# AAE 772: Applied Econometrics of Resource and Energy Demand | UW–Madison [View on UW Courses](https://uwcourses.com/courses/AAE_772) ## 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 5975a3975998a4bd5177b85fcd222f73bbeab1f184ef211b28f03af2224a5800 ### course id AAE 772 ### course uid course\_91cb9bef8538b88c95868e06 ### catalog version id 3adef02e20971c9bbc48d9d687413f070ccef94c777a9d565e0430ceda2a0d7a ### course number 772 ### subjects * AAE ### title APPLIED ECONOMETRICS OF RESOURCE AND ENERGY DEMAND ### description The estimation of the economic models of resource and energy demand, including evaluation of energy and resource programs, estimating demand systems in the study of dynamic pricing models, estimating discrete choice models, forecasting resource and energy demand from econometric models, and topics in the application of big-data analytics in resource and energy demand analysis. ### requirements text A A E 636and declared in Agricultural Applied Economics: Resource and Energy Demand Analysis ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id d61f65566ed2c586def836b8449e0649f654e0d64c26153202481d2f55fb7395 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Applied econometrics for estimating and forecasting resource and energy demand using advanced statistical models. ### llm topics * Evaluation of energy and resource programs * Big-data analytics in resource and energy demand ### llm skills * Estimating economic models for resource and energy demand * Estimating demand systems for dynamic pricing * Estimating discrete choice models * Forecasting demand using econometric models * Applying big-data analytics to demand analysis ### llm assumed background * Statistical foundation and regression analysis ### llm search phrases * econometric modeling * resource demand estimation * energy economics * discrete choice models * dynamic pricing * big-data analytics economics ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash f1d8552ec155f75c2b2f7592901bda4f8a3dfdf9a6c6b5c6651042bc50cdfb65 #### course id AAE 772 #### 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: 3.57 GPA, 71.4% A/AB (n=28 letter grades); Spring 2020: 3.63 GPA, 78.3% A/AB (n=23 letter grades); Spring 2022: 3.45 GPA, 70.0% A/AB (n=10 letter grades). ```json { "citations": [ { "course_id": "AAE 772", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "834b6c33-56c9-31ca-bc69-ffc481cd32cd", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "AAE 772", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "834b6c33-56c9-31ca-bc69-ffc481cd32cd", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "AAE 772", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "834b6c33-56c9-31ca-bc69-ffc481cd32cd", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1224", "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": [], "condition": "declared in Agricultural Applied Economics: Resource and Energy Demand Analysis", "course": null, "evidence": "declared in Agricultural Applied Economics: Resource and Energy Demand Analysis", "id": "n1", "kind": "condition" }, { "children": [], "condition": null, "course": { "course_number": 636, "minimum_grade": null, "subjects": [ "AAE" ], "timing": "prior" }, "evidence": "A A E 636", "id": "n2", "kind": "course" }, { "children": [ "n1", "n2" ], "condition": null, "course": null, "evidence": "A A E 636and declared in Agricultural Applied Economics: Resource and Energy Demand Analysis", "id": "n0", "kind": "all" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_a93470fc75ab195616326d18", "source": "madgrades", "source_instructor_id": "2600381", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ROBERT W PROVENCHER", "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": 3.112, "graded": 1791, "counts": [ 487, 357, 461, 225, 190, 51, 20 ], "sections": 63 }, "instructor_url": "/instructors/ROBERT_W_PROVENCHER--instructor_a93470fc75ab195616326d18" }, { "instructor_uid": "instructor_343a71bf3d82e8ca0462553a", "source": "madgrades", "source_instructor_id": "4196338", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PRIYA MUKHERJEE", "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": 13, "quality": 2.85, "difficulty": 2.54, "quality_count": 13, "difficulty_count": 13, "profile_id": "rmp:2677903", "source_url": "https://www.ratemyprofessors.com/professor/2677903", "match_basis": "exact_name", "observed_at": "2026-09-07 16:11:38.595142+00:00", "courses": { "course_99c0af63a88052317974a272": { "review_count": 12, "quality": 2.67, "difficulty": 2.5, "quality_count": 12, "difficulty_count": 12 } }, "bayesian_quality": 3.3407186566949068, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.526, "graded": 915, "counts": [ 402, 284, 151, 55, 13, 8, 2 ], "sections": 19 }, "instructor_url": "/instructors/PRIYA_MUKHERJEE--instructor_343a71bf3d82e8ca0462553a" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "AAE 