VON\_GLAHN |

### offerings

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:252:024106",
    "course_id": "CS&D 481",
    "course_uid": "course_caa04b589ff5cbdb21b35d50",
    "term_id": "1272",
    "source_course_id": "024106",
    "source_subject_id": "252",
    "title": "Undergraduate Junior Honors",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Fall"
  }
]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:21116",
    "term_id": "1272",
    "source_section_id": "21116",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 20,
    "enrolled": 18,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  }
]
```

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_a58855e153f170c31e3bd9e9",
    "source": "madgrades",
    "source_instructor_id": "4397528",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MARGARITA KAUSHANSKAYA",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 31,
      "quality": 4.77,
      "difficulty": 1.81,
      "quality_count": 31,
      "difficulty_count": 31,
      "profile_id": "rmp:1094477",
      "source_url": "https://www.ratemyprofessors.com/professor/1094477",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:21:08.276639+00:00",
      "courses": {},
      "bayesian_quality": 4.334582660214351,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.617,
      "graded": 3166,
      "counts": [
        2149,
        305,
        414,
        86,
        139,
        53,
        20
      ],
      "sections": 161
    },
    "instructor_url": "/instructors/MARGARITA_KAUSHANSKAYA--instructor_a58855e153f170c31e3bd9e9"
  },
  {
    "instructor_uid": "instructor_8827b2140e748bd8b15396f0",
    "source": "madgrades",
    "source_instructor_id": "5842875",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "MIANISHA FINNEY",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 30,
      "quality": 3.63,
      "difficulty": 2.27,
      "quality_count": 30,
      "difficulty_count": 30,
      "profile_id": "rmp:2209551",
      "source_url": "https://www.ratemyprofessors.com/professor/2209551",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:18:44.783836+00:00",
      "courses": {},
      "bayesian_quality": 3.6418743134186378,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.605,
      "graded": 3753,
      "counts": [
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        958,
        422,
        168,
        78,
        38,
        15
      ],
      "sections": 46
    },
    "instructor_url": "/instructors/MIANISHA_FINNEY--instructor_8827b2140e748bd8b15396f0"
  },
  {
    "instructor_uid": "instructor_16af28341a20b89b9eaaf413",
    "source": "madgrades",
    "source_instructor_id": "4938710",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "AUDRA STERLING VON GLAHN",
    "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": 3.904,
      "graded": 1279,
      "counts": [
        1130,
        86,
        47,
        10,
        1,
        4,
        1
      ],
      "sections": 101
    },
    "instructor_url": "/instructors/AUDRA_STERLING_VON_GLAHN--instructor_16af28341a20b89b9eaaf413"
  },
  {
    "instructor_uid": "instructor_d0a2d29d2f208b071f14d066",
    "source": "enrollment",
    "source_instructor_id": "sterling2",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Audra Sterling Von Glahn",
    "email": "ASTERLING@WAISMAN.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/AUDRA_STERLING_VON_GLAHN"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 481",
    "course_uid": "course_caa04b589ff5cbdb21b35d50",
    "term_id": "1152",
    "term_name": "Fall 2014",
    "instructors": [
      "Margarita Kaushanskaya"
    ],
    "a": 9,
    "ab": 6,
    "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": 16,
    "source_aliases": [
      "CS&D 481"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 481",
    "course_uid": "course_caa04b589ff5cbdb21b35d50",
    "term_id": "1162",
    "term_name": "Fall 2015",
    "instructors": [
      "Margarita Kaushanskaya"
    ],
    "a": 6,
    "ab": 3,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 9,
    "source_aliases": [
      "CS&D 481"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 481",
    "course_uid": "course_caa04b589ff5cbdb21b35d50",
    "term_id": "1172",
    "term_name": "Fall 2016",
    "instructors": [
      "Margarita Kaushanskaya"
    ],
    "a": 3,
    "ab": 3,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 6,
    "source_aliases": [
      "CS&D 481"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 481",
    "course_uid": "course_caa04b589ff5cbdb21b35d50",
    "term_id": "1182",
    "term_name": "Fall 2017",
    "instructors": [
      "Margarita Kaushanskaya"
    ],
    "a": 7,
    "ab": 3,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 10,
    "source_aliases": [
      "CS&D 481"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 481",
    "course_uid": "course_caa04b589ff5cbdb21b35d50",
    "term_id": "1192",
    "term_name": "Fall 2018",
    "instructors": [
      "Margarita Kaushanskaya"
    ],
    "a": 5,
    "ab": 2,
    "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": 7,
    "source_aliases": [
      "CS&D 481"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 481",
    "course_uid": "course_caa04b589ff5cbdb21b35d50",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "Margarita Kaushanskaya"
    ],
    "a": 12,
    "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": 12,
    "source_aliases": [
      "CS&D 481"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 481",
    "course_uid": "course_caa04b589ff5cbdb21b35d50",
    "term_id": "1222",
    "term_name": "Fall 2021",
    "instructors": [
      "Misha Finney"
    ],
    "a": 12,
    "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": 12,
    "source_aliases": [
      "CS&D 481"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 481",
    "course_uid": "course_caa04b589ff5cbdb21b35d50",
    "term_id": "1232",
    "term_name": "Fall 2022",
    "instructors": [
      "Margarita Kaushanskaya"
    ],
    "a": 8,
    "ab": 2,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 10,
    "source_aliases": [
      "CS&D 481"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 481",
    "course_uid": "course_caa04b589ff5cbdb21b35d50",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Audra Sterling Von Glahn"
    ],
    "a": 15,
    "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": 15,
    "source_aliases": [
      "CS&D 481"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 481",
    "course_uid": "course_caa04b589ff5cbdb21b35d50",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Audra Sterling Von Glahn"
    ],
    "a": 8,
    "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": 8,
    "source_aliases": [
      "CS&D 481"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "CS&D 481",
    "course_uid": "course_caa04b589ff5cbdb21b35d50",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Audra Sterling Von Glahn"
    ],
    "a": 18,
    "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": 18,
    "source_aliases": [
      "CS&D 481"
    ]
  }
]
```

