[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_9b7c3a369379fb3aa83e5bb9","course_id":"AAE/ECON 526","catalog_version_id":"dd5bb397a39c7017daa3f7f68bac2fb51508c54bbe9dba252fd8be707d95d212","record_version_id":"a98b73df1292a85f1c9830e45b9c5b29eae7306b4aa586522dfdd48b91d50cfb","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"fe9db7fbb0f2d8df5a5d220ac7b85697988f1209f6a6cfd0246e23136a699932","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n0\",\"n1\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 211or221),ECON 301, andSTAT 301, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 211or221),ECON 301, andSTAT 301\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":211,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 211\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":221,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 221\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 301\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 301\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n6\",\"kind\":\"condition\"}],\"notes\":[\"MATH 211 and MATH 221 are linked in requirements_text but n2 and n3 are separate course nodes under an any group.\",\"STAT 301 is a separate course node from ECON 301.\",\"graduate/professional standing is a condition leaf.\"],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n0 references itself; remove the self-reference.\nNode n3: evidence 'MATH 221' must quote an exact source substring.\nCycle reaches node n0; requirement graphs must be trees.\nUnreachable nodes: n5, n6; connect all conditions and exclusions to the root.","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_9b7c3a369379fb3aa83e5bb9","course_id":"AAE/ECON 526","catalog_version_id":"dd5bb397a39c7017daa3f7f68bac2fb51508c54bbe9dba252fd8be707d95d212","record_version_id":"a98b73df1292a85f1c9830e45b9c5b29eae7306b4aa586522dfdd48b91d50cfb","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"fe9db7fbb0f2d8df5a5d220ac7b85697988f1209f6a6cfd0246e23136a699932","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 211\",\"field\":\"description\",\"quote\":\"Essential concepts of differential and integral calculus; exponential and logarithmic functions; functions of several variables.\"},{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"Introduction to differential and integral calculus and plane analytic geometry; applications; transcendental functions.\"},{\"course_id\":\"ECON 301\",\"field\":\"description\",\"quote\":\"Contemporary theory of consumption, production, pricing and resource allocation.\"},{\"course_id\":\"STAT 301\",\"field\":\"description\",\"quote\":\"Distributions, measures of central tendency, dispersion and shape, the normal distribution; experiments to compare means, standard errors, confidence intervals; effects of departure from assumption; method of least squares, regression, correlation, assumptions and limitations; basic ideas of experimental design.\"}],\"text\":\"Calculus, intermediate microeconomics, and statistical methods.\"}],\"search_phrases\":[\"quantitative methods agriculture\",\"optimization natural resources\",\"spreadsheet tools economics\",\"MATH 211 MATH 221 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Use of quantitative methods (mathematics, statistics, and optimization) to analyze problems faced by decision makers in natural resources and agriculture.\"},{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Extensive homework requiring use of quantitative methods via spreadsheet tools to solve problems from an applied decision context.\"}],\"text\":\"Applying quantitative methods and spreadsheet tools to solve applied decision problems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Use of quantitative methods (mathematics, statistics, and optimization) to analyze problems faced by decision makers in natural resources and agriculture.\"},{\"course_id\":\"AAE/ECON 526\",\"field\":\"title\",\"quote\":\"QUANTITATIVE METHODS IN AGRICULTURAL AND APPLIED ECONOMICS\"}],\"text\":\"Application of quantitative methods to agricultural and natural resource decision problems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Use of quantitative methods (mathematics, statistics, and optimization) to analyze problems faced by decision makers in natural resources and agriculture.\"}],\"text\":\"Quantitative methods in natural resources and agriculture\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Extensive homework requiring use of quantitative methods via spreadsheet tools to solve problems from an applied decision context.