# AAE 773: Seminar in Resource and Energy Demand Analysis | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/AAE_773)

## 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

82133d54f0b4dc1e8cf3948dd31b65a936fb6f5fd0aceb2497e964eb1c465ad6

### course id

AAE 773

### course uid

course\_9170dff7ac1117996ce91999

### catalog version id

18884e450f058cd4cacca3c0f8ad0e05e95e9d9b0bb4991d5765b24aa1d6621b

### course number

773

### subjects

* AAE

### title

SEMINAR IN RESOURCE AND ENERGY DEMAND ANALYSIS

### description

Current issues in resource and demand analysis, with presentations by academic researchers and industry professionals, to introduce students to current issues in resource and demand analysis, and to develop their critical thinking about addressing these issues.

### requirements text

Declared in the Resource and Energy Demand Analysis program

### credit offering ids

None recorded.

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

d10179f19a582d693d1a492a60b9d5cfe729ba9224e1d82a16abbda95532836b

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

A seminar introducing current issues in resource and energy demand analysis through presentations by researchers and professionals.

### llm topics

* Resource and energy demand analysis
* Current issues in resource and demand analysis

### llm skills

* Critical thinking regarding resource and demand issues

### llm assumed background

None recorded.

### llm search phrases

* resource demand analysis seminar
* energy demand policy issues
* resource economics critical thinking

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

f23f3828e45913d0591dc65a27721ac76e17c69d98cf39e14b7182aed701a89c

#### course id

AAE 773

#### 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

672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e9285146d8c7e7f90

#### quick take

Recent recorded grades — Spring 2019: 3.93 GPA, 100.0% A/AB (n=15 letter grades); Spring 2020: 4.00 GPA, 100.0% A/AB (n=6 letter grades); Fall 2020: 4.00 GPA, 100.0% A/AB (n=7 letter grades).

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```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

None recorded.

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

```json
[
  {
    "children": [],
    "condition": "Declared in the Resource and Energy Demand Analysis program",
    "course": null,
    "evidence": "Declared in the Resource and Energy Demand Analysis program",
    "id": "n0",
    "kind": "condition"
  }
]
```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

None recorded.

### offerings

None recorded.

### sections

None recorded.

### grade instructors

```json
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      "sections": 4
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    "instructor_url": "/instructors/JUSTIN_MARGOLIES--instructor_c2eefbb7909b93c10acece45"
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    "source_instructor_id": "2600381",
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    "name": "ROBERT W PROVENCHER",
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```

### grades

```json
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    "course_uid": "course_9170dff7ac1117996ce91999",
    "term_id": "1212",
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      "ROBERT W PROVENCHER"
    ],
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]
```

### statistics

#### gpa

3.705

#### graded

112

#### counts

* 64
* 32
* 14
* 2
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_9170dff7ac1117996ce91999-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_9170dff7ac1117996ce91999-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_9170dff7ac1117996ce91999-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_9170dff7ac1117996ce91999-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_9170dff7ac1117996ce91999-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_9170dff7ac1117996ce91999-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.705357142857143

#### count

112

#### university

##### size

3598

##### gpa Percentile

50

##### count Percentile

48

##### median Count

116

##### 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 | 10    | false   |
| 2.8–3.2 | 331   | false   |
| 3.2–3.6 | 1047  | false   |
| 3.6–4.0 | 2209  | true    |

#### departments

```json
[
  {
    "subject": "AAE",
    "comparison": {
      "size": 40,
      "gpaPercentile": 77,
      "countPercentile": 51,
      "medianCount": 106.5,
      "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": 5,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 21,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 14,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1164