### statistics

#### gpa

3.915

#### graded

123

#### counts

* 103
* 19
* 1
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_caa04b589ff5cbdb21b35d50-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_caa04b589ff5cbdb21b35d50-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_caa04b589ff5cbdb21b35d50-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_caa04b589ff5cbdb21b35d50-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_caa04b589ff5cbdb21b35d50-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_caa04b589ff5cbdb21b35d50-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_caa04b589ff5cbdb21b35d50-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_caa04b589ff5cbdb21b35d50-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.9146341463414633

#### count

123

#### university

##### size

3642

##### gpa Percentile

78

##### count Percentile

43

##### median Count

154

##### 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 | 5     | false   |
| 2.8–3.2 | 262   | false   |
| 3.2–3.6 | 985   | false   |
| 3.6–4.0 | 2389  | true    |

#### departments

```json
[
  {
    "subject": "CS&D",
    "comparison": {
      "size": 38,
      "gpaPercentile": 49,
      "countPercentile": 57,
      "medianCount": 116,
      "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": 3,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 35,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1152

##### term

1152

##### gpa

3.75

##### count

16

##### departments

| subject | comparison |
| ------- | ---------- |
| CS\&D   |            |

#### 1162

##### term

1162

##### gpa

3.8333333333333335

##### count

9

##### departments

| subject | comparison |
| ------- | ---------- |
| CS\&D   |            |

#### 1172

##### term

1172

##### gpa

3.75

##### count

6

##### departments

| subject | comparison |
| ------- | ---------- |
| CS\&D   |            |

#### 1182

##### term

1182

##### gpa

3.85

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| CS\&D   |            |

#### 1192

##### term

1192

##### gpa

3.857142857142857

##### count

7

##### departments

| subject | comparison |
| ------- | ---------- |
| CS\&D   |            |

#### 1212

##### term

1212

##### gpa

4

##### count

12

##### departments

| subject | comparison |
| ------- | ---------- |
| CS\&D   |            |

#### 1222

##### term

1222

##### gpa

4

##### count

12

##### departments

| subject | comparison |
| ------- | ---------- |
| CS\&D   |            |

#### 1232

##### term

1232

##### gpa

3.9

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| CS\&D   |            |

#### 1242

##### term

1242

##### gpa

4

##### count

15

##### departments

| subject | comparison |
| ------- | ---------- |
| CS\&D   |            |

#### 1252

##### term

1252

##### gpa

4

##### count

8

##### departments

| subject | comparison |
| ------- | ---------- |
| CS\&D   |            |

#### 1262

##### term

1262

##### gpa

4

##### count

18

##### departments

| subject | comparison |
| ------- | ---------- |
| CS\&D   |            |

### benchmarks

#### all

##### school

###### size

3642

###### gpa

3.670846874463048

###### top Share

82.61973722993793

###### count

154

##### CS\&D

###### size

38

###### gpa

3.862741765994694

###### top Share

93.44575243895672

###### count

116

#### terms

##### 1152

###### school

###### size

918

###### gpa

3.408733538594633

###### top Share

66.06693005846735

###### count

65

###### CS\&D

###### size

14

