[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-2978ec7e9ac23a465ccaacbb","output_id":"d69b49f774dfd1bf00e6eb2aa99b5facbe25a19952c1582972c6286f7d64a8f6","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"A A E 101(215 prior to Fall 2024),ECON 101,111, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"AAE\"],\"timing\":\"prior\"},\"evidence\":\"A A E 101\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 101\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":111,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"forECON 111.\",\"id\":\"n3\",\"kind\":\"course\"}],\"notes\":[\"Reference to 'graduate/professional standing' is a condition leaf that needs review as it is not a course node.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Node n3: evidence 'forECON 111.' must quote an exact source substring.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-2978ec7e9ac23a465ccaacbb","output_id":"d69b49f774dfd1bf00e6eb2aa99b5facbe25a19952c1582972c6286f7d64a8f6","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"AAE 101\",\"field\":\"description\",\"quote\":\"Introduction to economic ways of thinking about a wide range of problems and issues.\"},{\"course_id\":\"ECON 101\",\"field\":\"description\",\"quote\":\"Economic problems of individuals, firms and industries with emphasis on value, price, and distribution of income.\"},{\"course_id\":\"ECON 111\",\"field\":\"description\",\"quote\":\"Integrated treatment of macroeconomics and microeconomics\"}],\"text\":\"Introductory microeconomic theory and principles of economics.\"}],\"search_phrases\":[\"Southeast Asia economic development\",\"trade and development theory\",\"economic growth distribution environment\",\"AAE 473\",\"ECON 473\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies\"}],\"text\":\"Evaluation of economic development strategies.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Students learn trade and development theory\"}],\"text\":\"Learning trade and development theory.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"specific knowledge of Southeast Asian economic development\"}],\"text\":\"Gaining specific knowledge of Southeast Asian economic development.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies in Southeast Asia and their implications for growth, distribution and environment.\"},{\"course_id\":\"AAE/ECON 473\",\"field\":\"title\",\"quote\":\"ECONOMIC GROWTH AND DEVELOPMENT IN SOUTHEAST ASIA\"}],\"text\":\"Evaluates economic development strategies in Southeast Asia, covering growth, distribution, environment, and trade theory.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"economic development strategies in Southeast Asia\"}],\"text\":\"Economic development strategies in Southeast Asia.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"implications for growth, distribution and environment\"}],\"text\":\"Growth, distribution, and environment implications.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"trade and development theory\"}],\"text\":\"Trade and development theory.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-2978ec7e9ac23a465ccaacbb","output_id":"d69b49f774dfd1bf00e6eb2aa99b5facbe25a19952c1582972c6286f7d64a8f6","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"4d3e88689b40a7b30109f08fe6267b5193cdb39a4facb74c9aa55789ef1967dd","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"A A E 101(215 prior to Fall 2024),ECON 101,111, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"AAE\"],\"timing\":\"prior\"},\"evidence\":\"A A E 101\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 101\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":111,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 111\",\"id\":\"n3\",\"kind\":\"course\"}],\"notes\":[\"Reference to 'graduate/professional standing' is a condition leaf that needs review as it is not a course node.\",\"Reference to 'A A E 101(215 prior to Fall 2024)' contains a temporal qualifier; the course node uses the standard AAE 101 reference.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Node n3: evidence 'ECON 111' must quote an exact source substring.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"4d3e88689b40a7b30109f08fe6267b5193cdb39a4facb74c9aa55789ef1967dd","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"AAE 101\",\"field\":\"description\",\"quote\":\"Introduction to economic ways of thinking about a wide range of problems and issues.\"},{\"course_id\":\"ECON 101\",\"field\":\"description\",\"quote\":\"Economic problems of individuals, firms and industries with emphasis on value, price, and distribution of income.\"},{\"course_id\":\"ECON 111\",\"field\":\"description\",\"quote\":\"Integrated treatment of macroeconomics and microeconomics\"}],\"text\":\"Introductory microeconomic theory and principles of economics.\"}],\"search_phrases\":[\"Southeast Asia economic development\",\"trade and development theory\",\"economic growth distribution environment\",\"AAE 473\",\"ECON 473\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies\"}],\"text\":\"Evaluation of economic development strategies.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Students learn trade and development theory\"}],\"text\":\"Learning trade and development theory.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"specific knowledge of Southeast Asian economic development\"}],\"text\":\"Gaining specific knowledge of Southeast Asian economic development.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies in Southeast Asia and their implications for growth, distribution and environment.\"},{\"course_id\":\"AAE/ECON 473\",\"field\":\"title\",\"quote\":\"ECONOMIC GROWTH AND DEVELOPMENT IN SOUTHEAST ASIA\"}],\"text\":\"Evaluates economic development strategies in Southeast Asia, covering growth, distribution, environment, and trade theory.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"economic development strategies in Southeast Asia\"}],\"text\":\"Economic development strategies in Southeast Asia.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"implications for growth, distribution and environment\"}],\"text\":\"Growth, distribution, and environment implications.