# GEOSCI 402: Research and Communication in the Geological Sciences | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/GEOSCI_402)

## 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

e807f4d4604c46ba5426738dfe574ef415a8dc632c19916b10bb37908f1000b8

### course id

GEOSCI 402

### course uid

course\_b14f540d385cbde9a31cf302

### catalog version id

5fa7346819d527a042aec91e8c2e08bb861c47437c6389fbbde8543c2a2c20c5

### course number

402

### subjects

* GEOSCI

### title

RESEARCH AND COMMUNICATION IN THE GEOLOGICAL SCIENCES

### description

Skills and strategies to conduct research in the geological sciences, including collection of data, analysis of the data, generation of models to explain the data, and clear communication of both the research process and results. As part of the research process, find, evaluate, and utilize information in the existing scientific literature. Practice effective scientific communication skills, including writing, oral presentations, and producing effective visualizations.

### requirements text

Senior standing and declared in Geology and Geophysics

### credit offering ids

None recorded.

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

d6d6d61de1fc42c9f5cc1166ae6ae7be9a06a508086cf913dde2ddd564117a74

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

GEOSCI 402 teaches research strategies and communication skills in the geological sciences, covering data collection, analysis, modeling, and scientific writing.

### llm topics

* Geological research
* Data collection and analysis
* Data modeling
* Scientific literature
* Scientific visualization

### llm skills

* Conducting geological research
* Data collection and analysis
* Model generation
* Literature evaluation
* Scientific communication
* Writing, oral presentations, and visualization

### llm assumed background

* Senior standing and declared in Geology and Geophysics

### llm search phrases

* geological research methods
* scientific communication geology
* data analysis geological sciences
* research visualization geology

### llm requirements status

needs\_review

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

4359967040b3b60207a9d68adaca9c734e3ce249fc45f1723606ff07f838586e

#### course id

GEOSCI 402

#### 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 — Fall 2023: 3.75 GPA, 83.3% A/AB (n=6 letter grades); Fall 2025: 3.55 GPA, 70.0% A/AB (n=10 letter grades).

```json
{
  "citations": [
    {
      "course_id": "GEOSCI 402",
      "run_id": "20260907T155543-ce3781c4",
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        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1242",
      "type": "grade"
    },
    {
      "course_id": "GEOSCI 402",
      "run_id": "20260907T155543-ce3781c4",
      "source_record": {
        "entity_id": "c1a24f05-5b92-3644-afcd-3a43c53c758d",
        "file": "tables/observations.parquet",
        "kind": "grades",
        "source": "madgrades"
      },
      "table": "grades_latest",
      "term_id": "1262",
      "type": "grade"
    }
  ]
}
```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

None recorded.

