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20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | c15d139e30cc3ed02aea8441d8e469cbefbe9182ea70c5ca502ed2e6c11dbf0e | AAE 101 | course_5c5ae07a5f24f067e58f4cdd | 696a2338505155da9264367667f334c405eca2e74aab65f84646419db4fd34ba | 101 | [
"AAE"
] | INTRODUCTION TO AGRICULTURAL AND APPLIED ECONOMICS | Introduction to economic ways of thinking about a wide range of problems and issues. Topics include consumption, production, prices, markets, finance, trade, pollution, growth, farms, taxes, and development. | Satisfied Quantitative Reasoning (QR) A | 4 | 4 | [
"1272:108:000329"
] | enrich-03fec27af95860a0bfdd385b | 1b202a399cdc9dd53c1530e0de6f41e86521bc2e167e034fab3b094a50e573a7 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | Introduction to Agricultural and Applied Economics teaches economic ways of thinking about problems and issues. | [
"Consumption, production, prices, markets, finance, trade, pollution, growth, farms, taxes, and development"
] | [
"Economic ways of thinking"
] | [] | [
"agricultural economics introduction",
"microeconomics principles agriculture",
"QR A quantitative reasoning",
"economic thinking problems"
] | valid | {"nodes":[{"children":[],"condition":"Satisfied Quantitative Reasoning (QR) A","course":null,"evidence":"Satisfied Quantitative Reasoning (QR) A","id":"n0","kind":"condition"}],"notes":[],"root":"n0","status":"parsed"} | valid | {"context_hash":"03fb55c83c92e2c811d7ca2583f4cbd5689dfed73d0ee26f86babd9ad82ac2a5","course_id":"AAE 101","current_instructors":[{"instructor_uid":"instructor_c7c0eac4ddbc4e4d963fc322","message":"No course-specific reviews available","name":"Kevin Roth","review_status":"no_course_reviews","rmp_instructor_id":null,"summa... | valid | {"status":"supported","themes":[{"aspect":"teaching_clarity","evidence":[{"comment":"She is super nice and always willing to help. I thought the class was well structured and interesting.","course_id":"AAE 101","date":"2025-12-17 15:09:13 +0000 UTC","difficulty_rating":2,"id":"45ae9068bb678198da65ef81","instructor_id":... |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | bdd92ddcf9e7af2be37ad83b29c991fc117a07c2286829c914d029cfb003e027 | AAE 220 | course_2674d8021b6839692998d5e7 | 54b1bc4805f47bf2cee7aa63044908b84261722e4c83309e184d883ea75bc52b | 220 | [
"AAE"
] | FOOD BUSINESS CONSULTING | Collaborate with a multidisciplinary team to provide strategic recommendations to a food business client on a real-world issue. Explore critical business, economic, marketing, and management challenges that food businesses encounter. Summarize project results and develop actionable solutions for client and industry sta... | Consent of instructor | 3 | 3 | [
"1272:108:027330"
] | enrich-8b774950c2b6adfdc46d1b82 | 6998636350746325195c45f7dd59bc58705545bf25685e42d46dd1af336424f6 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | AAE 220 Food Business Consulting teaches students to collaborate in teams to provide strategic recommendations and actionable solutions for real-world food business client issues. | [
"Business, economic, marketing, and management challenges in food businesses"
] | [
"Multidisciplinary team collaboration",
"Strategic recommendation development",
"Project result summarization",
"Actionable solution development"
] | [] | [
"food business consulting",
"multidisciplinary team project",
"strategic recommendations food client",
"business economic marketing management food"
] | valid | {"nodes":[{"children":[],"condition":"Consent of instructor","course":null,"evidence":"Consent of instructor","id":"n0","kind":"condition"}],"notes":[],"root":"n0","status":"parsed"} | valid | {"context_hash":"3722e8db0a671caeee229ef370d033bda88bb428d0d683fe5d9821b4dfd11f2b","course_id":"AAE 220","current_instructors":[{"instructor_uid":"instructor_8eb83acdf2bc3230b1490011","message":"No course-specific reviews available","name":"Jeremy Beach","review_status":"no_course_reviews","rmp_instructor_id":"rmp:3141... | insufficient_evidence | null |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | 5918045a74c71fcdd201c05457401ffe10090a2035857e3d85c887026b563a1c | AAE 246 | course_9aef0857964ff0beeddeae13 | 677d4b6041533e03d01d59230f39a6fac19e98ca2a99152521b2fff66d0fa370 | 246 | [
"AAE"
] | CLIMATE CHANGE ECONOMICS AND POLICY | Climate change and the role of applied economics in related policy analysis and research. Economics of mitigation, adaptation and geo-engineering; integrated assessment; environmental implications of energy use; climate change impacts on land use. Use of economic analysis and modeling for public policy design. | None | null | null | [] | enrich-8b774950c2b6adfdc46d1b82 | def98b37a7414e0b4665324076996db1dd955d09d9d816b0b24c745ba60b16b4 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | Covers the role of applied economics in climate change policy analysis, research, and modeling. | [