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"trade and development theory\"}],\"text\":\"Trade and development theory.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"4d3e88689b40a7b30109f08fe6267b5193cdb39a4facb74c9aa55789ef1967dd","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c5b92501c4fa8ea96caab309c2c94abbcc89278314862d83279d77225cf10e6e","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"node_2\",\"node_3\",\"node_4\"],\"condition\":null,\"course\":null,\"evidence\":\"A A E 101(215 prior to Fall 2024),ECON 101,111, or graduate/professional standing\",\"id\":\"node_1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"AAE\"],\"timing\":\"prior\"},\"evidence\":\"A A E 101(215 prior to Fall 2024)\",\"id\":\"node_2\",\"kind\":\"course\"},{\"children\":[\"node_5\",\"node_6\"],\"condition\":null,\"course\":null,\"evidence\":\"ECON 101,111\",\"id\":\"node_3\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"node_4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 101\",\"id\":\"node_5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":111,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 111\",\"id\":\"node_6\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"node_1\",\"status\":\"parsed\"}","error":"Source numeric references missing from leaf conditions: 215. Preserve every alternative. References absent from linked_courses must remain verbatim condition nodes with needs_review, not be dropped.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c5b92501c4fa8ea96caab309c2c94abbcc89278314862d83279d77225cf10e6e","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"AAE 101\",\"field\":\"description\",\"quote\":\"Introduction to economic ways of thinking about a wide range of problems and issues.\"},{\"course_id\":\"ECON 101\",\"field\":\"description\",\"quote\":\"Economic problems of individuals, firms and industries with emphasis on value, price, and distribution of income.\"},{\"course_id\":\"ECON 111\",\"field\":\"description\",\"quote\":\"Integrated treatment of macroeconomics and microeconomics\"}],\"text\":\"Introductory microeconomic theory and principles of economics.\"}],\"search_phrases\":[\"Southeast Asia economic development\",\"trade and development theory\",\"economic growth distribution environment\",\"AAE 473\",\"ECON 473\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies\"}],\"text\":\"Evaluation of economic development strategies.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Students learn trade and development theory\"}],\"text\":\"Learning trade and development theory.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"specific knowledge of Southeast Asian economic development\"}],\"text\":\"Gaining specific knowledge of Southeast Asian economic development.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies in Southeast Asia and their implications for growth, distribution and environment.\"},{\"course_id\":\"AAE/ECON 473\",\"field\":\"title\",\"quote\":\"ECONOMIC GROWTH AND DEVELOPMENT IN SOUTHEAST ASIA\"}],\"text\":\"Evaluates economic development strategies in Southeast Asia, covering growth, distribution, environment, and trade theory.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"economic development strategies in Southeast Asia\"}],\"text\":\"Economic development strategies in Southeast Asia.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"implications for growth, distribution and environment\"}],\"text\":\"Growth, distribution, and environment implications.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"trade and development theory\"}],\"text\":\"Trade and development theory.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c5b92501c4fa8ea96caab309c2c94abbcc89278314862d83279d77225cf10e6e","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Great instructor with a good sense of humor. Very helpful and responds quickly to e-mails. Grade consists of: Two exams, 2 smaller papers, a presentation and a larger research paper. very interesting class.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-11-27 20:31:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8e9ea78f8c80ced57a15c6ea\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MzE3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"Easily the best Econ professor ever. He explains concepts well, provides excellent, relevant readings instead of a boring textbook like most classes. He's also very nice during his flexible office hours, very accommodating and helpful. Has a good sense of humor too, always very jovial. Take this class!!\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2013-07-17 17:47:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4c701d5f4696504b0b8a9e06\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxOTc2Mzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"I really enjoyed learning from Professor Coxhead.  Came into this class with limited interest in the subject area, but his passion for the subject soon rubs off on you.  Lots of reading, but not an overly difficult class.  More theoreticalhistorical than most economics classes, something that was a nice change.  I definitely recommend him.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2014-12-27 12:29:38 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f93d6f06e474edb478967f80\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI0MTkyNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"}],\"evidence_count\":3,\"review_ids\":[\"8e9ea78f8c80ced57a15c6ea\",\"4c701d5f4696504b0b8a9e06\",\"f93d6f06e474edb478967f80\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1224837\",\"name\":\"Ian Coxhead\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2011\"},\"sentiment\":\"positive\",\"summary\":\"Students consistently praise the instructor's ability to explain concepts well and his engaging lecturing style.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Great instructor with a good sense of humor. Very helpful and responds quickly to e-mails. Grade consists of: Two exams, 2 smaller papers, a presentation and a larger research paper. very interesting class.