\"}],\"text\":\"Spreadsheet-based problem solving\"}]}","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_9b7c3a369379fb3aa83e5bb9","course_id":"AAE/ECON 526","catalog_version_id":"dd5bb397a39c7017daa3f7f68bac2fb51508c54bbe9dba252fd8be707d95d212","record_version_id":"a98b73df1292a85f1c9830e45b9c5b29eae7306b4aa586522dfdd48b91d50cfb","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"fe9db7fbb0f2d8df5a5d220ac7b85697988f1209f6a6cfd0246e23136a699932","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_9b7c3a369379fb3aa83e5bb9","course_id":"AAE/ECON 526","catalog_version_id":"dd5bb397a39c7017daa3f7f68bac2fb51508c54bbe9dba252fd8be707d95d212","record_version_id":"a98b73df1292a85f1c9830e45b9c5b29eae7306b4aa586522dfdd48b91d50cfb","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"2493d27fdbeb0f6157dd335407445e20678926c5dca63173efd33771ccc59e5b","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 211or221),ECON 301, andSTAT 301, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n2\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 211or221),ECON 301, andSTAT 301\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 211or221\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":211,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 211\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":221,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"221\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 301\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 301\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n7\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","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_9b7c3a369379fb3aa83e5bb9","course_id":"AAE/ECON 526","catalog_version_id":"dd5bb397a39c7017daa3f7f68bac2fb51508c54bbe9dba252fd8be707d95d212","record_version_id":"a98b73df1292a85f1c9830e45b9c5b29eae7306b4aa586522dfdd48b91d50cfb","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"2493d27fdbeb0f6157dd335407445e20678926c5dca63173efd33771ccc59e5b","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 211\",\"field\":\"description\",\"quote\":\"Essential concepts of differential and integral calculus; exponential and logarithmic functions; functions of several variables.\"},{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"Introduction to differential and integral calculus and plane analytic geometry; applications; transcendental functions.\"},{\"course_id\":\"ECON 301\",\"field\":\"description\",\"quote\":\"Contemporary theory of consumption, production, pricing and resource allocation.\"},{\"course_id\":\"STAT 301\",\"field\":\"description\",\"quote\":\"Distributions, measures of central tendency, dispersion and shape, the normal distribution; experiments to compare means, standard errors, confidence intervals; effects of departure from assumption; method of least squares, regression, correlation, assumptions and limitations; basic ideas of experimental design.\"}],\"text\":\"Calculus, intermediate microeconomics, and statistical methods.\"}],\"search_phrases\":[\"quantitative methods agriculture\",\"optimization natural resources\",\"spreadsheet tools economics\",\"MATH 211 MATH 221 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Use of quantitative methods (mathematics, statistics, and optimization) to analyze problems faced by decision makers in natural resources and agriculture.\"},{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Extensive homework requiring use of quantitative methods via spreadsheet tools to solve problems from an applied decision context.\"}],\"text\":\"Applying quantitative methods and spreadsheet tools to solve applied decision problems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Use of quantitative methods (mathematics, statistics, and optimization) to analyze problems faced by decision makers in natural resources and agriculture.\"},{\"course_id\":\"AAE/ECON 526\",\"field\":\"title\",\"quote\":\"QUANTITATIVE METHODS IN AGRICULTURAL AND APPLIED ECONOMICS\"}],\"text\":\"Application of quantitative methods to agricultural and natural resource decision problems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Use of quantitative methods (mathematics, statistics, and optimization) to analyze problems faced by decision makers in natural resources and agriculture.\"}],\"text\":\"Quantitative methods in natural resources and agriculture\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Extensive homework requiring use of quantitative methods via spreadsheet tools to solve problems from an applied decision context.