"Economics of mitigation, adaptation, and geo-engineering",
"Integrated assessment",
"Environmental implications of energy use",
"Climate change impacts on land use"
] | [
"Applying economic analysis and modeling to public policy design"
] | [] | [
"climate change economics policy",
"applied economics environmental policy",
"mitigation adaptation geo-engineering economics",
"integrated assessment models policy",
"energy use environmental implications"
] | valid | {"nodes":[{"children":[],"condition":"None","course":null,"evidence":"None","id":"source_requirements","kind":"condition"}],"notes":["Display fallback using original requirements text; not an LLM-parsed rule."],"root":"source_requirements","status":"needs_review"} | valid | {"context_hash":"44b4cb489af01e39f2e26d847cf0e612a81c388596374873f827e39619ebb772","course_id":"AAE 246","current_instructors":[],"difficulty_workload":[{"citations":[{"instructor_name":"Corbett Grainger","review_date":"2017-01-25 20:43:39 +0000 UTC","review_id":"5da45ac6a11887d051124e86","run_id":"20260907T155543-ce37... | valid | {"status":"supported","themes":[{"aspect":"teaching_clarity","evidence":[{"comment":"Great class!","course_id":"AAE 246","date":"2013-11-06 10:37:02 +0000 UTC","difficulty_rating":3,"id":"5353ff56983844c851a0b7b5","instructor_id":"rmp:1816941","instructor_name":"Thomas Rutherford","quality_rating":5,"source_review_id":... |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | f99dca9a2a69b616c4532ad372c6a46b7b88f42be2677576ac994a0ecfe09d86 | AAE 250 | course_d705da92fe776d42656456de | 0f8642f87131bcdf4a79ef3d5df27618b2e8f986e154e28e48afb5aa1c21eb53 | 250 | [
"AAE"
] | TRADING FUTURES IN COMMODITY MARKETS | Introduction to the engaging world of commodity futures trading. Learn to analyze market trends and make informed trading decisions using both fundamental and technical analysis techniques. Hands-on experience with real world platforms. Develop the skills needed to excel in the futures market. | A A E 101(215 prior to Fall 2024),ECON 101, or111 | null | null | [] | enrich-8b774950c2b6adfdc46d1b82 | 92649bfa50eeb4394cbb780d9009ce1d0a0cad6bd78d907f999909154a6f3846 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | Introduction to commodity futures trading, covering market analysis and technical skills | [
"Commodity futures markets",
"Fundamental and technical analysis"
] | [
"Market trend analysis and trading decision making",
"Practical trading platform usage"
] | [
"Foundational economics principles and market analysis",
"Quantitative reasoning and mathematical placement"
] | [
"commodity futures trading",
"agricultural economics",
"market analysis",
"ECON 101 prerequisite",
"AAE 250 trading"
] | valid | {"nodes":[{"children":["req_aae101","req_econ101","req_econ111"],"condition":null,"course":null,"evidence":"A A E 101(215 prior to Fall 2024),ECON 101, or111","id":"req_root","kind":"any"},{"children":["req_aae101_course","req_215_condition"],"condition":null,"course":null,"evidence":"A A E 101(215 prior to Fall 2024)"... | valid | {"context_hash":"928ea5400a2990b5936439ef8f0c50360f7f4a8fdcd971245fdda47ffb9f9aa3","course_id":"AAE 250","current_instructors":[],"difficulty_workload":[],"errors":[],"historical_context":[],"message":"No course-specific reviews available","offered":false,"profile_hash":"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e... | insufficient_evidence | null |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | 6a53dfff450ad6ae0d95251b36cdcd321e5500e9b1e54f94072e25f08f6d9468 | AAE 267 | course_2c642459c9fbe67ae0607b14 | 92cdd820b8361f5d09e754a61fab1dc2f3b4ff6ca15bb739050d474ab735f310 | 267 | [
"AAE"
] | CAREER DEVELOPMENT FOR AAE & ABM MAJORS | Career and professional development geared toward the field of agricultural and applied economics or agricultural business management. Topics include resumes, cover letters, interviewing skills, internship and job applications, writing, career exploration, and networking. Panelists include faculty, alumni, and employer... | Sophomore standing and declared in Agricultural and Applied Economics or Agricultural Business Management BS | 1 | 1 | [
"1272:108:026266"
] | enrich-8b774950c2b6adfdc46d1b82 | dbc10de4dc5e1f5afc23f5c862b1a07736200f3e0ce0ae5c18e854221671c004 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | Career development course for Agricultural and Applied Economics and Agricultural Business Management majors focusing on professional skills. | [
"Resume and cover letter writing",
"Interviewing techniques",
"Job and internship application processes",
"Career exploration and networking"
] | [
"Professional communication and career preparation skills"
] | [] | [
"career development agricultural economics",