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-11-27 20:31:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8e9ea78f8c80ced57a15c6ea\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MzE3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"Tests are a bit difficult. Great and timely at answering any questions you may have. Recommend this class if you are more into theory rather than calculations.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-12-14 16:19:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c0fe4e7f27c08d83836d8d70\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NTA3NjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"}],\"evidence_count\":2,\"review_ids\":[\"8e9ea78f8c80ced57a15c6ea\",\"c0fe4e7f27c08d83836d8d70\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1224837\",\"name\":\"Ian Coxhead\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"The workload includes exams, papers, and a presentation, with tests described as somewhat difficult but manageable.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Great instructor with a good sense of humor. Very helpful and responds quickly to e-mails. Grade consists of: Two exams, 2 smaller papers, a presentation and a larger research paper. very interesting class.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-11-27 20:31:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8e9ea78f8c80ced57a15c6ea\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MzE3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"One of the best teachers I've had at Madison hands down. Great lecturer. Decent amount of work, but you learn a lot. Take this class\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-12-18 15:27:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9f3127ce18b6c584ba8652e8\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NTYwNzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"Easily the best Econ professor ever. He explains concepts well, provides excellent, relevant readings instead of a boring textbook like most classes. He's also very nice during his flexible office hours, very accommodating and helpful. Has a good sense of humor too, always very jovial. Take this class!!\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2013-07-17 17:47:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4c701d5f4696504b0b8a9e06\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxOTc2Mzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"I really enjoyed learning from Professor Coxhead.  Came into this class with limited interest in the subject area, but his passion for the subject soon rubs off on you.  Lots of reading, but not an overly difficult class.  More theoreticalhistorical than most economics classes, something that was a nice change.  I definitely recommend him.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2014-12-27 12:29:38 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f93d6f06e474edb478967f80\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI0MTkyNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"}],\"evidence_count\":4,\"review_ids\":[\"8e9ea78f8c80ced57a15c6ea\",\"9f3127ce18b6c584ba8652e8\",\"4c701d5f4696504b0b8a9e06\",\"f93d6f06e474edb478967f80\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1224837\",\"name\":\"Ian Coxhead\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2011\"},\"sentiment\":\"positive\",\"summary\":\"The course is highly recommended for its interesting content, relevant readings, and the instructor's passion and helpfulness.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-789789da373eecc1ff75f626","output_id":"4e90dfe46bdf95d0e81dd59f79c4265ecda1cf94d5ae6afbda5a986c0a4e5846","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"A A E 101(215 prior to Fall 2024),ECON 101,111, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"AAE\"],\"timing\":\"prior\"},\"evidence\":\"A A E 101\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 101\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":111,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 101andECON 102\",\"id\":\"n3\",\"kind\":\"course\"}],\"notes\":[\"Reference to 'graduate/professional standing' is a condition leaf that needs review as it is not a course node.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Node n3: evidence 'ECON 101andECON 102' must quote an exact source substring.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-789789da373eecc1ff75f626","output_id":"4e90dfe46bdf95d0e81dd59f79c4265ecda1cf94d5ae6afbda5a986c0a4e5846","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"AAE 101\",\"field\":\"description\",\"quote\":\"Introduction to economic ways of thinking about a wide range of problems and issues.\"},{\"course_id\":\"ECON 101\",\"field\":\"description\",\"quote\":\"Economic problems of individuals, firms and industries with emphasis on value, price, and distribution of income.\"},{\"course_id\":\"ECON 111\",\"field\":\"description\",\"quote\":\"Integrated treatment of macroeconomics and microeconomics\"}],\"text\":\"Introductory microeconomic theory and principles of economics.\"}],\"search_phrases\":[\"Southeast Asia economic development\",\"trade and development theory\",\"economic growth distribution environment\",\"AAE 473\",\"ECON 473\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies\"}],\"text\":\"Evaluation of economic development strategies.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Students learn trade and development theory\"}],\"text\":\"Learning trade and development theory.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"specific knowledge of Southeast Asian economic development\"}],\"text\":\"Gaining specific knowledge of Southeast Asian economic development.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies in Southeast Asia and their implications for growth, distribution and environment.\"},{\"course_id\":\"AAE/ECON 473\",\"field\":\"title\",\"quote\":\"ECONOMIC GROWTH AND DEVELOPMENT IN SOUTHEAST ASIA\"}],\"text\":\"Evaluates economic development strategies in Southeast Asia, covering growth, distribution, environment, and trade theory.