[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"6f37b4c2dc240bd0fc5ffc5351bcd80d442a649864597c63a10bebfde8eae213","record_version_id":"d9ed856817175c2f010ff154a7804dd095c7dd7b08f4cdad3b53e017c8cceaf8","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"35719f9eb3d74e39d63e404388bc9dccb059ca82a9dafa15bca597c3102075e4","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"cond-sophomore-standing\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"cond-sophomore-standing\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"6f37b4c2dc240bd0fc5ffc5351bcd80d442a649864597c63a10bebfde8eae213","record_version_id":"d9ed856817175c2f010ff154a7804dd095c7dd7b08f4cdad3b53e017c8cceaf8","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"35719f9eb3d74e39d63e404388bc9dccb059ca82a9dafa15bca597c3102075e4","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"requirements_text\",\"quote\":\"Sophomore standing\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Sophomore standing\"}],\"search_phrases\":[\"consumer behavior\",\"social psychology consumer behavior\",\"motivation perception learning attitude formation\",\"effects of social class family structure cultural backgrounds reference groups\",\"consumer welfare organizations\",\"culture consumption practices\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Analyses from social and psychological perspectives. Motivation, perception, learning and attitude formation.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"},{\"course_id\":\"CNSRSCI 357\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Apply advanced theoretical frameworks and research methodologies to critically analyze consumer behavior phenomena.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Analyze consumer behavior using social and psychological perspectives, including motivation, perception, learning, and attitude formation.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Effects of social class, family structure, cultural backgrounds and reference groups.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Examine the effects of social class, family structure, cultural backgrounds, and reference groups on consumer behavior.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Develop an understanding of consumer behavior that would benefit organizations and help improve overall consumer welfare.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Develop an understanding of consumer behavior that benefits organizations and improves consumer welfare.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"title\",\"quote\":\"CONSUMER BEHAVIOR\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"},{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Analyses from social and psychological perspectives. Motivation, perception, learning and attitude formation. Effects of social class, family structure, cultural backgrounds and reference groups.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Consumer Behavior analyzes consumer actions from social and psychological perspectives, covering motivation, perception, learning, attitude formation, and the effects of social class, family structure, culture, and reference groups.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Motivation, perception, learning and attitude formation.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Motivation, perception, learning, and attitude formation\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Effects of social class, family structure, cultural backgrounds and reference groups.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Social class, family structure, cultural backgrounds, and reference groups\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Consider the various perspectives on consumer behavior across marketing, economics, psychology, sociology, and anthropology, along with the everyday patterns in our lives.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Perspectives on consumer behavior across marketing, economics, psychology, sociology, and anthropology\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Understand the role of culture that is infused with meaning in consumption practices that extend beyond practical or economic factors.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Role of culture in consumption practices beyond practical or economic factors\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"6f37b4c2dc240bd0fc5ffc5351bcd80d442a649864597c63a10bebfde8eae213","record_version_id":"d9ed856817175c2f010ff154a7804dd095c7dd7b08f4cdad3b53e017c8cceaf8","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"35719f9eb3d74e39d63e404388bc9dccb059ca82a9dafa15bca597c3102075e4","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"6f37b4c2dc240bd0fc5ffc5351bcd80d442a649864597c63a10bebfde8eae213","record_version_id":"d9ed856817175c2f010ff154a7804dd095c7dd7b08f4cdad3b53e017c8cceaf8","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"35719f9eb3d74e39d63e404388bc9dccb059ca82a9dafa15bca597c3102075e4","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"5fa606d26176f147db2baec66248dc34070be2b8dcf5f77f5abe6b0b87693d00\",\"course_id\":\"CNSRSCI 357\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"CNSRSCI 357\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"789607f1-8fa5-3442-9cc4-8ed690d985b8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 357\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"789607f1-8fa5-3442-9cc4-8ed690d985b8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 357\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"789607f1-8fa5-3442-9cc4-8ed690d985b8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2015: 3.80 GPA, 96.1% A/AB (n=51 letter grades); Fall 2015: 3.77 GPA, 86.7% A/AB (n=75 letter grades); Spring 2016: 3.65 GPA, 82.8% A/AB (n=116 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"e398d0b0f0677a1fd415c124616c1f422f04186c9b7bfa2044d4b36533dbdf90","record_version_id":"e91ad49bca507daa37cb466934e684b8ede39484e4b0ae942a4b8573287a8981","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"c7efd8eb0648666f6af15b6b6d0a27767ebfbd445ce971f01297d74e8c7e62c0","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":0,\"minimum_grade\":null,\"subjects\":[\"STANDING\"],\"timing\":\"prior\"},\"evidence\":\"Sophomore standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"The condition 'Sophomore standing' is a standing requirement, not a specific course. It is treated as a verbatim condition leaf as it does not map to a canonical course in linked_courses.