"professional skills resume interview",
"AAE ABM major requirements"
] | valid | {"nodes":[{"children":["n1","n2"],"condition":null,"course":null,"evidence":"Sophomore standing and declared in Agricultural and Applied Economics or Agricultural Business Management BS","id":"n0","kind":"all"},{"children":[],"condition":"Sophomore standing","course":null,"evidence":"Sophomore standing","id":"n1","kind... | valid | {"context_hash":"9fa21b85c6f0ac8cd1bc951ec4ccae231b21836ab52a15d1bb8a47c6677673f3","course_id":"AAE 267","current_instructors":[{"instructor_uid":"instructor_8eb83acdf2bc3230b1490011","message":"No course-specific reviews available","name":"Jeremy Beach","review_status":"no_course_reviews","rmp_instructor_id":"rmp:3141... | insufficient_evidence | null |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | 32d632d03e3c37c90c0c356b540b79124f9ad7b2ee4411f450caa35fc28f5f78 | AAE 289 | course_c68b18862ab5ca9693642c64 | 33bb97fa90e96777050c8e448010efbc711a335bd8ffbe24c1fc4b4208d083ad | 289 | [
"AAE"
] | HONORS INDEPENDENT STUDY | Research work under direct guidance of an AAE faculty or instructional academic staff member. Students are responsible for arranging the work and credits with the supervising instructor. Intended for students in the CALS Honors Program. | Consent of instructor | null | null | [] | enrich-8b774950c2b6adfdc46d1b82 | 16b3a3bb7e39857f50e73e040f9e578526059ee5860df10ec96e8671dbb01442 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | AAE 289 is an honors independent study allowing CALS Honors students to conduct research under faculty supervision. | [
"Research work"
] | [
"Conducting research under faculty guidance"
] | [
"Honors Program standing"
] | [
"AAE honors independent study",
"CALS Honors Program research",
"AAE faculty supervised study"
] | valid | {"nodes":[{"children":[],"condition":"Consent of instructor","course":null,"evidence":"Consent of instructor","id":"n0","kind":"condition"}],"notes":[],"root":"n0","status":"parsed"} | valid | {"context_hash":"612bdb63421c277437a913582d963062c0cf9121993d3257384b2266bc164c69","course_id":"AAE 289","current_instructors":[],"difficulty_workload":[],"errors":[],"historical_context":[],"message":"No course-specific reviews available","offered":false,"profile_hash":"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e... | insufficient_evidence | null |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | 5b23cd8388b312805c3e272e17f24074fdc6b5c376da1ac9a9b4e8d0af09ed53 | AAE 299 | course_d61549fa115936d00771ee96 | d38a9e167ce90a6171de57544596b3b9de9bcb0063dbe243d118e4c18b8c8b10 | 299 | [
"AAE"
] | INDEPENDENT STUDY | Research work under direct guidance of a faculty or instructional academic staff member. Students are responsible for arranging the work and credits with the supervising instructor. | Consent of instructor | 1 | 3 | [
"1272:108:000331"
] | enrich-8b774950c2b6adfdc46d1b82 | 00830f3a7d56a4abe78975d34875b18e5921aec9302508284f96730a7c423eb8 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | AAE 299 is an independent study course where students conduct research under faculty guidance. | [] | [] | [] | [
"AAE independent study research",
"AAE 299 faculty guidance",
"undergraduate research AAE"
] | valid | {"nodes":[{"children":[],"condition":"Consent of instructor","course":null,"evidence":"Consent of instructor","id":"n0","kind":"condition"}],"notes":[],"root":"n0","status":"parsed"} | valid | {"context_hash":"903de7fad5412f4cd735ea64491c7c141d87a9821f28f8995bd350a2b40872f1","course_id":"AAE 299","current_instructors":[{"instructor_uid":"instructor_8eb83acdf2bc3230b1490011","message":"No course-specific reviews available","name":"Jeremy Beach","review_status":"no_course_reviews","rmp_instructor_id":"rmp:3141... | insufficient_evidence | null |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | 4e1de329444ccabfaafa06a45d7ea1d27ce64683d366caefe802d2fd33e61c16 | AAE 319 | course_aa4800f678888b9a577cfeb9 | e842161f41794e35b35cb0876cab378d69a0a1bffdb32f099e832452ea6d1b59 | 319 | [
"AAE"
] | THE INTERNATIONAL AGRICULTURAL ECONOMY | The nature of trade in agricultural products, trade policies and practices of importing and exporting nations, agricultural policies of major trading blocks, market instability and other primary commodity problems, recent history and current developments in multilateral trade policy. | A A E 101(215 prior to Fall 2024),ECON 101, or111 | null | null | [] | enrich-8b774950c2b6adfdc46d1b82 | 01ec75087e30870efecfcfb7fede20040489766df2d81e2e77b51be536507b78 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | Examines international agricultural trade, policies of major trading blocks, and multilateral trade policy developments. | [
"Agricultural trade policies and practices.",
"Multilateral trade policy history and current developments."