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"economic development strategies in Southeast Asia\"}],\"text\":\"Economic development strategies in Southeast Asia.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"implications for growth, distribution and environment\"}],\"text\":\"Growth, distribution, and environment implications.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"trade and development theory\"}],\"text\":\"Trade and development theory.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-789789da373eecc1ff75f626","output_id":"4e90dfe46bdf95d0e81dd59f79c4265ecda1cf94d5ae6afbda5a986c0a4e5846","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ead3c6e84e428e83be5e678ff75cc2946a91df998af2ae08df50a221a2208333","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"node_2\",\"node_3\",\"node_4\"],\"condition\":null,\"course\":null,\"evidence\":\"A A E 101(215 prior to Fall 2024),ECON 101,111, or graduate/professional standing\",\"id\":\"node_1\",\"kind\":\"any\"},{\"children\":[\"node_2a\",\"node_2b\"],\"condition\":null,\"course\":null,\"evidence\":\"A A E 101(215 prior to Fall 2024)\",\"id\":\"node_2\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"AAE\"],\"timing\":\"prior\"},\"evidence\":\"A A E 101\",\"id\":\"node_2a\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"215 prior to Fall 2024\",\"course\":null,\"evidence\":\"215 prior to Fall 2024\",\"id\":\"node_2b\",\"kind\":\"condition\"},{\"children\":[\"node_3a\",\"node_3b\"],\"condition\":null,\"course\":null,\"evidence\":\"ECON 101,111\",\"id\":\"node_3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 101\",\"id\":\"node_3a\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":111,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"111\",\"id\":\"node_3b\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"node_4\",\"kind\":\"condition\"}],\"notes\":[\"Reference '215' is preserved as a condition node '215 prior to Fall 2024' because it is not in linked_courses.\"],\"root\":\"node_1\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ead3c6e84e428e83be5e678ff75cc2946a91df998af2ae08df50a221a2208333","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"AAE 101\",\"field\":\"description\",\"quote\":\"Introduction to economic ways of thinking about a wide range of problems and issues.\"},{\"course_id\":\"ECON 101\",\"field\":\"description\",\"quote\":\"Economic problems of individuals, firms and industries with emphasis on value, price, and distribution of income.\"},{\"course_id\":\"ECON 111\",\"field\":\"description\",\"quote\":\"Integrated treatment of macroeconomics and microeconomics\"}],\"text\":\"Introductory microeconomic theory and principles of economics.\"}],\"search_phrases\":[\"Southeast Asia economic development\",\"trade and development theory\",\"economic growth distribution environment\",\"AAE 473\",\"ECON 473\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies\"}],\"text\":\"Evaluation of economic development strategies.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Students learn trade and development theory\"}],\"text\":\"Learning trade and development theory.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"specific knowledge of Southeast Asian economic development\"}],\"text\":\"Gaining specific knowledge of Southeast Asian economic development.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies in Southeast Asia and their implications for growth, distribution and environment.\"},{\"course_id\":\"AAE/ECON 473\",\"field\":\"title\",\"quote\":\"ECONOMIC GROWTH AND DEVELOPMENT IN SOUTHEAST ASIA\"}],\"text\":\"Evaluates economic development strategies in Southeast Asia, covering growth, distribution, environment, and trade theory.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"economic development strategies in Southeast Asia\"}],\"text\":\"Economic development strategies in Southeast Asia.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"implications for growth, distribution and environment\"}],\"text\":\"Growth, distribution, and environment implications.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"trade and development theory\"}],\"text\":\"Trade and development theory.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ead3c6e84e428e83be5e678ff75cc2946a91df998af2ae08df50a221a2208333","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Great instructor with a good sense of humor. Very helpful and responds quickly to e-mails. Grade consists of: Two exams, 2 smaller papers, a presentation and a larger research paper. very interesting class.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-11-27 20:31:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8e9ea78f8c80ced57a15c6ea\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MzE3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"Easily the best Econ professor ever. He explains concepts well, provides excellent, relevant readings instead of a boring textbook like most classes. He's also very nice during his flexible office hours, very accommodating and helpful. Has a good sense of humor too, always very jovial. Take this class!!\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2013-07-17 17:47:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4c701d5f4696504b0b8a9e06\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxOTc2Mzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"I really enjoyed learning from Professor Coxhead.  Came into this class with limited interest in the subject area, but his passion for the subject soon rubs off on you.  Lots of reading, but not an overly difficult class.  More theoreticalhistorical than most economics classes, something that was a nice change.  I definitely recommend him.