\"}],\"text\":\"Spreadsheet-based problem solving\"}]}","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_9b7c3a369379fb3aa83e5bb9","course_id":"AAE/ECON 526","catalog_version_id":"dd5bb397a39c7017daa3f7f68bac2fb51508c54bbe9dba252fd8be707d95d212","record_version_id":"a98b73df1292a85f1c9830e45b9c5b29eae7306b4aa586522dfdd48b91d50cfb","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"2493d27fdbeb0f6157dd335407445e20678926c5dca63173efd33771ccc59e5b","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":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_9b7c3a369379fb3aa83e5bb9","course_id":"AAE/ECON 526","catalog_version_id":"dd5bb397a39c7017daa3f7f68bac2fb51508c54bbe9dba252fd8be707d95d212","record_version_id":"a98b73df1292a85f1c9830e45b9c5b29eae7306b4aa586522dfdd48b91d50cfb","job_id":"enrich-789789da373eecc1ff75f626","output_id":"685e05a2f3e283a979557c6309cfb2c548a7290fd5ac6a73547868e81f517469","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 211or221),ECON 301, andSTAT 301, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n2\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 211or221),ECON 301, andSTAT 301\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 211or221\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":211,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 211\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":221,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"221\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 301\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 301\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n7\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","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_9b7c3a369379fb3aa83e5bb9","course_id":"AAE/ECON 526","catalog_version_id":"dd5bb397a39c7017daa3f7f68bac2fb51508c54bbe9dba252fd8be707d95d212","record_version_id":"a98b73df1292a85f1c9830e45b9c5b29eae7306b4aa586522dfdd48b91d50cfb","job_id":"enrich-789789da373eecc1ff75f626","output_id":"685e05a2f3e283a979557c6309cfb2c548a7290fd5ac6a73547868e81f517469","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 211\",\"field\":\"description\",\"quote\":\"Essential concepts of differential and integral calculus; exponential and logarithmic functions; functions of several variables.\"},{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"Introduction to differential and integral calculus and plane analytic geometry; applications; transcendental functions.\"},{\"course_id\":\"ECON 301\",\"field\":\"description\",\"quote\":\"Contemporary theory of consumption, production, pricing and resource allocation.\"},{\"course_id\":\"STAT 301\",\"field\":\"description\",\"quote\":\"Distributions, measures of central tendency, dispersion and shape, the normal distribution; experiments to compare means, standard errors, confidence intervals; effects of departure from assumption; method of least squares, regression, correlation, assumptions and limitations; basic ideas of experimental design.\"}],\"text\":\"Calculus, intermediate microeconomics, and statistical methods.\"}],\"search_phrases\":[\"quantitative methods agriculture\",\"optimization natural resources\",\"spreadsheet tools economics\",\"MATH 211 MATH 221 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Use of quantitative methods (mathematics, statistics, and optimization) to analyze problems faced by decision makers in natural resources and agriculture.\"},{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Extensive homework requiring use of quantitative methods via spreadsheet tools to solve problems from an applied decision context.\"}],\"text\":\"Applying quantitative methods and spreadsheet tools to solve applied decision problems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Use of quantitative methods (mathematics, statistics, and optimization) to analyze problems faced by decision makers in natural resources and agriculture.\"},{\"course_id\":\"AAE/ECON 526\",\"field\":\"title\",\"quote\":\"QUANTITATIVE METHODS IN AGRICULTURAL AND APPLIED ECONOMICS\"}],\"text\":\"Application of quantitative methods to agricultural and natural resource decision problems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Use of quantitative methods (mathematics, statistics, and optimization) to analyze problems faced by decision makers in natural resources and agriculture.\"}],\"text\":\"Quantitative methods in natural resources and agriculture\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Extensive homework requiring use of quantitative methods via spreadsheet tools to solve problems from an applied decision context.\"}],\"text\":\"Spreadsheet-based problem solving\"}]}","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_9b7c3a369379fb3aa83e5bb9","course_id":"AAE/ECON 526","catalog_version_id":"dd5bb397a39c7017daa3f7f68bac2fb51508c54bbe9dba252fd8be707d95d212","record_version_id":"a98b73df1292a85f1c9830e45b9c5b29eae7306b4aa586522dfdd48b91d50cfb","job_id":"enrich-789789da373eecc1ff75f626","output_id":"685e05a2f3e283a979557c6309cfb2c548a7290fd5ac6a73547868e81f517469","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_9b7c3a369379fb3aa83e5bb9","course_id":"AAE/ECON 526","catalog_version_id":"dd5bb397a39c7017daa3f7f68bac2fb51508c54bbe9dba252fd8be707d95d212","record_version_id":"a98b73df1292a85f1c9830e45b9c5b29eae7306b4aa586522dfdd48b91d50cfb","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ce8aaa43b85e2889ba083c6c9d1ac4b63312cd71e1def9894962ef64c1c2e37b","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 