###### gpa

3.6981497766007076

###### top Share

82.88324675158741

###### count

65

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

###### CS\&D

###### size

14

###### gpa

3.79267708561185

###### top Share

90.45325706866952

###### count

51

##### 1172

###### school

###### size

991

###### gpa

3.465129042641772

###### top Share

69.42600667567366

###### count

67

###### CS\&D

###### size

10

###### gpa

3.8019030238606364

###### top Share

90.4369672457879

###### count

83

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

###### CS\&D

###### size

10

###### gpa

3.654240207654651

###### top Share

81.93395863506296

###### count

107.5

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### CS\&D

###### size

10

###### gpa

3.6343646927133513

###### top Share

81.63776315567664

###### count

86

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

###### CS\&D

###### size

13

###### gpa

3.75399713203368

###### top Share

87.37993945063687

###### count

89

##### 1222

###### school

###### size

1157

###### gpa

3.563052311875811

###### top Share

76.64869058732418

###### count

64

###### CS\&D

###### size

14

###### gpa

3.796821551393542

###### top Share

89.9661772840625

###### count

78

##### 1232

###### school

###### size

1216

###### gpa

3.575457431972425

###### top Share

77.33712216234007

###### count

66

###### CS\&D

###### size

13

###### gpa

3.7173089738128957

###### top Share

83.84683020865288

###### count

90

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### CS\&D

###### size

13

###### gpa

3.704985753429651

###### top Share

85.8594999431943

###### count

73

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### CS\&D

###### size

10

###### gpa

3.706937119200353

###### top Share

84.89561406360085

###### count

84

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### CS\&D

###### size

11

###### gpa

3.6485908029434566

###### top Share

82.55546010885506

###### count

88

## instructor Trends

```json
[
  {
    "uid": "instructor_a58855e153f170c31e3bd9e9",
    "name": "MARGARITA KAUSHANSKAYA",
    "count": 70,
    "terms": [
      {
        "term": "1152",
        "count": 16,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1162",
        "count": 9,
        "sections": 1,
        "gpa": 3.8333333333333335
      },
      {
        "term": "1172",
        "count": 6,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1182",
        "count": 10,
        "sections": 1,
        "gpa": 3.85
      },
      {
        "term": "1192",
        "count": 7,
        "sections": 1,
        "gpa": 3.857142857142857
      },
      {
        "term": "1212",
        "count": 12,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1232",
        "count": 10,
        "sections": 1,
        "gpa": 3.9
      }
    ]
  },
  {
    "uid": "instructor_16af28341a20b89b9eaaf413",
    "name": "AUDRA STERLING VON GLAHN",
    "count": 41,
    "terms": [
      {
        "term": "1242",
        "count": 15,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1252",
        "count": 8,
        "sections": 1,
        "gpa": 4
      },
      {
        "term": "1262",
        "count": 18,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_8827b2140e748bd8b15396f0",
    "name": "MIANISHA FINNEY",
    "count": 12,
    "terms": [
      {
        "term": "1222",
        "count": 12,
        "sections": 1,
        "gpa": 4
      }
    ]
  }
]
```

## following

None recorded.