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2014-12-27 12:29:38 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f93d6f06e474edb478967f80\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI0MTkyNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"}],\"evidence_count\":3,\"review_ids\":[\"8e9ea78f8c80ced57a15c6ea\",\"4c701d5f4696504b0b8a9e06\",\"f93d6f06e474edb478967f80\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1224837\",\"name\":\"Ian Coxhead\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2011\"},\"sentiment\":\"positive\",\"summary\":\"Students consistently praise the instructor's ability to explain concepts well and his engaging lecturing style.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Great instructor with a good sense of humor. Very helpful and responds quickly to e-mails. Grade consists of: Two exams, 2 smaller papers, a presentation and a larger research paper. very interesting class.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-11-27 20:31:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8e9ea78f8c80ced57a15c6ea\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MzE3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"Tests are a bit difficult. Great and timely at answering any questions you may have. Recommend this class if you are more into theory rather than calculations.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-12-14 16:19:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c0fe4e7f27c08d83836d8d70\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NTA3NjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"}],\"evidence_count\":2,\"review_ids\":[\"8e9ea78f8c80ced57a15c6ea\",\"c0fe4e7f27c08d83836d8d70\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1224837\",\"name\":\"Ian Coxhead\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"The workload includes exams, papers, and a presentation, with tests described as somewhat difficult but manageable.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Great instructor with a good sense of humor. Very helpful and responds quickly to e-mails. Grade consists of: Two exams, 2 smaller papers, a presentation and a larger research paper. very interesting class.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-11-27 20:31:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8e9ea78f8c80ced57a15c6ea\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MzE3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"One of the best teachers I've had at Madison hands down. Great lecturer. Decent amount of work, but you learn a lot. Take this class\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-12-18 15:27:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9f3127ce18b6c584ba8652e8\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NTYwNzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"Easily the best Econ professor ever. He explains concepts well, provides excellent, relevant readings instead of a boring textbook like most classes. He's also very nice during his flexible office hours, very accommodating and helpful. Has a good sense of humor too, always very jovial. Take this class!!\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2013-07-17 17:47:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4c701d5f4696504b0b8a9e06\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxOTc2Mzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"I really enjoyed learning from Professor Coxhead.  Came into this class with limited interest in the subject area, but his passion for the subject soon rubs off on you.  Lots of reading, but not an overly difficult class.  More theoreticalhistorical than most economics classes, something that was a nice change.  I definitely recommend him.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2014-12-27 12:29:38 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f93d6f06e474edb478967f80\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI0MTkyNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"}],\"evidence_count\":4,\"review_ids\":[\"8e9ea78f8c80ced57a15c6ea\",\"9f3127ce18b6c584ba8652e8\",\"4c701d5f4696504b0b8a9e06\",\"f93d6f06e474edb478967f80\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1224837\",\"name\":\"Ian Coxhead\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2011\"},\"sentiment\":\"positive\",\"summary\":\"The course is highly recommended for its interesting content, relevant readings, and the instructor's passion and helpfulness.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ead3c6e84e428e83be5e678ff75cc2946a91df998af2ae08df50a221a2208333","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"00ad7413eb4e60ed5c400602ed3ae40b0b2cb9d1684645df0ce186ef3e103c93\",\"course_id\":\"AAE/ECON 473\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2011-11-27 20:31:37 +0000 UTC\",\"review_id\":\"8e9ea78f8c80ced57a15c6ea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTE5MzE3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2011-12-14 16:19:52 +0000 UTC\",\"review_id\":\"c0fe4e7f27c08d83836d8d70\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTE5NTA3NjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2011-12-18 15:27:44 +0000 UTC\",\"review_id\":\"9f3127ce18b6c584ba8652e8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTE5NTYwNzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2013-07-17 17:47:30 +0000 UTC\",\"review_id\":\"4c701d5f4696504b0b8a9e06\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTIxOTc2Mzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2014-12-27 12:29:38 +0000 UTC\",\"review_id\":\"f93d6f06e474edb478967f80\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTI0MTkyNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"}],\"text\":\"Historical reviews of Ian Coxhead: The workload includes two exams, two smaller papers, a presentation, and a larger research paper. While there is a decent amount of reading, the class is not considered overly difficult, though tests can be somewhat challenging.