# AAE 706: Applied Risk Analysis | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/AAE_706)

## 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
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* 1172
* 1164
* 1162
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* 1112
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* 1084
* 1082
* 1074
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### 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

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### course id

AAE 706

### course uid

course\_9486ce61e4dd50a0726a1bd1

### catalog version id

fd189cc028133c8817e453e49744c6682cb4eba78b1a3cabdacdd713c6a1dc93

### course number

706

### subjects

* AAE

### title

APPLIED RISK ANALYSIS

### description

Conceptual empirical analysis of economic behavior under risk and its implications for management and policy decisions. Emphasis on economic applications to the agricultural and food sector.

### requirements text

A A E 635and graduate/professional standing

### credit offering ids

None recorded.

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

ac88794d804b6415aca4e5eb51359e930ee3c4a27a33179cc1f929187a15bb87

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

Applied Risk Analysis teaches empirical analysis of economic behavior under risk with applications to agricultural and food sector management and policy.

### llm topics

* Economic behavior under risk
* Management and policy decisions
* Agricultural and food sector applications

### llm skills

* Empirical analysis of economic behavior under risk.
* Applying risk analysis to agricultural and food sector management and policy.

### llm assumed background

* Applied microeconomic theory, duality, optimization, linear algebra, and intermediate microeconomics.

### llm search phrases

* applied risk analysis agricultural economics
* empirical analysis economic behavior risk
* AAE 706 risk management policy
* microeconomic theory duality optimization

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

14152f55a9fe90fb33bf298a04b1e29612678e2b3a783360b9ee19900a788013

#### course id

AAE 706

#### 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: 3.80 GPA, 90.9% A/AB (n=22 letter grades); Spring 2020: 3.67 GPA, 100.0% A/AB (n=24 letter grades); Spring 2023: 4.00 GPA, 100.0% A/AB (n=11 letter grades).

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#### student experience

None recorded.

#### task hash

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#### teaching history

None recorded.

#### term id

1272

#### term name

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#### version

2

### requirements

#### nodes

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#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

None recorded.

### offerings

None recorded.

### sections

None recorded.

### grade instructors

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### grades

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    "instructors": [
      "JEAN-PAUL CHAVAS",
      "YUJI SAIKAI"
    ],
    "a": 15,
    "ab": 5,
    "b": 2,
    "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": 22,
    "source_aliases": [
      "AAE 706"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "AAE 706",
    "course_uid": "course_9486ce61e4dd50a0726a1bd1",
    "term_id": "1204",
    "term_name": "Spring 2020",
    "instructors": [
      "JEAN-PAUL CHAVAS"
    ],
    "a": 8,
    "ab": 16,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 25,
    "source_aliases": [
      "AAE 706"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "AAE 706",
    "course_uid": "course_9486ce61e4dd50a0726a1bd1",
    "term_id": "1234",
    "term_name": "Spring 2023",
    "instructors": [
      "THOMAS RUTHERFORD"
    ],
    "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": [
      "AAE 706"
    ]
  }
]
```

### statistics

#### gpa

3.754

#### graded

116

#### counts

* 73
* 35
* 7
* 0
* 0
* 0
* 1

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_9486ce61e4dd50a0726a1bd1-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_9486ce61e4dd50a0726a1bd1-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_9486ce61e4dd50a0726a1bd1-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_9486ce61e4dd50a0726a1bd1-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_9486ce61e4dd50a0726a1bd1-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_9486ce61e4dd50a0726a1bd1-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.7543103448275863

#### count

116

#### university

##### size

3593

##### gpa Percentile

60

##### count Percentile

53

##### median Count

107

##### 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 | 357   | false   |
| 3.2–3.6 | 1131  | false   |
| 3.6–4.0 | 2091  | true    |

#### departments

```json
[
  {
    "subject": "AAE",
    "comparison": {
      "size": 35,
      "gpaPercentile": 82,
      "countPercentile": 56,
      "medianCount": 88,
      "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": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 5,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 18,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 11,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1092