211or221),ECON 301, andSTAT 301, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n2\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 211or221),ECON 301, andSTAT 301\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 211or221\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":211,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 211\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":221,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"221\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 301\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 301\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n7\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","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_9b7c3a369379fb3aa83e5bb9","course_id":"AAE/ECON 526","catalog_version_id":"dd5bb397a39c7017daa3f7f68bac2fb51508c54bbe9dba252fd8be707d95d212","record_version_id":"a98b73df1292a85f1c9830e45b9c5b29eae7306b4aa586522dfdd48b91d50cfb","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ce8aaa43b85e2889ba083c6c9d1ac4b63312cd71e1def9894962ef64c1c2e37b","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 211\",\"field\":\"description\",\"quote\":\"Essential concepts of differential and integral calculus; exponential and logarithmic functions; functions of several variables.\"},{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"Introduction to differential and integral calculus and plane analytic geometry; applications; transcendental functions.\"},{\"course_id\":\"ECON 301\",\"field\":\"description\",\"quote\":\"Contemporary theory of consumption, production, pricing and resource allocation.\"},{\"course_id\":\"STAT 301\",\"field\":\"description\",\"quote\":\"Distributions, measures of central tendency, dispersion and shape, the normal distribution; experiments to compare means, standard errors, confidence intervals; effects of departure from assumption; method of least squares, regression, correlation, assumptions and limitations; basic ideas of experimental design.\"}],\"text\":\"Calculus, intermediate microeconomics, and statistical methods.\"}],\"search_phrases\":[\"quantitative methods agriculture\",\"optimization natural resources\",\"spreadsheet tools economics\",\"MATH 211 MATH 221 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Use of quantitative methods (mathematics, statistics, and optimization) to analyze problems faced by decision makers in natural resources and agriculture.\"},{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Extensive homework requiring use of quantitative methods via spreadsheet tools to solve problems from an applied decision context.\"}],\"text\":\"Applying quantitative methods and spreadsheet tools to solve applied decision problems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Use of quantitative methods (mathematics, statistics, and optimization) to analyze problems faced by decision makers in natural resources and agriculture.\"},{\"course_id\":\"AAE/ECON 526\",\"field\":\"title\",\"quote\":\"QUANTITATIVE METHODS IN AGRICULTURAL AND APPLIED ECONOMICS\"}],\"text\":\"Application of quantitative methods to agricultural and natural resource decision problems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Use of quantitative methods (mathematics, statistics, and optimization) to analyze problems faced by decision makers in natural resources and agriculture.\"}],\"text\":\"Quantitative methods in natural resources and agriculture\"},{\"evidence\":[{\"course_id\":\"AAE/ECON 526\",\"field\":\"description\",\"quote\":\"Extensive homework requiring use of quantitative methods via spreadsheet tools to solve problems from an applied decision context.\"}],\"text\":\"Spreadsheet-based problem solving\"}]}","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_9b7c3a369379fb3aa83e5bb9","course_id":"AAE/ECON 526","catalog_version_id":"dd5bb397a39c7017daa3f7f68bac2fb51508c54bbe9dba252fd8be707d95d212","record_version_id":"a98b73df1292a85f1c9830e45b9c5b29eae7306b4aa586522dfdd48b91d50cfb","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ce8aaa43b85e2889ba083c6c9d1ac4b63312cd71e1def9894962ef64c1c2e37b","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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_9b7c3a369379fb3aa83e5bb9","course_id":"AAE/ECON 526","catalog_version_id":"dd5bb397a39c7017daa3f7f68bac2fb51508c54bbe9dba252fd8be707d95d212","record_version_id":"a98b73df1292a85f1c9830e45b9c5b29eae7306b4aa586522dfdd48b91d50cfb","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ce8aaa43b85e2889ba083c6c9d1ac4b63312cd71e1def9894962ef64c1c2e37b","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"b8c9c01bf0854bc8fe0fbcfb53ef6f7a2a66521aad0e2d75a24616a1ba8594bd\",\"course_id\":\"AAE/ECON 