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2011-11-27 20:31:37 +0000 UTC\",\"review_id\":\"8e9ea78f8c80ced57a15c6ea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTE5MzE3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2011-12-14 16:19:52 +0000 UTC\",\"review_id\":\"c0fe4e7f27c08d83836d8d70\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTE5NTA3NjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2011-12-18 15:27:44 +0000 UTC\",\"review_id\":\"9f3127ce18b6c584ba8652e8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTE5NTYwNzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2013-07-17 17:47:30 +0000 UTC\",\"review_id\":\"4c701d5f4696504b0b8a9e06\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTIxOTc2Mzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2014-12-27 12:29:38 +0000 UTC\",\"review_id\":\"f93d6f06e474edb478967f80\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTI0MTkyNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"}],\"text\":\"Historical reviews of Ian Coxhead: Ian Coxhead is consistently praised for his humor, helpfulness, and clear explanations of theoretical concepts. Reviewers highlight his engaging lectures and flexible office hours, though some note that tests can be difficult despite the manageable workload.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e9285146d8c7e7f90\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2011-11-27 20:31:37 +0000 UTC\",\"review_id\":\"8e9ea78f8c80ced57a15c6ea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTE5MzE3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2011-12-14 16:19:52 +0000 UTC\",\"review_id\":\"c0fe4e7f27c08d83836d8d70\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTE5NTA3NjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2011-12-18 15:27:44 +0000 UTC\",\"review_id\":\"9f3127ce18b6c584ba8652e8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTE5NTYwNzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2013-07-17 17:47:30 +0000 UTC\",\"review_id\":\"4c701d5f4696504b0b8a9e06\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTIxOTc2Mzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2014-12-27 12:29:38 +0000 UTC\",\"review_id\":\"f93d6f06e474edb478967f80\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTI0MTkyNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"}],\"text\":\"Historical reviews of Ian Coxhead: Ian Coxhead is consistently praised as an engaging and helpful instructor who explains concepts well and maintains a jovial demeanor. Reviewers recommend the class for its interesting, theory-focused approach rather than calculations.\"},{\"citations\":[{\"course_id\":\"AAE/ECON 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2019: 3.03 GPA, 50.0% A/AB (n=32 letter grades); Fall 2020: 3.35 GPA, 69.6% A/AB (n=23 letter grades); Fall 2021: 3.17 GPA, 58.6% A/AB (n=29 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2011-11-27 20:31:37 +0000 UTC\",\"review_id\":\"8e9ea78f8c80ced57a15c6ea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTE5MzE3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2011-12-14 16:19:52 +0000 UTC\",\"review_id\":\"c0fe4e7f27c08d83836d8d70\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTE5NTA3NjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2011-12-18 15:27:44 +0000 UTC\",\"review_id\":\"9f3127ce18b6c584ba8652e8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTE5NTYwNzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2013-07-17 17:47:30 +0000 UTC\",\"review_id\":\"4c701d5f4696504b0b8a9e06\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTIxOTc2Mzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"},{\"instructor_name\":\"Ian Coxhead\",\"review_date\":\"2014-12-27 12:29:38 +0000 UTC\",\"review_id\":\"f93d6f06e474edb478967f80\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1224837\",\"source_review_id\":\"UmF0aW5nLTI0MTkyNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\",\"type\":\"review\"}],\"text\":\"Historical reviews of Ian Coxhead: Students appreciate the excellent, relevant readings and the professor's timely email responses and flexible office hours. The theoretical focus is viewed as a refreshing change from typical economics classes, fostering strong engagement.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"AAE/ECON 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"source_record\":{\"entity_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"source_record\":{\"entity_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"source_record\":{\"entity_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"source_record\":{\"entity_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"source_record\":{\"entity_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"source_record\":{\"entity_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"source_record\":{\"entity_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"source_record\":{\"entity_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"source_record\":{\"entity_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 473\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"source_record\":{\"entity_id\":\"c8942822-d284-3813-bd48-675a9310342b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"IAN COXHEAD is recorded teaching in Fall 2006, Fall 2007, Fall 2010, Fall 2011, Fall 2012, Fall 2014, Fall 2016, Fall 2019, Fall 2020, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"0759b4f7651bd2888439098a5ef56578b62ed64fa70d256ae6af16a10e54d334","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"A A E 101(215 prior to Fall 2024),ECON 101,111, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"AAE\"],\"timing\":\"prior\"},\"evidence\":\"A A E 101\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 101\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":111,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 111\",\"id\":\"n3\",\"kind\":\"course\"}],\"notes\":[\"Reference to 'graduate/professional standing' is a condition leaf that needs review as it is not a course node.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Node n3: evidence 'ECON 111' must quote an exact source substring.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"0759b4f7651bd2888439098a5ef56578b62ed64fa70d256ae6af16a10e54d334","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"AAE 101\",\"field\":\"description\",\"quote\":\"Introduction to economic ways of thinking about a wide range of problems and issues.