[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_244aa1b0f9a460b67dbd2ab5","course_id":"EPD 614","catalog_version_id":"47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9","record_version_id":"132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"7445032b669ce2c044cd28b1a1e9f6a378461342236aa7285019d36e93041dd9","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing. Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing.\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":null,\"evidence\":\"Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n2\",\"kind\":\"not\"}],\"notes\":[\"The exclusion 'Not open to students declared in Business: Marketing, MBA' is treated as a single condition node (n2) under the root AND. The specific programs are not linked to canonical course nodes, so they remain as verbatim condition/ex\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Non-course conditions must preserve verbatim source text","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_244aa1b0f9a460b67dbd2ab5","course_id":"EPD 614","catalog_version_id":"47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9","record_version_id":"132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"7445032b669ce2c044cd28b1a1e9f6a378461342236aa7285019d36e93041dd9","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"marketing technical professionals\",\"product management operations\",\"market segmentation product lifecycle\",\"sustainability marketing decisions\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"develop product and marketing plan\"}],\"text\":\"Developing product and marketing plans\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"target marketing and market segmentation\"}],\"text\":\"Target marketing and market segmentation\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"product lifecycle positioning\"}],\"text\":\"Product lifecycle positioning\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"technical perspective on social, ethical, environmental, and sustainability of marketing and product management decisions\"}],\"text\":\"Technical perspective on social, ethical, environmental, and sustainability of marketing decisions\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"title\",\"quote\":\"MARKETING FOR TECHNICAL PROFESSIONALS\"},{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"Role and contribution of marketing and product management to overall operations\"}],\"text\":\"EPD 614: Marketing for Technical Professionals covers the role of marketing and product management in operations, including segmentation, lifecycle positioning, and sustainable decision-making.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"Role and contribution of marketing and product management to overall operations\"}],\"text\":\"Role of marketing and product management in operations\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"target marketing and market segmentation\"}],\"text\":\"Target marketing and market segmentation\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"product lifecycle positioning\"}],\"text\":\"Product lifecycle positioning\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"develop product and marketing plan as part of balanced marketing effort\"}],\"text\":\"Developing product and marketing plans\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"technical perspective on social, ethical, environmental, and sustainability of marketing and product management decisions\"}],\"text\":\"Social, ethical, environmental, and sustainability perspectives in marketing\"}]}","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_244aa1b0f9a460b67dbd2ab5","course_id":"EPD 614","catalog_version_id":"47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9","record_version_id":"132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"7445032b669ce2c044cd28b1a1e9f6a378461342236aa7285019d36e93041dd9","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_244aa1b0f9a460b67dbd2ab5","course_id":"EPD 614","catalog_version_id":"47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9","record_version_id":"132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"44b6aba0273cd69dda6978eb04380140abab17f1201039fbd642bbb24c8ebc9a","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing. Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing.\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n2\",\"kind\":\"not\"},{\"children\":[\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Not open to students declared in Business: Marketing, MBA\",\"course\":null,\"evidence\":\"Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"Not open to students declared in Business: Marketing, MBA\",\"course\":null,\"evidence\":\"Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n5\",\"kind\":\"condition\"}],\"notes\":[\"To preserve verbatim text, the full exclusion phrase is used as the condition for both children of the 'any' group. This is logically equivalent to the negation of the disjunction of the specific programs.\"],\"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_244aa1b0f9a460b67dbd2ab5","course_id":"EPD 614","catalog_version_id":"47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9","record_version_id":"132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"44b6aba0273cd69dda6978eb04380140abab17f1201039fbd642bbb24c8ebc9a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"marketing technical professionals\",\"product management operations\",\"market segmentation product lifecycle\",\"sustainability marketing decisions\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"develop product and marketing plan\"}],\"text\":\"Developing product and marketing plans\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"target marketing and market segmentation\"}],\"text\":\"Target marketing and market segmentation\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"product lifecycle positioning\"}],\"text\":\"Product lifecycle positioning\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"technical perspective on social, ethical, environmental, and sustainability of marketing and product management decisions\"}],\"text\":\"Technical perspective on social, ethical, environmental, and sustainability of marketing decisions\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"title\",\"quote\":\"MARKETING FOR TECHNICAL PROFESSIONALS\"},{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"Role and contribution of marketing and product management to overall operations\"}],\"text\":\"EPD 614: Marketing for Technical Professionals covers the role of marketing and product management in operations, including segmentation, lifecycle positioning, and sustainable decision-making.