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [
      "n1",
      "n2"
    ],
    "condition": null,
    "course": null,
    "evidence": "Senior standing and declared in Geology and Geophysics",
    "id": "n0",
    "kind": "all"
  },
  {
    "children": [],
    "condition": "Senior standing",
    "course": null,
    "evidence": "Senior standing",
    "id": "n1",
    "kind": "condition"
  },
  {
    "children": [],
    "condition": "declared in Geology and Geophysics",
    "course": null,
    "evidence": "declared in Geology and Geophysics",
    "id": "n2",
    "kind": "condition"
  }
]
```

#### notes

* Geology and Geophysics is not in linked\_courses; treated as a condition leaf requiring review.

#### root

n0

#### status

needs\_review

### instructors

None recorded.

### offerings

None recorded.

### sections

None recorded.

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_542f4d667df5376accd331ee",
    "source": "madgrades",
    "source_instructor_id": "1125428",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "BASIL TIKOFF",
    "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": 26,
      "quality": 4.23,
      "difficulty": 2.54,
      "quality_count": 26,
      "difficulty_count": 26,
      "profile_id": "rmp:805558",
      "source_url": "https://www.ratemyprofessors.com/professor/805558",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:52:20.047345+00:00",
      "courses": {
        "course_4cf6092f224e24f3802dc57a": {
          "review_count": 8,
          "quality": 3.62,
          "difficulty": 2.38,
          "quality_count": 8,
          "difficulty_count": 8
        },
        "course_f683dea6d8828679405704e8": {
          "review_count": 2,
          "quality": 4.5,
          "difficulty": 3,
          "quality_count": 2,
          "difficulty_count": 2
        }
      },
      "bayesian_quality": 3.9820372971941724,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.119,
      "graded": 1921,
      "counts": [
        579,
        283,
        571,
        195,
        218,
        49,
        26
      ],
      "sections": 159
    },
    "instructor_url": "/instructors/BASIL_TIKOFF--instructor_542f4d667df5376accd331ee"
  },
  {
    "instructor_uid": "instructor_c0ef90dab02e05dfbf17eeee",
    "source": "madgrades",
    "source_instructor_id": "6218612",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "ANN BAUER",
    "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": 3.193,
      "graded": 1069,
      "counts": [
        337,
        245,
        198,
        148,
        114,
        16,
        11
      ],
      "sections": 57
    },
    "instructor_url": "/instructors/ANN_BAUER"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "GEOSCI 402",
    "course_uid": "course_b14f540d385cbde9a31cf302",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "Annie Bauer",
      "Basil Tikoff"
    ],
    "a": 0,
    "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": 0,
    "source_aliases": [
      "GEOSCI 402"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "GEOSCI 402",
    "course_uid": "course_b14f540d385cbde9a31cf302",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Annie Bauer",
      "Basil Tikoff"
    ],
    "a": 4,
    "ab": 1,
    "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": [
      "GEOSCI 402"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "GEOSCI 402",
    "course_uid": "course_b14f540d385cbde9a31cf302",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Annie Bauer",
      "Basil Tikoff"
    ],
    "a": 5,
    "ab": 2,
    "b": 2,
    "bc": 1,
    "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": [
      "GEOSCI 402"
    ]
  }
]
```

### statistics

#### gpa

3.625

#### graded

16

#### counts

* 9
* 3
* 3
* 1
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_b14f540d385cbde9a31cf302-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_b14f540d385cbde9a31cf302-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_b14f540d385cbde9a31cf302-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_b14f540d385cbde9a31cf302-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_b14f540d385cbde9a31cf302-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_b14f540d385cbde9a31cf302-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.625

#### count

16

#### departments

| subject | comparison |
| ------- | ---------- |
| GEOSCI  |            |

### terms

#### 1242

##### term

1242

##### gpa

3.75

##### count

6

##### departments

| subject | comparison |
| ------- | ---------- |
| GEOSCI  |            |

#### 1262

##### term

1262

##### gpa

3.55

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| GEOSCI  |            |

### benchmarks

#### all

##### school

###### size

2393

###### gpa

3.670968701731124

###### top Share

82.6288381337152

###### count

89

##### GEOSCI

###### size

17

###### gpa

3.4997539712540258

###### top Share

73.01906379398028

###### count

120

#### terms

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

## instructor Trends

```json
[
  {
    "uid": "instructor_542f4d667df5376accd331ee",
    "name": "BASIL TIKOFF",
    "count": 16,
    "terms": [
      {
        "term": "1242",
        "count": 6,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1262",
        "count": 10,
        "sections": 1,
        "gpa": 3.55
      }
    ]
  },
  {
    "uid": "instructor_c0ef90dab02e05dfbf17eeee",
    "name": "ANN BAUER",
    "count": 16,
    "terms": [
      {
        "term": "1242",
        "count": 6,
        "sections": 1,
        "gpa": 3.75
      },
      {
        "term": "1262",
        "count": 10,
        "sections": 1,
        "gpa": 3.55
      }
    ]
  }
]
```

## following

None recorded.