##### term

1092

##### gpa

3.7857142857142856

##### count

14

##### departments

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

#### 1112

##### term

1112

##### gpa

3.5

##### count

16

##### departments

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

#### 1134

##### term

1134

##### gpa

3.875

##### count

8

##### departments

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

#### 1162

##### term

1162

##### gpa

3.8076923076923075

##### count

13

##### departments

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

#### 1182

##### term

1182

##### gpa

3.8125

##### count

8

##### departments

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

#### 1194

##### term

1194

##### gpa

3.7954545454545454

##### count

22

##### departments

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

#### 1204

##### term

1204

##### gpa

3.6666666666666665

##### count

24

##### departments

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

#### 1234

##### term

1234

##### gpa

4

##### count

11

##### departments

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

### benchmarks

#### all

##### school

###### size

3593

###### gpa

3.6219648145335888

###### top Share

79.53777070666445

###### count

107

##### AAE

###### size

35

###### gpa

3.481038975005196

###### top Share

71.65253234375028

###### count

88

#### terms

##### 1072

###### school

###### size

723

###### gpa

3.344595727439471

###### top Share

62.012941427864526

###### count

67

##### 1092

###### school

###### size

732

###### gpa

3.374660709520374

###### top Share

63.690339324346596

###### count

70

##### 1112

###### school

###### size

805

###### gpa

3.3737773184830386

###### top Share

63.91039244872789

###### count

66

##### 1134

###### school

###### size

852

###### gpa

3.4138934207568203

###### top Share

66.35946578182744

###### count

66

##### 1162

###### school

###### size

954

###### gpa

3.43726781345039

###### top Share

68.05645304987395

###### count

64.5

##### 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

##### 1194

###### school

###### size

1040

###### gpa

3.4906527436719808

###### top Share

71.74728845515045

###### count

67

##### 1204

###### school

###### size

1012

###### gpa

3.703747431523761

###### top Share

84.59811226304916

###### count

65.5

##### 1234

###### school

###### size

1188

###### gpa

3.5799441677552393

###### top Share

77.18256448537606

###### count

65

###### AAE

###### size

10

###### gpa

3.5018079038687

###### top Share

73.8733938179871

###### count

42.5

## instructor Trends

```json
[
  {
    "uid": "instructor_cdd5f30cbe928bb6429fcb49",
    "name": "JEAN-PAUL CHAVAS",
    "count": 105,
    "terms": [
      {
        "term": "1092",
        "count": 14,
        "sections": 1,
        "gpa": 3.7857142857142856
      },
      {
        "term": "1112",
        "count": 16,
        "sections": 1,
        "gpa": 3.5
      },
      {
        "term": "1134",
        "count": 8,
        "sections": 1,
        "gpa": 3.875
      },
      {
        "term": "1162",
        "count": 13,
        "sections": 1,
        "gpa": 3.8076923076923075
      },
      {
        "term": "1182",
        "count": 8,
        "sections": 1,
        "gpa": 3.8125
      },
      {
        "term": "1194",
        "count": 22,
        "sections": 1,
        "gpa": 3.7954545454545454
      },
      {
        "term": "1204",
        "count": 24,
        "sections": 1,
        "gpa": 3.6666666666666665
      }
    ]
  },
  {
    "uid": "instructor_82d3d5e5cef749d246187984",
    "name": "YUJI SAIKAI",
    "count": 22,
    "terms": [
      {
        "term": "1194",
        "count": 22,
        "sections": 1,
        "gpa": 3.7954545454545454
      }
    ]
  },
  {
    "uid": "instructor_69d654b959e9cbce04a965a5",
    "name": "THOMAS RUTHERFORD",
    "count": 11,
    "terms": [
      {
        "term": "1234",
        "count": 11,
        "sections": 1,
        "gpa": 4
      }
    ]
  }
]
```

## following

None recorded.