] | [
"Analysis of agricultural trade policies, market instability, and multilateral trade developments."
] | [
"Introductory microeconomic principles and agricultural economics fundamentals."
] | [
"agricultural trade policy",
"international agricultural economy",
"commodity market instability",
"multilateral trade policy history"
] | valid | {"nodes":[{"children":["req_2","req_3","req_4"],"condition":null,"course":null,"evidence":"A A E 101(215 prior to Fall 2024),ECON 101, or111","id":"req_1","kind":"any"},{"children":["req_2a","req_2b"],"condition":null,"course":null,"evidence":"A A E 101(215 prior to Fall 2024)","id":"req_2","kind":"all"},{"children":[]... | valid | {"context_hash":"3d6759ff5487fceff41f8bccaa9d8582da26f6b226289e4849e306f71fde48ac","course_id":"AAE 319","current_instructors":[],"difficulty_workload":[],"errors":[],"historical_context":[],"message":"No course-specific reviews available","offered":false,"profile_hash":"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e... | insufficient_evidence | null |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | f3acefaa5a2708d8737a26f8531de3cc5bc85bf106809ab9b89ca6aa45ad6510 | AAE 320 | course_c419ac4626ef9ed8ce218a71 | ff4578f760dd10d9ae19afdc70ee0f9f56bf8ec15f1925e5239757a2b5e2c7fc | 320 | [
"AAE"
] | AGRICULTURAL SYSTEMS MANAGEMENT | Application of economics to managing agricultural production systems. Topics include optimizing agricultural production, farm financial analysis, tax management, business entities, federal commodity support programs, and the structure and challenges in the US agricultural sector. | A A E 101(215 prior to Fall 2024),ECON 101, or111 | 3 | 3 | [
"1272:108:000334"
] | enrich-8b774950c2b6adfdc46d1b82 | a212fbc0d7c90008e6b7a43c062f6c13d1093a1d9e5dd607c860c488fd584c3d | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | Applies economic principles to manage agricultural production systems, covering optimization, finance, and policy. | [
"Optimizing production, farm finance, tax management, business entities, federal commodity programs, and US agricultural sector challenges."
] | [
"Optimizing production, financial analysis, tax management, and business entity structuring.",
"Analyzing the structure and challenges of the US agricultural sector."
] | [
"Introductory microeconomic principles and agricultural economics fundamentals."
] | [
"agricultural economics management",
"farm financial analysis tax",
"agricultural production optimization",
"US agricultural sector structure"
] | needs_review | {"nodes":[{"children":["req_aae101","req_econ101","req_econ111"],"condition":null,"course":null,"evidence":"A A E 101(215 prior to Fall 2024),ECON 101, or111","id":"req_root","kind":"any"},{"children":["req_aae101_course","req_aae101_215"],"condition":null,"course":null,"evidence":"A A E 101(215 prior to Fall 2024)","i... | valid | {"context_hash":"af282f8660bebe5a6a16f901460a879e529e2a3a1047b4f3f3df84bce72acf31","course_id":"AAE 320","current_instructors":[{"instructor_uid":"instructor_8eb83acdf2bc3230b1490011","message":"No course-specific reviews available","name":"Jeremy Beach","review_status":"no_course_reviews","rmp_instructor_id":"rmp:3141... | valid | {"status":"supported","themes":[{"aspect":"teaching_clarity","evidence":[{"comment":"Solid professor. Made the class more enjoyable. No textbook, everything is on powerpoint and class website. Exams are pretty straightforward, use old exams when studying.","course_id":"AAE 320","date":"2012-05-18 02:27:54 +0000 UTC","d... |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | 28edb05f8891bc6263b0a4d1488ed9a45c531e3228f6092c204f4e3dba844244 | AAE 322 | course_aeecd730ffbdd7266a34ac0d | a951f87c72378886b86763689202de7a947596235d7f46fb00745fb6fecb45bc | 322 | [
"AAE"
] | COMMODITY MARKETS | Principles and practices in marketing systems for U.S. agricultural commodities. Vertical organization; forward contracts, future markets, agricultural options and price formation. Alternate management at the farm, processor, wholesale and retail levels. | A A E 101(215 prior to Fall 2024),ECON 101, or111 | null | null | [] | enrich-8b774950c2b6adfdc46d1b82 | 62786f77cff46c2b68265538ecae957ee790566a9745a52f6234f6b12c858a78 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | AAE 322 covers marketing systems for U.S. agricultural commodities, including contracts, futures, and price formation. | [
"Vertical organization, forward contracts, futures, options, and multi-level management."