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"Role and contribution of marketing and product management to overall operations\"}],\"text\":\"Role of marketing and product management in operations\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"target marketing and market segmentation\"}],\"text\":\"Target marketing and market segmentation\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"product lifecycle positioning\"}],\"text\":\"Product lifecycle positioning\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"develop product and marketing plan as part of balanced marketing effort\"}],\"text\":\"Developing product and marketing plans\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"technical perspective on social, ethical, environmental, and sustainability of marketing and product management decisions\"}],\"text\":\"Social, ethical, environmental, and sustainability perspectives in marketing\"}]}","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_244aa1b0f9a460b67dbd2ab5","course_id":"EPD 614","catalog_version_id":"47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9","record_version_id":"132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"44b6aba0273cd69dda6978eb04380140abab17f1201039fbd642bbb24c8ebc9a","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_244aa1b0f9a460b67dbd2ab5","course_id":"EPD 614","catalog_version_id":"47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9","record_version_id":"132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401","job_id":"enrich-789789da373eecc1ff75f626","output_id":"d91b69797c920885eadf1a81d01a3d5b993959edd88b71a9904df8d4e21ae24f","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing. Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing.\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n2\",\"kind\":\"not\"},{\"children\":[\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Not open to students declared in Business: Marketing, MBA\",\"course\":null,\"evidence\":\"Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"Not open to students declared in Business: Marketing, MBA\",\"course\":null,\"evidence\":\"Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n5\",\"kind\":\"condition\"}],\"notes\":[\"To preserve verbatim text, the full exclusion phrase is used as the condition for both children of the 'any' group. This is logically equivalent to the negation of the disjunction of the specific programs.\"],\"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_244aa1b0f9a460b67dbd2ab5","course_id":"EPD 614","catalog_version_id":"47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9","record_version_id":"132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401","job_id":"enrich-789789da373eecc1ff75f626","output_id":"d91b69797c920885eadf1a81d01a3d5b993959edd88b71a9904df8d4e21ae24f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"marketing technical professionals\",\"product management operations\",\"market segmentation product lifecycle\",\"sustainability marketing decisions\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"develop product and marketing plan\"}],\"text\":\"Developing product and marketing plans\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"target marketing and market segmentation\"}],\"text\":\"Target marketing and market segmentation\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"product lifecycle positioning\"}],\"text\":\"Product lifecycle positioning\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"technical perspective on social, ethical, environmental, and sustainability of marketing and product management decisions\"}],\"text\":\"Technical perspective on social, ethical, environmental, and sustainability of marketing decisions\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"title\",\"quote\":\"MARKETING FOR TECHNICAL PROFESSIONALS\"},{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"Role and contribution of marketing and product management to overall operations\"}],\"text\":\"EPD 614: Marketing for Technical Professionals covers the role of marketing and product management in operations, including segmentation, lifecycle positioning, and sustainable decision-making.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"Role and contribution of marketing and product management to overall operations\"}],\"text\":\"Role of marketing and product management in operations\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"target marketing and market segmentation\"}],\"text\":\"Target marketing and market segmentation\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"product lifecycle positioning\"}],\"text\":\"Product lifecycle positioning\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"develop product and marketing plan as part of balanced marketing effort\"}],\"text\":\"Developing product and marketing plans\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"technical perspective on social, ethical, environmental, and sustainability of marketing and product management decisions\"}],\"text\":\"Social, ethical, environmental, and sustainability perspectives in marketing\"}]}","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_244aa1b0f9a460b67dbd2ab5","course_id":"EPD 614","catalog_version_id":"47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9","record_version_id":"132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401","job_id":"enrich-789789da373eecc1ff75f626","output_id":"d91b69797c920885eadf1a81d01a3d5b993959edd88b71a9904df8d4e21ae24f","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_244aa1b0f9a460b67dbd2ab5","course_id":"EPD 614","catalog_version_id":"47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9","record_version_id":"132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"6d45b0fbca5609cd47d8b931bd6ad0a6fb87098030d16512aaba12fbc8620e57","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing. Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing.\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n2\",\"kind\":\"not\"},{\"children\":[\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Not open to students declared in Business: Marketing, MBA\",\"course\":null,\"evidence\":\"Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"Not open to students declared in Business: Marketing, MBA\",\"course\":null,\"evidence\":\"Not open to students declared in Business: Marketing, MBA.\",\"id\":\"n5\",\"kind\":\"condition\"}],\"notes\":[\"To preserve verbatim text, the full exclusion phrase is used as the condition for both children of the 'any' group. This is logically equivalent to the negation of the disjunction of the specific programs.\"],\"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_244aa1b0f9a460b67dbd2ab5","course_id":"EPD 614","catalog_version_id":"47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9","record_version_id":"132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"6d45b0fbca5609cd47d8b931bd6ad0a6fb87098030d16512aaba12fbc8620e57","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"marketing technical professionals\",\"product management operations\",\"market segmentation product lifecycle\",\"sustainability marketing decisions\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"develop product and marketing plan\"}],\"text\":\"Developing product and marketing plans\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"target marketing and market segmentation\"}],\"text\":\"Target marketing and market segmentation\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"product lifecycle positioning\"}],\"text\":\"Product lifecycle positioning\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"technical perspective on social, ethical, environmental, and sustainability of marketing and product management decisions\"}],\"text\":\"Technical perspective on social, ethical, environmental, and sustainability of marketing decisions\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"title\",\"quote\":\"MARKETING FOR TECHNICAL PROFESSIONALS\"},{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"Role and contribution of marketing and product management to overall operations\"}],\"text\":\"EPD 614: Marketing for Technical Professionals covers the role of marketing and product management in operations, including segmentation, lifecycle positioning, and sustainable decision-making.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"Role and contribution of marketing and product management to overall operations\"}],\"text\":\"Role of marketing and product management in operations\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"target marketing and market segmentation\"}],\"text\":\"Target marketing and market segmentation\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"product lifecycle positioning\"}],\"text\":\"Product lifecycle positioning\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"develop product and marketing plan as part of balanced marketing effort\"}],\"text\":\"Developing product and marketing plans\"},{\"evidence\":[{\"course_id\":\"EPD 614\",\"field\":\"description\",\"quote\":\"technical perspective on social, ethical, environmental, and sustainability of marketing and product management decisions\"}],\"text\":\"Social, ethical, environmental, and sustainability perspectives in marketing\"}]}","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_244aa1b0f9a460b67dbd2ab5","course_id":"EPD 614","catalog_version_id":"47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9","record_version_id":"132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"6d45b0fbca5609cd47d8b931bd6ad0a6fb87098030d16512aaba12fbc8620e57","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_244aa1b0f9a460b67dbd2ab5","course_id":"EPD 614","catalog_version_id":"47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9","record_version_id":"132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"6d45b0fbca5609cd47d8b931bd6ad0a6fb87098030d16512aaba12fbc8620e57","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"83255f03fa9f877ceba8b74c442b84d52e49949514667f8ade9df05d8d488338\",\"course_id\":\"EPD 614\",\"current_instructors\":[{\"instructor_uid\":\"instructor_38041b94783d45e76fa3918d\",\"message\":\"No course-specific reviews available\",\"name\":\"Charles West\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 4.00 GPA, 100.0% A/AB (n=7 letter grades); Fall 2024: 3.85 GPA, 92.3% A/AB (n=13 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=13 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_812278b217ff5b0bac4ca20b\",\"message\":\"No course-specific reviews available\",\"name\":\"Cynthia West\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 4.00 GPA, 100.0% A/AB (n=7 letter grades); Fall 2024: 3.85 GPA, 92.3% A/AB (n=13 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=13 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 4.00 GPA, 100.0% A/AB (n=7 letter grades); Fall 2024: 3.85 GPA, 92.3% A/AB (n=13 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=13 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"CHARLES WEST is recorded teaching in Spring 2020, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"EPD 614\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"source_record\":{\"entity_id\":\"9c85076a-727b-350f-82ec-7e9b8262836d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"CYNTHIA WEST is recorded teaching in Spring 2020, Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Fall 2024, Fall 2025. 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}]