\"},{\"course_id\":\"ECON 101\",\"field\":\"description\",\"quote\":\"Economic problems of individuals, firms and industries with emphasis on value, price, and distribution of income.\"},{\"course_id\":\"ECON 111\",\"field\":\"description\",\"quote\":\"Integrated treatment of macroeconomics and microeconomics\"}],\"text\":\"Introductory microeconomic theory and principles of economics.\"}],\"search_phrases\":[\"Southeast Asia economic development\",\"trade and development theory\",\"economic growth distribution environment\",\"AAE 473\",\"ECON 473\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies\"}],\"text\":\"Evaluation of economic development strategies.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Students learn trade and development theory\"}],\"text\":\"Learning trade and development theory.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"specific knowledge of Southeast Asian economic development\"}],\"text\":\"Gaining specific knowledge of Southeast Asian economic development.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies in Southeast Asia and their implications for growth, distribution and environment.\"},{\"course_id\":\"AAE/ECON 473\",\"field\":\"title\",\"quote\":\"ECONOMIC GROWTH AND DEVELOPMENT IN SOUTHEAST ASIA\"}],\"text\":\"Evaluates economic development strategies in Southeast Asia, covering growth, distribution, environment, and trade theory.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"economic development strategies in Southeast Asia\"}],\"text\":\"Economic development strategies in Southeast Asia.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"implications for growth, distribution and environment\"}],\"text\":\"Growth, distribution, and environment implications.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"trade and development theory\"}],\"text\":\"Trade and development theory.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"0759b4f7651bd2888439098a5ef56578b62ed64fa70d256ae6af16a10e54d334","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-e7041a2e7f0e20d6266712e0","output_id":"677602292ffaa50990bcdc61e21937c485918b99ab0960aa2f4f72dc02cb398a","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"node_2\",\"node_3\",\"node_4\"],\"condition\":null,\"course\":null,\"evidence\":\"A A E 101(215 prior to Fall 2024),ECON 101,111, or graduate/professional standing\",\"id\":\"node_1\",\"kind\":\"any\"},{\"children\":[\"node_2a\",\"node_2b\"],\"condition\":null,\"course\":null,\"evidence\":\"A A E 101(215 prior to Fall 2024)\",\"id\":\"node_2\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"AAE\"],\"timing\":\"prior\"},\"evidence\":\"A A E 101\",\"id\":\"node_2a\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"215 prior to Fall 2024\",\"course\":null,\"evidence\":\"215 prior to Fall 2024\",\"id\":\"node_2b\",\"kind\":\"condition\"},{\"children\":[\"node_3a\",\"node_3b\"],\"condition\":null,\"course\":null,\"evidence\":\"ECON 101,111\",\"id\":\"node_3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 101\",\"id\":\"node_3a\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":111,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"111\",\"id\":\"node_3b\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"node_4\",\"kind\":\"condition\"}],\"notes\":[\"Reference '215' is preserved as a condition node '215 prior to Fall 2024' because it is not in linked_courses.\"],\"root\":\"node_1\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-e7041a2e7f0e20d6266712e0","output_id":"677602292ffaa50990bcdc61e21937c485918b99ab0960aa2f4f72dc02cb398a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"AAE 101\",\"field\":\"description\",\"quote\":\"Introduction to economic ways of thinking about a wide range of problems and issues.\"},{\"course_id\":\"ECON 101\",\"field\":\"description\",\"quote\":\"Economic problems of individuals, firms and industries with emphasis on value, price, and distribution of income.\"},{\"course_id\":\"ECON 111\",\"field\":\"description\",\"quote\":\"Integrated treatment of macroeconomics and microeconomics\"}],\"text\":\"Introductory microeconomic theory and principles of economics.\"}],\"search_phrases\":[\"Southeast Asia economic development\",\"trade and development theory\",\"economic growth distribution environment\",\"AAE 473\",\"ECON 473\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies\"}],\"text\":\"Evaluation of economic development strategies.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Students learn trade and development theory\"}],\"text\":\"Learning trade and development theory.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"specific knowledge of Southeast Asian economic development\"}],\"text\":\"Gaining specific knowledge of Southeast Asian economic development.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"Evaluates economic development strategies in Southeast Asia and their implications for growth, distribution and environment.\"},{\"course_id\":\"AAE/ECON 473\",\"field\":\"title\",\"quote\":\"ECONOMIC GROWTH AND DEVELOPMENT IN SOUTHEAST ASIA\"}],\"text\":\"Evaluates economic development strategies in Southeast Asia, covering growth, distribution, environment, and trade theory.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"economic development strategies in Southeast Asia\"}],\"text\":\"Economic development strategies in Southeast Asia.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"implications for growth, distribution and environment\"}],\"text\":\"Growth, distribution, and environment implications.\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 473\",\"field\":\"description\",\"quote\":\"trade and development theory\"}],\"text\":\"Trade and development theory.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_526a6a43332be53b6fb83a28","course_id":"AAE/ECON 473","catalog_version_id":"914eba8b72211336ef1df4da5582e05b53a7c8faeeb0aa38130723a528883a50","record_version_id":"0d40b8f4187d78a9dcaf184cc0ff24a62a43412e3e3901617143be450e1e6c4a","job_id":"enrich-e7041a2e7f0e20d6266712e0","output_id":"677602292ffaa50990bcdc61e21937c485918b99ab0960aa2f4f72dc02cb398a","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Great instructor with a good sense of humor. Very helpful and responds quickly to e-mails. Grade consists of: Two exams, 2 smaller papers, a presentation and a larger research paper. very interesting class.