] | [
"Analysis of agricultural marketing systems, contracts, and price formation mechanisms."
] | [
"Foundational economic principles and quantitative reasoning."
] | [
"agricultural commodity marketing",
"farm price formation",
"agricultural futures and options",
"vertical organization agriculture",
"commodity market analysis"
] | needs_review | {"nodes":[{"children":["node_2","node_3","node_4","node_5"],"condition":null,"course":null,"evidence":"A A E 101(215 prior to Fall 2024),ECON 101, or111","id":"node_1","kind":"any"},{"children":[],"condition":null,"course":{"course_number":101,"minimum_grade":null,"subjects":["AAE"],"timing":"prior"},"evidence":"A A E ... | valid | {"context_hash":"adf796278262521398311da74a5bb8fcf50c765eb93d545fe8453fcb52b8ff5d","course_id":"AAE 322","current_instructors":[],"difficulty_workload":[{"citations":[{"instructor_name":"Sheldon (Xiaodong) Du","review_date":"2022-08-03 17:25:15 +0000 UTC","review_id":"49412e6ff382623a5d044ae0","run_id":"20260907T155543... | insufficient_evidence | null |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | c808932e27709c115811b5bb44247e1abde8e1a2fb44011b77762b9d50221d67 | AAE 323 | course_a91481c2b85763de3805e57b | a0cf5276714d08a19397e0c483bf789342a5862e49a720fed9468a720507f1ac | 323 | [
"AAE"
] | COOPERATIVES AND ALTERNATIVE FORMS OF ENTERPRISE OWNERSHIP | Cooperatives, credit unions, and other alternative forms of enterprise are unique businesses in which users (rather than investors) are the owners. Topics will include why these models emerge, who they serve, how they differ from other forms of enterprise, and the ways in which they can be used to address social, econo... | Sophomore standing and satisfied Quantitative Reasoning (QR) A | null | null | [] | enrich-8b774950c2b6adfdc46d1b82 | ba6216a0fff4db99270fe6246b56dd1c9b24e30d58310d4c1a35326ce14b2cde | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | Examines user-owned enterprises like cooperatives and credit unions, their emergence, and their role in addressing social and economic challenges. | [
"Emergence of cooperative and alternative enterprise models",
"Target populations served by alternative enterprises",
"Differences between user-owned and investor-owned enterprises"
] | [
"Analyze how alternative enterprises address social, economic, and environmental challenges",
"Differentiate cooperative and alternative enterprise models from traditional investor-owned businesses"
] | [
"Must have sophomore standing",
"Must satisfy Quantitative Reasoning (QR) A requirement"
] | [
"cooperative business models",
"credit unions ownership",
"alternative enterprise social impact",
"user-owned business structures"
] | valid | {"nodes":[{"children":["n1","n2"],"condition":null,"course":null,"evidence":"Sophomore standing and satisfied Quantitative Reasoning (QR) A","id":"n0","kind":"all"},{"children":[],"condition":"Sophomore standing","course":null,"evidence":"Sophomore standing","id":"n1","kind":"condition"},{"children":[],"condition":"sat... | valid | {"context_hash":"c25af826372ec4035d2c9382887615381bc067cece4221ffed8323465ddba33e","course_id":"AAE 323","current_instructors":[],"difficulty_workload":[],"errors":[],"historical_context":[],"message":"No course-specific reviews available","offered":false,"profile_hash":"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e... | insufficient_evidence | null |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | 4cde15705b0db4d858848cb5f673f5a5824546ad86f9aa237669f05f3fab6c10 | AAE 335 | course_c9267e38d976d83349005926 | 5c88df9a444f2e1fb9ff68b8b86dfd11f432b4ff169b4bee783c6ff65961df76 | 335 | [
"AAE"
] | INTRODUCTION TO DATA ANALYSIS USING SPREADSHEETS | Introduction to data analysis for social scientists using spreadsheets software - with specific applications to economics, business and finance - including data management and manipulation; formulas and calculations; data visualization and presentation using charts and graphics; statistical and visual analysis of econo... | None | 2 | 2 | [
"1272:108:025561"
] | enrich-8b774950c2b6adfdc46d1b82 | 437e8f4dcef054183a65b72cc87a420fb0e9cd3effcdf8cacf73a4d8eea83f78 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | Introduction to data analysis for social scientists using spreadsheets software with applications to economics, business, and finance. | [
"Data management and manipulation",
"Data visualization and presentation",
"Analysis of economic indicators",
"Optimization of functions"
] | [
"Data management and manipulation",