##### term

1164

##### gpa

3.638888888888889

##### count

18

##### departments

| subject | comparison |
| ------- | ---------- |
| AAE     |            |

#### 1174

##### term

1174

##### gpa

3.6

##### count

10

##### departments

| subject | comparison |
| ------- | ---------- |
| AAE     |            |

#### 1182

##### term

1182

##### gpa

3.4210526315789473

##### count

19

##### departments

| subject | comparison |
| ------- | ---------- |
| AAE     |            |

#### 1184

##### term

1184

##### gpa

3.5

##### count

18

##### departments

| subject | comparison |
| ------- | ---------- |
| AAE     |            |

#### 1192

##### term

1192

##### gpa

3.9210526315789473

##### count

19

##### departments

| subject | comparison |
| ------- | ---------- |
| AAE     |            |

#### 1194

##### term

1194

##### gpa

3.933333333333333

##### count

15

##### departments

| subject | comparison |
| ------- | ---------- |
| AAE     |            |

#### 1204

##### term

1204

##### gpa

4

##### count

6

##### departments

| subject | comparison |
| ------- | ---------- |
| AAE     |            |

#### 1212

##### term

1212

##### gpa

4

##### count

7

##### departments

| subject | comparison |
| ------- | ---------- |
| AAE     |            |

### benchmarks

#### all

##### school

###### size

3598

###### gpa

3.6444272635051265

###### top Share

80.92288967097194

###### count

116

##### AAE

###### size

40

###### gpa

3.4961591678196933

###### top Share

73.3244950736889

###### count

106.5

#### terms

##### 1164

###### school

###### size

965

###### gpa

3.46491230798535

###### top Share

69.92376287143657

###### count

68

###### AAE

###### size

10

###### gpa

3.140448646484561

###### top Share

53.96153561619273

###### count

57

##### 1174

###### school

###### size

955

###### gpa

3.4597947384071412

###### top Share

69.5290038366363

###### count

69

##### 1182

###### school

###### size

1025

###### gpa

3.474159360325319

###### top Share

70.34861441764347

###### count

69

###### AAE

###### size

11

###### gpa

3.194011829740494

###### top Share

54.43346092492995

###### count

60

##### 1184

###### school

###### size

1010

###### gpa

3.47925290354517

###### top Share

70.86270937115944

###### count

68

###### AAE

###### size

10

###### gpa

3.4272635428064278

###### top Share

68.61136446457513

###### count

53.5

##### 1192

###### school

###### size

1077

###### gpa

3.50327634323125

###### top Share

72.44641925727845

###### count

67

###### AAE

###### size

11

###### gpa

3.4014118036114707

###### top Share

69.75126403038601

###### count

49

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

##### 1202

###### school

###### size

1102

###### gpa

3.5102605987403313

###### top Share

72.78244569053733

###### count

68

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

##### 1212

###### school

###### size

1111

###### gpa

3.5856416028074487

###### top Share

77.58926748660845

###### count

68

###### AAE

###### size

10

###### gpa

3.531892672763265

###### top Share

76.19563139551

###### count

45

## instructor Trends

```json
[
  {
    "uid": "instructor_49ecd5cf371d46ed4fb45e0b",
    "name": "BETHANY GLINSMANN",
    "count": 65,
    "terms": [
      {
        "term": "1164",
        "count": 18,
        "sections": 1,
        "gpa": 3.638888888888889
      },
      {
        "term": "1174",
        "count": 10,
        "sections": 1,
        "gpa": 3.6
      },
      {
        "term": "1182",
        "count": 19,
        "sections": 1,
        "gpa": 3.4210526315789473
      },
      {
        "term": "1184",
        "count": 18,
        "sections": 1,
        "gpa": 3.5
      }
    ]
  },
  {
    "uid": "instructor_c2eefbb7909b93c10acece45",
    "name": "JUSTIN MARGOLIES",
    "count": 40,
    "terms": [
      {
        "term": "1192",
        "count": 19,
        "sections": 1,
        "gpa": 3.9210526315789473
      },
      {
        "term": "1194",
        "count": 15,
        "sections": 1,
        "gpa": 3.933333333333333
      },
      {
        "term": "1204",
        "count": 6,
        "sections": 1,
        "gpa": 4
      }
    ]
  },
  {
    "uid": "instructor_a93470fc75ab195616326d18",
    "name": "ROBERT W PROVENCHER",
    "count": 7,
    "terms": [
      {
        "term": "1212",
        "count": 7,
        "sections": 1,
        "gpa": 4
      }
    ]
  }
]
```

## following

None recorded.
