# AAE 705: Applied Microeconomics | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/AAE_705)

## 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
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* 1242
* 1234
* 1232
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* 1222
* 1212
* 1204
* 1202
* 1194
* 1192
* 1184
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* 1172
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* 1162
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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

f515333b8f1df51f2a5443189474749a9b16d7b26d2325dd26eafd5d561ca37d

### course id

AAE 705

### course uid

course\_2bd14262255cc7f308973221

### catalog version id

81b4a42d81ffff6b29f963c6231ec85665bfd3ce8857839197900b72a69f6604

### course number

705

### subjects

* AAE

### title

APPLIED MICROECONOMICS

### description

Focuses on developing a conceptual as well as empirical analysis of microeconomic behavior, including production and consumption analysis, technical change, and investment. Emphasizes empirical applications of microeconomics, with implications for efficiency and welfare analysis. Knowledge of statistics such asSTAT/​MATH  309is recommended.

### requirements text

A A E 635and graduate/professional standing

### credit offering ids

None recorded.

### llm job id

enrich-8b774950c2b6adfdc46d1b82

### llm output id

3b272d2e13a0cea924e937701b908f0eb1241917ab9881c2282aa344e746e32f

### llm model

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

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

Applied Microeconomics focuses on empirical analysis of microeconomic behavior, production, consumption, and welfare implications.

### llm topics

* Production and consumption analysis
* Technical change and investment
* Efficiency and welfare analysis

### llm skills

* Conceptual and empirical analysis of microeconomic behavior
* Empirical applications for efficiency and welfare analysis

### llm assumed background

* Applied microeconomic theory, duality, optimization, and prerequisite mathematics/economics
* Probability and mathematical statistics

### llm search phrases

* applied microeconomics empirical analysis
* AAE 705 microeconomic behavior efficiency welfare
* graduate applied microeconomics statistics

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

5de25c4a003b8ada368ff0e4cb9f103663158ed222ef11423b58c978661f0579

#### course id

AAE 705

#### current instructors

None recorded.

#### difficulty workload

Historical reviews of Guanming Shi: Reviewers report high difficulty due to a lack of sample exams or review sessions for the final, with the instructor refusing to provide study materials.

```json
{
  "citations": [
    {
      "instructor_name": "Guanming Shi",
      "review_date": "2020-12-09 00:06:56 +0000 UTC",
      "review_id": "0b877ee940b9bfc426c4c2b3",
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      "source_review_id": "UmF0aW5nLTMzOTkyMTU2",
      "source_url": "https://www.ratemyprofessors.com/professor/2520976",
      "type": "review"
    },
    {
      "instructor_name": "Guanming Shi",
      "review_date": "2020-12-09 00:08:11 +0000 UTC",
      "review_id": "a3a01d50bedd71d51bd039eb",
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      "source_review_id": "UmF0aW5nLTMzOTkyMTc3",
      "source_url": "https://www.ratemyprofessors.com/professor/2520976",
      "type": "review"
    }
  ]
}
```

#### errors

None recorded.

#### historical context

Historical reviews of Guanming Shi: Guanming Shi receives polarized reviews, with some calling her a nice professor while others describe her lectures as a mess. Students report that her slides are poorly organized and lack clear structure. Additionally, she reportedly refuses to provide sample exams or review sessions for finals.

```json
{
  "citations": [
    {
      "instructor_name": "Guanming Shi",
      "review_date": "2020-12-09 00:06:56 +0000 UTC",
      "review_id": "0b877ee940b9bfc426c4c2b3",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2520976",
      "source_review_id": "UmF0aW5nLTMzOTkyMTU2",
      "source_url": "https://www.ratemyprofessors.com/professor/2520976",
      "type": "review"
    },
    {
      "instructor_name": "Guanming Shi",
      "review_date": "2020-12-09 00:08:11 +0000 UTC",
      "review_id": "a3a01d50bedd71d51bd039eb",
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      "source_instructor_id": "rmp:2520976",
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      "type": "review"
    },
    {
      "instructor_name": "Guanming Shi",
      "review_date": "2021-08-18 05:13:44 +0000 UTC",
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    },
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      "review_date": "2022-09-24 17:03:43 +0000 UTC",
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```

#### offered

false

#### profile hash

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#### quick take

Historical reviews of Guanming Shi: Guanming Shi's teaching is polarizing, with reviews describing her lectures as poorly organized and the course as a mess, while one student found her nice provided they read all notes.

```json
{
  "citations": [
    {
      "instructor_name": "Guanming Shi",
      "review_date": "2020-12-09 00:06:56 +0000 UTC",
      "review_id": "0b877ee940b9bfc426c4c2b3",
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    {
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      "source_instructor_id": "rmp:2520976",
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      "source_url": "https://www.ratemyprofessors.com/professor/2520976",
      "type": "review"
    },
    {
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      "review_date": "2022-09-24 17:03:43 +0000 UTC",
      "review_id": "8ec26aaa1d0d34b80102c03b",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2520976",
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      "source_url": "https://www.ratemyprofessors.com/professor/2520976",
      "type": "review"
    }
  ]
}
```

Recent recorded grades — Spring 2011: 3.83 GPA, 100.0% A/AB (n=6 letter grades); Spring 2012: 3.85 GPA, 100.0% A/AB (n=10 letter grades); Fall 2020: 3.58 GPA, 84.6% A/AB (n=13 letter grades).

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```

#### student experience

Historical reviews of Guanming Shi: Students found the lecture slides poorly organized and lacking structure, though one reviewer noted that reading all lecture notes was sufficient for success.