"Formulas and calculations",
"Data visualization and presentation",
"Statistical and visual analysis of economic indicators",
"Optimization of functions"
] | [] | [
"spreadsheet data analysis economics",
"Excel financial modeling AAE",
"data visualization business analytics",
"descriptive statistics spreadsheets"
] | valid | {"nodes":[{"children":[],"condition":"None","course":null,"evidence":"None","id":"source_requirements","kind":"condition"}],"notes":["Display fallback using original requirements text; not an LLM-parsed rule."],"root":"source_requirements","status":"needs_review"} | valid | {"context_hash":"2dbc9c29278eebac5e4181d86e0fbb430e0a83ef57713eeb6e748c51e73a1995","course_id":"AAE 335","current_instructors":[{"instructor_uid":"instructor_47d30feab6e62a55466e3435","message":"No course-specific reviews available","name":"Jordan Van Rijn","review_status":"no_course_reviews","rmp_instructor_id":null,"... | insufficient_evidence | null |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | e62875e8e20f75ac68d71a45da571954712bba14816ff126185a68ab1e9a1ef4 | AAE 336 | course_97ce00532fff928703147676 | 5795dc99e506ba0f42e53361585b500df77f0b50f941deed495086504b778ace | 336 | [
"AAE"
] | ECONOMIC ANALYSIS USING SPREADSHEETS | Build practical skills related to economic analysis and interpretation of macroeconomic data using spreadsheet software, including downloading and cleaning data; statistical analysis of economic indicators using tables, functions and descriptive statistics; and data visualization using graphs, charts and maps. Apply kn... | A A E 335or concurrent enrollment | 1 | 1 | [
"1272:108:027218"
] | enrich-8b774950c2b6adfdc46d1b82 | 40159b0adeb1f13fce02d9caeb369705fbc9f99ba911525e70257de35788515a | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | AAE 336 teaches practical economic data analysis using spreadsheets, covering data cleaning, statistical functions, and visualization. | [
"Macroeconomic data interpretation",
"Economic indicators analysis",
"Data visualization techniques"
] | [
"Economic data analysis and interpretation",
"Data downloading and cleaning",
"Statistical analysis using tables and functions",
"Data visualization using graphs, charts, and maps",
"Data analysis reporting"
] | [
"Foundational spreadsheet skills including data management, formulas, visualization, and statistical analysis."
] | [
"economic data analysis spreadsheets",
"macroeconomic data interpretation",
"spreadsheet statistical functions",
"data visualization graphs charts"
] | valid | {"nodes":[{"children":["n1","n2"],"condition":null,"course":null,"evidence":"A A E 335or concurrent enrollment","id":"n0","kind":"any"},{"children":[],"condition":null,"course":{"course_number":335,"minimum_grade":null,"subjects":["AAE"],"timing":"prior"},"evidence":"A A E 335","id":"n1","kind":"course"},{"children":[]... | valid | {"context_hash":"49b24d3b1f87f3736fcfe587e73d278b365ba59f962cbb5e8f7a674e8f9102e5","course_id":"AAE 336","current_instructors":[{"instructor_uid":"instructor_47d30feab6e62a55466e3435","message":"No course-specific reviews available","name":"Jordan Van Rijn","review_status":"no_course_reviews","rmp_instructor_id":null,"... | insufficient_evidence | null |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | bd7178f8c77136e11f303b67ca89a7bbfffd877cae34a4d330316e460e69c5b3 | AAE 337 | course_bca0d2446d1c77143f6472f4 | b2dc5b2ee4673a88296d55aa2a85919e8e12ce248343e0272ecfd41040f6f59e | 337 | [
"AAE"
] | DATA VISUALIZATION FOR AGRICULTURAL AND LIFE SCIENCES | Introduction to principles data visualization with applications in agricultural and life sciences. Learn to effectively communicate quantitative data via visual graphics and critically evaluate graphical data in the news and popular media. Develop practical data visualization skills in Microsoft-based programs Excel an... | A A E 335orGEN BUS 106 | null | null | [] | enrich-8b774950c2b6adfdc46d1b82 | c6c453ae42a1fdc5d481841ba6caa5069103b4b827310c642e0961fb3fd4ac54 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | Introduction to data visualization principles and tools for agricultural and life sciences applications. | [
"Tables, maps, dashboards, and charts.",
"Displaying trends and relationships in quantitative variables."
] | [
"Effective communication of quantitative data through visual graphics.",
"Critical evaluation of graphical data in media.",
"Practical data visualization skills using Excel and Power BI."
] | [
"Prior knowledge of data analysis, spreadsheets, and basic visualization concepts."