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Only course nodes may carry course references","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_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"e398d0b0f0677a1fd415c124616c1f422f04186c9b7bfa2044d4b36533dbdf90","record_version_id":"e91ad49bca507daa37cb466934e684b8ede39484e4b0ae942a4b8573287a8981","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"c7efd8eb0648666f6af15b6b6d0a27767ebfbd445ce971f01297d74e8c7e62c0","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"requirements_text\",\"quote\":\"Sophomore standing\"}],\"text\":\"Must have reached sophomore standing in the university.\"}],\"search_phrases\":[\"consumer behavior psychology\",\"social influences on consumption\",\"motivation perception learning attitude\",\"social class family structure cultural backgrounds\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Analyses from social and psychological perspectives.\"}],\"text\":\"Analyze consumer behavior from social and psychological perspectives.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Motivation, perception, learning and attitude formation.\"}],\"text\":\"Understand key psychological processes: motivation, perception, learning, and attitude formation.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Effects of social class, family structure, cultural backgrounds and reference groups.\"}],\"text\":\"Evaluate the impact of social and cultural factors on consumer behavior.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"title\",\"quote\":\"CONSUMER BEHAVIOR\"},{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Analyses from social and psychological perspectives. Motivation, perception, learning and attitude formation. Effects of social class, family structure, cultural backgrounds and reference groups.\"}],\"text\":\"Consumer Behavior analyzes social and psychological perspectives on motivation, perception, learning, attitude formation, and the effects of social and cultural factors.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Motivation, perception, learning and attitude formation.\"}],\"text\":\"Motivation, perception, learning, and attitude formation.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Effects of social class, family structure, cultural backgrounds and reference groups.\"}],\"text\":\"Social class, family structure, cultural backgrounds, and reference groups.\"}]}","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_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"e398d0b0f0677a1fd415c124616c1f422f04186c9b7bfa2044d4b36533dbdf90","record_version_id":"e91ad49bca507daa37cb466934e684b8ede39484e4b0ae942a4b8573287a8981","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"c7efd8eb0648666f6af15b6b6d0a27767ebfbd445ce971f01297d74e8c7e62c0","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_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"e398d0b0f0677a1fd415c124616c1f422f04186c9b7bfa2044d4b36533dbdf90","record_version_id":"e91ad49bca507daa37cb466934e684b8ede39484e4b0ae942a4b8573287a8981","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"23a941bc8e3766033461d369ced7fc176e9ddebfe16603270c41e87a9e28d8fc","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"The requirement is a standing requirement ('Sophomore standing'), which is a condition on the student's status rather than a specific course prerequisite. It does not reference a specific course from linked_courses.\"],\"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"e398d0b0f0677a1fd415c124616c1f422f04186c9b7bfa2044d4b36533dbdf90","record_version_id":"e91ad49bca507daa37cb466934e684b8ede39484e4b0ae942a4b8573287a8981","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"23a941bc8e3766033461d369ced7fc176e9ddebfe16603270c41e87a9e28d8fc","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"requirements_text\",\"quote\":\"Sophomore standing\"}],\"text\":\"Must have reached sophomore standing in the university.\"}],\"search_phrases\":[\"consumer behavior psychology\",\"social influences on consumption\",\"motivation perception learning attitude\",\"social class family structure cultural backgrounds\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Analyses from social and psychological perspectives.\"}],\"text\":\"Analyze consumer behavior from social and psychological perspectives.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Motivation, perception, learning and attitude formation.\"}],\"text\":\"Understand key psychological processes: motivation, perception, learning, and attitude formation.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Effects of social class, family structure, cultural backgrounds and reference groups.\"}],\"text\":\"Evaluate the impact of social and cultural factors on consumer behavior.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"title\",\"quote\":\"CONSUMER BEHAVIOR\"},{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Analyses from social and psychological perspectives. Motivation, perception, learning and attitude formation. Effects of social class, family structure, cultural backgrounds and reference groups.\"}],\"text\":\"Consumer Behavior analyzes social and psychological perspectives on motivation, perception, learning, attitude formation, and the effects of social and cultural factors.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Motivation, perception, learning and attitude formation.\"}],\"text\":\"Motivation, perception, learning, and attitude formation.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Effects of social class, family structure, cultural backgrounds and reference groups.\"}],\"text\":\"Social class, family structure, cultural backgrounds, and reference groups.