```json
{
  "citations": [
    {
      "instructor_name": "Guanming Shi",
      "review_date": "2020-12-09 00:06:56 +0000 UTC",
      "review_id": "0b877ee940b9bfc426c4c2b3",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2520976",
      "source_review_id": "UmF0aW5nLTMzOTkyMTU2",
      "source_url": "https://www.ratemyprofessors.com/professor/2520976",
      "type": "review"
    },
    {
      "instructor_name": "Guanming Shi",
      "review_date": "2021-08-18 05:13:44 +0000 UTC",
      "review_id": "f2188e5fc53a905915f9fae9",
      "run_id": "20260907T155543-ce3781c4",
      "source_instructor_id": "rmp:2520976",
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      "source_url": "https://www.ratemyprofessors.com/professor/2520976",
      "type": "review"
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  ]
}
```

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

None recorded.

#### term id

1272

#### term name

2026 Fall

#### 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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    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "grade_statistics": {
      "gpa": 3.454,
      "graded": 525,
      "counts": [
        182,
        170,
        130,
        31,
        11,
        1,
        0
      ],
      "sections": 85
    },
    "instructor_url": "/instructors/SHI_GUANMING"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "AAE 705",
    "course_uid": "course_2bd14262255cc7f308973221",
    "term_id": "1084",
    "term_name": "Spring 2008",
    "instructors": [
      "BRENT HUETH"
    ],
    "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": [
      "AAE 705"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "AAE 705",
    "course_uid": "course_2bd14262255cc7f308973221",
    "term_id": "1114",
    "term_name": "Spring 2011",
    "instructors": [
      "JEAN-PAUL CHAVAS"
    ],
    "a": 4,
    "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": 6,
    "source_aliases": [
      "AAE 705"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "AAE 705",
    "course_uid": "course_2bd14262255cc7f308973221",
    "term_id": "1124",
    "term_name": "Spring 2012",
    "instructors": [
      "JEAN-PAUL CHAVAS"
    ],
    "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": [
      "AAE 705"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "AAE 705",
    "course_uid": "course_2bd14262255cc7f308973221",
    "term_id": "1212",
    "term_name": "Fall 2020",
    "instructors": [
      "SHI GUANMING"
    ],
    "a": 7,
    "ab": 4,
    "b": 0,
    "bc": 1,
    "c": 1,
    "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": 14,
    "source_aliases": [
      "AAE 705"
    ]
  }
]
```

### statistics

#### gpa

3.724

#### graded

29

#### counts

* 18
* 9
* 0
* 1
* 1
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_2bd14262255cc7f308973221-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_2bd14262255cc7f308973221-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_2bd14262255cc7f308973221-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_2bd14262255cc7f308973221-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_2bd14262255cc7f308973221-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_2bd14262255cc7f308973221-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_2bd14262255cc7f308973221-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_2bd14262255cc7f308973221-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.7241379310344827

#### count

29

#### departments

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

### terms

#### 1114

##### term

1114

##### gpa

3.8333333333333335

##### count

6

##### departments

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

#### 1124

##### term

1124

##### gpa

3.85

##### count

10

##### departments

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

#### 1212

##### term

1212

##### gpa

3.576923076923077

##### count

13

##### departments

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

### benchmarks

#### all

##### school

###### size

2222

###### gpa

3.5552717958180646

###### top Share

75.45134012744738

###### count

84

##### AAE

###### size

18

###### gpa

3.309863794977834

###### top Share

62.29542182791766

###### count

83

#### terms

##### 1084

###### school

###### size

720

###### gpa

3.3670742938849725

###### top Share

63.42064564712246

###### count

70

##### 1114

###### school

###### size

804

###### gpa

3.3696004653806844

###### top Share

64.0389334741844

###### count

68

##### 1124

###### school

###### size

821

###### gpa

3.406589342026613

###### top Share

66.35774230127205

###### count

67

##### 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_cdd5f30cbe928bb6429fcb49",
    "name": "JEAN-PAUL CHAVAS",
    "count": 16,
    "terms": [
      {
        "term": "1114",
        "count": 6,
        "sections": 1,
        "gpa": 3.8333333333333335
      },
      {
        "term": "1124",
        "count": 10,
        "sections": 1,
        "gpa": 3.85
      }
    ]
  },
  {
    "uid": "instructor_475d34dfa303d97dd29eb771",
    "name": "SHI GUANMING",
    "count": 13,
    "terms": [
      {
        "term": "1212",
        "count": 13,
        "sections": 1,
        "gpa": 3.576923076923077
      }
    ]
  }
]
```

## following

None recorded.