] | [
"data visualization agricultural sciences",
"Excel Power BI dashboard",
"GENBUS 106 prerequisite",
"AAE 335 prerequisite"
] | valid | {"nodes":[{"children":["n1","n2"],"condition":null,"course":null,"evidence":"A A E 335orGEN BUS 106","id":"n0","kind":"any"},{"children":[],"condition":null,"course":{"course_number":335,"minimum_grade":null,"subjects":["AAE"],"timing":"prior"},"evidence":"A A E 335","id":"n1","kind":"course"},{"children":[],"condition... | valid | {"context_hash":"48b50b44ebbdd84dc3f361c31753cd49e27494281bbaa0c5a6c43062ef5ac363","course_id":"AAE 337","current_instructors":[],"difficulty_workload":[],"errors":[],"historical_context":[],"message":"No course-specific reviews available","offered":false,"profile_hash":"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e... | insufficient_evidence | null |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | 7ad0ceb7f8e4c45e5c20e199c2a180e1557384ca4f1551a197b27c23305a3d29 | AAE 352 | course_71112b6aaf40687c1c0522f2 | d9edb13ee98f5e13bf1b336708d899fe9abc64f2f64fe4c769d4f797fc848e1c | 352 | [
"AAE"
] | GLOBAL HEALTH: ECONOMICS, NATURAL SYSTEMS, AND POLICY | Sustaining global health and well-being depends critically on interactions between human and natural systems at multiple spatial and temporal scales. Economics provides a useful paradigm for understanding these interactions and the pathways through which individual and societal decisions made in the face of scarce res... | Satisfied Quantitative Reasoning (QR) A | 4 | 4 | [
"1272:108:025649"
] | enrich-8b774950c2b6adfdc46d1b82 | 1b93dc348a3ffa470babe0dd7271b132a7a63f7d6a235fe605b61200c57758f0 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | AAE 352 explores the intersection of global health, natural systems, and policy through an economic lens. | [
"Interactions between human and natural systems",
"Decision-making under resource scarcity",
"Environmental threats and planetary health",
"Health and environmental policy evaluation"
] | [
"Applying economic and social science reasoning to health challenges",
"Evaluating health and environmental policies",
"Understanding causes and consequences of health discrepancies"
] | [
"Basic economic reasoning and social science concepts"
] | [
"global health economics",
"natural systems policy",
"health disparities economics",
"planetary health outcomes"
] | valid | {"nodes":[{"children":[],"condition":"Satisfied Quantitative Reasoning (QR) A","course":null,"evidence":"Satisfied Quantitative Reasoning (QR) A","id":"n0","kind":"condition"}],"notes":[],"root":"n0","status":"parsed"} | valid | {"context_hash":"2e00446bbb8b60ce9eba283bf756dcbb4d07fbac836f63c571392747c28c28d0","course_id":"AAE 352","current_instructors":[{"instructor_uid":"instructor_dda05e23bb05cb7d0192cdad","message":"No course-specific reviews available","name":"Joel Ferguson","review_status":"no_course_reviews","rmp_instructor_id":null,"su... | valid | {"status":"supported","themes":[{"aspect":"teaching_clarity","evidence":[{"comment":"Dr. Phaneuf respects his students, and is easy to reach out to for questions or just to talk to. His lectures are sometimes dry, he assigns a lot of readings and sometimes has short quizzes during class. However, take notes, listen to ... |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | dc159981b8cafc9036f578f3b3b93d42e3bd51029def3916e4a641693e7528d6 | AAE 375 | course_0607040227fada7d8a322a22 | 74143ad8d8d265c802d7020f2c1ef1d7fb1cd518719fc02c13873fbc8b427017 | 375 | [
"AAE"
] | SPECIAL TOPICS | Special topics on contemporary issues relevant to agricultural and applied economics. | None | 1 | 4 | [
"1272:108:000347.36"
] | enrich-8b774950c2b6adfdc46d1b82 | 50a0778fb44d4e3dda6049f0d310483c2394e3ec03140557cb6df08d15ec189a | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | AAE 375 covers special topics on contemporary issues relevant to agricultural and applied economics. | [
"Contemporary issues in agricultural and applied economics"
] | [] | [] | [
"agricultural economics special topics",
"applied economics contemporary issues",
"AAE 375 special topics"