526\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Thomas Rutherford\",\"review_date\":\"2017-12-28 02:53:03 +0000 UTC\",\"review_id\":\"e99b1d6947debe27741e0a66\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1816941\",\"source_review_id\":\"UmF0aW5nLTI5MzQ4Nzcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1816941\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Rutherford\",\"review_date\":\"2018-10-18 19:47:10 +0000 UTC\",\"review_id\":\"fa62f67757f8f2d9b5d3ca70\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1816941\",\"source_review_id\":\"UmF0aW5nLTMwNTg1NTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1816941\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Rutherford\",\"review_date\":\"2019-02-01 03:04:14 +0000 UTC\",\"review_id\":\"3eee2749406eac20673cae43\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1816941\",\"source_review_id\":\"UmF0aW5nLTMxMzI2Mjk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1816941\",\"type\":\"review\"}],\"text\":\"Historical reviews of Thomas Rutherford: Reviewers characterize homework as exceptionally hard and lectures as difficult, particularly for students lacking prior statistics software experience.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Thomas Rutherford\",\"review_date\":\"2017-12-28 02:53:03 +0000 UTC\",\"review_id\":\"e99b1d6947debe27741e0a66\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1816941\",\"source_review_id\":\"UmF0aW5nLTI5MzQ4Nzcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1816941\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Rutherford\",\"review_date\":\"2018-10-18 19:47:10 +0000 UTC\",\"review_id\":\"fa62f67757f8f2d9b5d3ca70\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1816941\",\"source_review_id\":\"UmF0aW5nLTMwNTg1NTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1816941\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Rutherford\",\"review_date\":\"2019-02-01 03:04:14 +0000 UTC\",\"review_id\":\"3eee2749406eac20673cae43\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1816941\",\"source_review_id\":\"UmF0aW5nLTMxMzI2Mjk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1816941\",\"type\":\"review\"}],\"text\":\"Historical reviews of Thomas Rutherford: Thomas Rutherford's course is consistently described as extremely difficult, with students finding the GAMS software and homework assignments very challenging. While some reviewers found lectures unhelpful, others noted that attending office hours and collaborating with peers could help manage the workload and secure good grades.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e9285146d8c7e7f90\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Thomas Rutherford\",\"review_date\":\"2017-12-28 02:53:03 +0000 UTC\",\"review_id\":\"e99b1d6947debe27741e0a66\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1816941\",\"source_review_id\":\"UmF0aW5nLTI5MzQ4Nzcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1816941\",\"type\":\"review\"},{\"instructor_name\":\"Thomas Rutherford\",\"review_date\":\"2018-10-18 19:47:10 +0000 UTC\",\"review_id\":\"fa62f67757f8f2d9b5d3ca70\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1816941\",\"source_review_id\":\"UmF0aW5nLTMwNTg1NTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1816941\",\"type\":\"review\"}],\"text\":\"Historical reviews for Thomas Rutherford describe the course as extremely difficult and frustrating, with useless lectures and a steep learning curve for GAMS software.\"},{\"citations\":[{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2015: 3.75 GPA, 75.0% A/AB (n=4 letter grades); Fall 2018: 3.71 GPA, 100.0% A/AB (n=7 letter grades); Fall 2019: 4.00 GPA, 100.0% A/AB (n=7 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Thomas Rutherford\",\"review_date\":\"2019-02-01 03:04:14 +0000 UTC\",\"review_id\":\"3eee2749406eac20673cae43\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1816941\",\"source_review_id\":\"UmF0aW5nLTMxMzI2Mjk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1816941\",\"type\":\"review\"}],\"text\":\"Historical reviews of Thomas Rutherford: One reviewer noted that attending office hours and collaborating with skilled peers could lead to good grades despite the difficulty.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"}],\"text\":\"THOMAS L. COX is recorded teaching in Fall 2009, Fall 2010, Fall 2011, Fall 2012. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"AAE/ECON 526\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"source_record\":{\"entity_id\":\"ef08d3af-ec10-328c-a811-3fe6807e1b88\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"THOMAS RUTHERFORD is recorded teaching in Fall 2013, Fall 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2021, Fall 2023. 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}]