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-11-27 20:31:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8e9ea78f8c80ced57a15c6ea\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MzE3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"Easily the best Econ professor ever. He explains concepts well, provides excellent, relevant readings instead of a boring textbook like most classes. He's also very nice during his flexible office hours, very accommodating and helpful. Has a good sense of humor too, always very jovial. Take this class!!\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2013-07-17 17:47:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4c701d5f4696504b0b8a9e06\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxOTc2Mzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"I really enjoyed learning from Professor Coxhead.  Came into this class with limited interest in the subject area, but his passion for the subject soon rubs off on you.  Lots of reading, but not an overly difficult class.  More theoreticalhistorical than most economics classes, something that was a nice change.  I definitely recommend him.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2014-12-27 12:29:38 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f93d6f06e474edb478967f80\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI0MTkyNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"}],\"evidence_count\":3,\"review_ids\":[\"8e9ea78f8c80ced57a15c6ea\",\"4c701d5f4696504b0b8a9e06\",\"f93d6f06e474edb478967f80\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1224837\",\"name\":\"Ian Coxhead\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2011\"},\"sentiment\":\"positive\",\"summary\":\"Students consistently praise the instructor's ability to explain concepts well and his engaging lecturing style.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Great instructor with a good sense of humor. Very helpful and responds quickly to e-mails. Grade consists of: Two exams, 2 smaller papers, a presentation and a larger research paper. very interesting class.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-11-27 20:31:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8e9ea78f8c80ced57a15c6ea\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MzE3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"Tests are a bit difficult. Great and timely at answering any questions you may have. Recommend this class if you are more into theory rather than calculations.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-12-14 16:19:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c0fe4e7f27c08d83836d8d70\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NTA3NjY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"}],\"evidence_count\":2,\"review_ids\":[\"8e9ea78f8c80ced57a15c6ea\",\"c0fe4e7f27c08d83836d8d70\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1224837\",\"name\":\"Ian Coxhead\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"The workload includes exams, papers, and a presentation, with tests described as somewhat difficult but manageable.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Great instructor with a good sense of humor. Very helpful and responds quickly to e-mails. Grade consists of: Two exams, 2 smaller papers, a presentation and a larger research paper. very interesting class.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-11-27 20:31:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8e9ea78f8c80ced57a15c6ea\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5MzE3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"One of the best teachers I've had at Madison hands down. Great lecturer. Decent amount of work, but you learn a lot. Take this class\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2011-12-18 15:27:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9f3127ce18b6c584ba8652e8\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NTYwNzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"Easily the best Econ professor ever. He explains concepts well, provides excellent, relevant readings instead of a boring textbook like most classes. He's also very nice during his flexible office hours, very accommodating and helpful. Has a good sense of humor too, always very jovial. Take this class!!\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2013-07-17 17:47:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4c701d5f4696504b0b8a9e06\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxOTc2Mzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"},{\"comment\":\"I really enjoyed learning from Professor Coxhead.  Came into this class with limited interest in the subject area, but his passion for the subject soon rubs off on you.  Lots of reading, but not an overly difficult class.  More theoreticalhistorical than most economics classes, something that was a nice change.  I definitely recommend him.\",\"course_id\":\"AAE/ECON 473\",\"date\":\"2014-12-27 12:29:38 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f93d6f06e474edb478967f80\",\"instructor_id\":\"rmp:1224837\",\"instructor_name\":\"Ian Coxhead\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI0MTkyNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1224837\"}],\"evidence_count\":4,\"review_ids\":[\"8e9ea78f8c80ced57a15c6ea\",\"9f3127ce18b6c584ba8652e8\",\"4c701d5f4696504b0b8a9e06\",\"f93d6f06e474edb478967f80\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1224837\",\"name\":\"Ian Coxhead\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2011\"},\"sentiment\":\"positive\",\"summary\":\"The course is highly recommended for its interesting content, relevant readings, and the instructor's passion and helpfulness.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]