] | valid | {"nodes":[{"children":[],"condition":"None","course":null,"evidence":"None","id":"source_requirements","kind":"condition"}],"notes":["Display fallback using original requirements text; not an LLM-parsed rule."],"root":"source_requirements","status":"needs_review"} | valid | {"context_hash":"58722265993c81774e95ff7ad96fed23ee42e840a42ae6863dea860132f14b47","course_id":"AAE 375","current_instructors":[],"difficulty_workload":[{"citations":[{"instructor_name":"Brian Gould","review_date":"2018-11-14 20:30:12 +0000 UTC","review_id":"13cd1de39ee25ffb35155fd2","run_id":"20260907T155543-ce3781c4"... | valid | {"status":"supported","themes":[{"aspect":"teaching_clarity","evidence":[{"comment":"This was an Excel Modeling Class. While the material was useful and I did learn a lot, this professor is awful. He provides very little help to students and frequently does not respond to questions. One would think that being a profess... |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | 5c0e3379f096f60576e4c74b06004d0d9733cf02ec189f7f38fdddbbba0c5e69 | AAE 399 | course_23c8ef0ddfe234cf6444756e | 784b3fe18021c9ae1c7266373e497811da61c2a8eb29843d520bd4ed0a62151a | 399 | [
"AAE"
] | COORDINATIVE INTERNSHIP/COOPERATIVE EDUCATION | An internship under guidance of a faculty or instructional academic staff member in Agricultural and Applied Economics and internship site supervisor. Students are responsible for arranging the work and credits with the AAE faculty or instructional academic staff member and the internship site supervisor. | Consent of instructor | 1 | 8 | [
"1272:108:000348"
] | enrich-8b774950c2b6adfdc46d1b82 | 4b06e725b89e413d4ef6e6cfce4cb2bc0f53e4cd2f883ecaa086a768894e9df1 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | AAE 399 is a coordinative internship in Agricultural and Applied Economics requiring student-arranged placement and faculty supervision. | [
"Agricultural and Applied Economics fieldwork"
] | [
"Professional internship experience under faculty guidance"
] | [] | [
"AAE internship",
"Agricultural and Applied Economics cooperative education",
"AAE 399 faculty supervision"
] | valid | {"nodes":[{"children":[],"condition":"Consent of instructor","course":null,"evidence":"Consent of instructor","id":"n0","kind":"condition"}],"notes":[],"root":"n0","status":"parsed"} | valid | {"context_hash":"04c51d74761291ba0c384747b1ab8c39a1088ccd537d1301d2cf3dd20b496032","course_id":"AAE 399","current_instructors":[{"instructor_uid":"instructor_fc499008c8adfa5fd06cb4f6","message":"No course-specific reviews available","name":"Corbett Grainger","review_status":"no_course_reviews","rmp_instructor_id":"rmp:... | insufficient_evidence | null |
20260907T155543-ce3781c4 | 1272 | 2026-09-07T15:55:43.033000 | 9e074faf9f8a0efd9034362fa3797c91a79a43d90e054835e8e61261b6edd26f | AAE 400 | course_d0dc6ffe947e514bf7c89de3 | 63a436a5ec0f192069be1b933154983f6b7c939a4842185e0afbc552582a5ea9 | 400 | [
"AAE"
] | STUDY ABROAD IN AGRICULTURAL AND APPLIED ECONOMICS | A study abroad equivalency that does not equate to a UW-Madison course. Requires current enrollment in a UW-Madison sponsored study abroad program. | None | null | null | [] | enrich-8b774950c2b6adfdc46d1b82 | c6783dd7140a507215a9b17c57bb6315d02405eba423dc35a596e9ecee7af324 | nvidia/Qwen3.6-35B-A3B-NVFP4 | 1355db6a052410cfd62085d94b58866fd0f2c3c5 | 14 | valid | AAE 400 is a study abroad equivalency for students enrolled in a UW-Madison sponsored study abroad program, not equating to a specific UW-Madison course. | [] | [] | [] | [
"AAE 400 study abroad",
"Agricultural and Applied Economics study abroad equivalency",
"UW-Madison sponsored study abroad AAE"
] | valid | {"nodes":[{"children":[],"condition":"None","course":null,"evidence":"None","id":"source_requirements","kind":"condition"}],"notes":["Display fallback using original requirements text; not an LLM-parsed rule."],"root":"source_requirements","status":"needs_review"} | valid | {"context_hash":"caafaa8db7fbebcf89235c47244b58a6ebc7bb3fd07a34bd150a80c3b2e3b612","course_id":"AAE 400","current_instructors":[],"difficulty_workload":[],"errors":[],"historical_context":[],"message":"No course-specific reviews available","offered":false,"profile_hash":"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e... | insufficient_evidence | null |
End of preview. Expand in Data Studio
UW Course Map
UW–Madison courses, grades, instructors, student reviews, offerings, history, and LLM metadata in Parquet.
Sources: UW Guide, enrollment, Madgrades, Rate My Professors.
from datasets import load_dataset
courses = load_dataset("twangodev/uw-coursemap", "courses_current", split="train")
See schema for tables and columns; manifest for provenance and checksums. llm_traces retains recorded outputs and model revisions.
This dataset is not affiliated with or endorsed by the University of Wisconsin–Madison.
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