\"}]}","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_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"e398d0b0f0677a1fd415c124616c1f422f04186c9b7bfa2044d4b36533dbdf90","record_version_id":"e91ad49bca507daa37cb466934e684b8ede39484e4b0ae942a4b8573287a8981","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"23a941bc8e3766033461d369ced7fc176e9ddebfe16603270c41e87a9e28d8fc","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":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"6f37b4c2dc240bd0fc5ffc5351bcd80d442a649864597c63a10bebfde8eae213","record_version_id":"d9ed856817175c2f010ff154a7804dd095c7dd7b08f4cdad3b53e017c8cceaf8","job_id":"enrich-6556a505c10f448d98d02466","output_id":"b3073a19305484698c7d10d9be75bd0cb4fe9f35694fb56368bbd6a483876297","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"cond-sophomore-standing\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"cond-sophomore-standing\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"6f37b4c2dc240bd0fc5ffc5351bcd80d442a649864597c63a10bebfde8eae213","record_version_id":"d9ed856817175c2f010ff154a7804dd095c7dd7b08f4cdad3b53e017c8cceaf8","job_id":"enrich-6556a505c10f448d98d02466","output_id":"b3073a19305484698c7d10d9be75bd0cb4fe9f35694fb56368bbd6a483876297","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"requirements_text\",\"quote\":\"Sophomore standing\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Sophomore standing\"}],\"search_phrases\":[\"consumer behavior\",\"social psychology consumer behavior\",\"motivation perception learning attitude formation\",\"effects of social class family structure cultural backgrounds reference groups\",\"consumer welfare organizations\",\"culture consumption practices\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Analyses from social and psychological perspectives. Motivation, perception, learning and attitude formation.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"},{\"course_id\":\"CNSRSCI 357\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Apply advanced theoretical frameworks and research methodologies to critically analyze consumer behavior phenomena.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Analyze consumer behavior using social and psychological perspectives, including motivation, perception, learning, and attitude formation.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Effects of social class, family structure, cultural backgrounds and reference groups.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Examine the effects of social class, family structure, cultural backgrounds, and reference groups on consumer behavior.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Develop an understanding of consumer behavior that would benefit organizations and help improve overall consumer welfare.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Develop an understanding of consumer behavior that benefits organizations and improves consumer welfare.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"title\",\"quote\":\"CONSUMER BEHAVIOR\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"},{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Analyses from social and psychological perspectives. Motivation, perception, learning and attitude formation. Effects of social class, family structure, cultural backgrounds and reference groups.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Consumer Behavior analyzes consumer actions from social and psychological perspectives, covering motivation, perception, learning, attitude formation, and the effects of social class, family structure, culture, and reference groups.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Motivation, perception, learning and attitude formation.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Motivation, perception, learning, and attitude formation\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Effects of social class, family structure, cultural backgrounds and reference groups.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Social class, family structure, cultural backgrounds, and reference groups\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Consider the various perspectives on consumer behavior across marketing, economics, psychology, sociology, and anthropology, along with the everyday patterns in our lives.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Perspectives on consumer behavior across marketing, economics, psychology, sociology, and anthropology\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Understand the role of culture that is infused with meaning in consumption practices that extend beyond practical or economic factors.\",\"source_url\":\"https://guide.wisc.edu/courses/cnsr_sci/\"}],\"text\":\"Role of culture in consumption practices beyond practical or economic factors\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"6f37b4c2dc240bd0fc5ffc5351bcd80d442a649864597c63a10bebfde8eae213","record_version_id":"d9ed856817175c2f010ff154a7804dd095c7dd7b08f4cdad3b53e017c8cceaf8","job_id":"enrich-6556a505c10f448d98d02466","output_id":"b3073a19305484698c7d10d9be75bd0cb4fe9f35694fb56368bbd6a483876297","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"e398d0b0f0677a1fd415c124616c1f422f04186c9b7bfa2044d4b36533dbdf90","record_version_id":"e91ad49bca507daa37cb466934e684b8ede39484e4b0ae942a4b8573287a8981","job_id":"enrich-789789da373eecc1ff75f626","output_id":"74eca21966a77c4ae526608b5fe5d139d16fc43479bd0b17e928da12e8efe363","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"The requirement is a standing requirement ('Sophomore standing'), which is a condition on the student's status rather than a specific course prerequisite. It does not reference a specific course from linked_courses.\"],\"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_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"e398d0b0f0677a1fd415c124616c1f422f04186c9b7bfa2044d4b36533dbdf90","record_version_id":"e91ad49bca507daa37cb466934e684b8ede39484e4b0ae942a4b8573287a8981","job_id":"enrich-789789da373eecc1ff75f626","output_id":"74eca21966a77c4ae526608b5fe5d139d16fc43479bd0b17e928da12e8efe363","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"requirements_text\",\"quote\":\"Sophomore standing\"}],\"text\":\"Must have reached sophomore standing in the university.