772", "course_uid": "course_91cb9bef8538b88c95868e06", "term_id": "1164", "term_name": "Spring 2016", "instructors": [ "ROBERT W PROVENCHER" ], "a": 13, "ab": 5, "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": [ "AAE 772" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "AAE 772", "course_uid": "course_91cb9bef8538b88c95868e06", "term_id": "1174", "term_name": "Spring 2017", "instructors": [ "ROBERT W PROVENCHER" ], "a": 4, "ab": 3, "b": 1, "bc": 2, "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 772" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "AAE 772", "course_uid": "course_91cb9bef8538b88c95868e06", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "ROBERT W PROVENCHER" ], "a": 3, "ab": 6, "b": 4, "bc": 1, "c": 1, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 16, "source_aliases": [ "AAE 772" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "AAE 772", "course_uid": "course_91cb9bef8538b88c95868e06", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "ROBERT W PROVENCHER" ], "a": 14, "ab": 6, "b": 6, "bc": 2, "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": 28, "source_aliases": [ "AAE 772" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "AAE 772", "course_uid": "course_91cb9bef8538b88c95868e06", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "ROBERT W PROVENCHER" ], "a": 11, "ab": 7, "b": 5, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 3, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 26, "source_aliases": [ "AAE 772" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "AAE 772", "course_uid": "course_91cb9bef8538b88c95868e06", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Priya Mukherjee" ], "a": 6, "ab": 1, "b": 1, "bc": 0, "c": 2, "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 772" ] } ] ``` ### statistics #### gpa 3.572 #### graded 104 #### counts * 51 * 28 * 17 * 5 * 3 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_91cb9bef8538b88c95868e06-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_91cb9bef8538b88c95868e06-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_91cb9bef8538b88c95868e06-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_91cb9bef8538b88c95868e06-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_91cb9bef8538b88c95868e06-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_91cb9bef8538b88c95868e06-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.5721153846153846 #### count 104 #### university ##### size 2704 ##### gpa Percentile 36 ##### count Percentile 47 ##### median Count 113 ##### 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 | 17 | false | | 2.8–3.2 | 250 | false | | 3.2–3.6 | 773 | true | | 3.6–4.0 | 1664 | false | #### departments ```json [ { "subject": "AAE", "comparison": { "size": 29, "gpaPercentile": 54, "countPercentile": 61, "medianCount": 68, "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": 3, "current": false }, { "range": "3.2–3.6", "count": 14, "current": true }, { "range": "3.6–4.0", "count": 11, "current": false } ] } } ] ``` ### terms #### 1164 ##### term 1164 ##### gpa 3.861111111111111 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | AAE | | #### 1174 ##### term 1174 ##### gpa 3.45 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | AAE | | #### 1184 ##### term 1184 ##### gpa 3.3 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | AAE | | #### 1194 ##### term 1194 ##### gpa 3.5714285714285716 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | AAE | | #### 1204 ##### term 1204 ##### gpa 3.630434782608696 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | AAE | | #### 1224 ##### term 1224 ##### gpa 3.45 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | AAE | | ### benchmarks #### all ##### school ###### size 2704 ###### gpa 3.6447327417221547 ###### top Share 81.04867882426467 ###### count 113 ##### AAE ###### size 29 ###### gpa 3.5014039086634443 ###### top Share 74.55988244500632 ###### count 68 #### 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 ##### 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 ##### 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 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ## instructor Trends ```json [ { "uid": "instructor_a93470fc75ab195616326d18", "name": "ROBERT W PROVENCHER", "count": 94, "terms": [ { "term": "1164", "count": 18, "sections": 1, "gpa": 3.861111111111111 }, { "term": "1174", "count": 10, "sections": 1, "gpa": 3.45 }, { "term": "1184", "count": 15, "sections": 1, "gpa": 3.3 }, { "term": "1194", "count": 28, "sections": 1, "gpa": 3.5714285714285716 }, { "term": "1204", "count": 23, "sections": 1, "gpa": 3.630434782608696 } ] }, { "uid": "instructor_343a71bf3d82e8ca0462553a", "name": "PRIYA MUKHERJEE", "count": 10, "terms": [ { "term": "1224", "count": 10, "sections": 1, "gpa": 3.45 } ] } ] ``` ## following | code | title | | ------- | --------------------------------------------------- | | AAE 776 | PRACTICUM IN RESOURCE AND ENERGY DEMAND ANALYSIS II |