\"}],\"search_phrases\":[\"consumer behavior psychology\",\"social influences on consumption\",\"motivation perception learning attitude\",\"social class family structure cultural backgrounds\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Analyses from social and psychological perspectives.\"}],\"text\":\"Analyze consumer behavior from social and psychological perspectives.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Motivation, perception, learning and attitude formation.\"}],\"text\":\"Understand key psychological processes: motivation, perception, learning, and attitude formation.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Effects of social class, family structure, cultural backgrounds and reference groups.\"}],\"text\":\"Evaluate the impact of social and cultural factors on consumer behavior.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"title\",\"quote\":\"CONSUMER BEHAVIOR\"},{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Analyses from social and psychological perspectives. Motivation, perception, learning and attitude formation. Effects of social class, family structure, cultural backgrounds and reference groups.\"}],\"text\":\"Consumer Behavior analyzes social and psychological perspectives on motivation, perception, learning, attitude formation, and the effects of social and cultural factors.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Motivation, perception, learning and attitude formation.\"}],\"text\":\"Motivation, perception, learning, and attitude formation.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Effects of social class, family structure, cultural backgrounds and reference groups.\"}],\"text\":\"Social class, family structure, cultural backgrounds, and reference groups.\"}]}","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_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"e398d0b0f0677a1fd415c124616c1f422f04186c9b7bfa2044d4b36533dbdf90","record_version_id":"e91ad49bca507daa37cb466934e684b8ede39484e4b0ae942a4b8573287a8981","job_id":"enrich-789789da373eecc1ff75f626","output_id":"74eca21966a77c4ae526608b5fe5d139d16fc43479bd0b17e928da12e8efe363","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_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"e398d0b0f0677a1fd415c124616c1f422f04186c9b7bfa2044d4b36533dbdf90","record_version_id":"e91ad49bca507daa37cb466934e684b8ede39484e4b0ae942a4b8573287a8981","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"5f1b36ddacc888dd14aae2f1b2937998a09d8cd68410fe79ad06767390e10bf6","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"The requirement is a standing requirement ('Sophomore standing'), which is a condition on the student's status rather than a specific course prerequisite. It does not reference a specific course from linked_courses.\"],\"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"e398d0b0f0677a1fd415c124616c1f422f04186c9b7bfa2044d4b36533dbdf90","record_version_id":"e91ad49bca507daa37cb466934e684b8ede39484e4b0ae942a4b8573287a8981","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"5f1b36ddacc888dd14aae2f1b2937998a09d8cd68410fe79ad06767390e10bf6","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"requirements_text\",\"quote\":\"Sophomore standing\"}],\"text\":\"Must have reached sophomore standing in the university.\"}],\"search_phrases\":[\"consumer behavior psychology\",\"social influences on consumption\",\"motivation perception learning attitude\",\"social class family structure cultural backgrounds\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Analyses from social and psychological perspectives.\"}],\"text\":\"Analyze consumer behavior from social and psychological perspectives.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Motivation, perception, learning and attitude formation.\"}],\"text\":\"Understand key psychological processes: motivation, perception, learning, and attitude formation.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Effects of social class, family structure, cultural backgrounds and reference groups.\"}],\"text\":\"Evaluate the impact of social and cultural factors on consumer behavior.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"title\",\"quote\":\"CONSUMER BEHAVIOR\"},{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Analyses from social and psychological perspectives. Motivation, perception, learning and attitude formation. Effects of social class, family structure, cultural backgrounds and reference groups.\"}],\"text\":\"Consumer Behavior analyzes social and psychological perspectives on motivation, perception, learning, attitude formation, and the effects of social and cultural factors.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Motivation, perception, learning and attitude formation.\"}],\"text\":\"Motivation, perception, learning, and attitude formation.\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 357\",\"field\":\"description\",\"quote\":\"Effects of social class, family structure, cultural backgrounds and reference groups.\"}],\"text\":\"Social class, family structure, cultural backgrounds, and reference groups.\"}]}","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_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"e398d0b0f0677a1fd415c124616c1f422f04186c9b7bfa2044d4b36533dbdf90","record_version_id":"e91ad49bca507daa37cb466934e684b8ede39484e4b0ae942a4b8573287a8981","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"5f1b36ddacc888dd14aae2f1b2937998a09d8cd68410fe79ad06767390e10bf6","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_959c4ac21a7b8c6e1c4f39f0","course_id":"CNSRSCI 357","catalog_version_id":"e398d0b0f0677a1fd415c124616c1f422f04186c9b7bfa2044d4b36533dbdf90","record_version_id":"e91ad49bca507daa37cb466934e684b8ede39484e4b0ae942a4b8573287a8981","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"5f1b36ddacc888dd14aae2f1b2937998a09d8cd68410fe79ad06767390e10bf6","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"0e106418ac4d6e48f390fa10d489fedb250bd67717ecdf0ab82cd0b38ad18fcd\",\"course_id\":\"CNSRSCI 357\",\"current_instructors\":[{\"instructor_uid\":\"instructor_eba6509156bf69057067a62d\",\"message\":\"No course-specific reviews available\",\"name\":\"Belkis Cerrato Caceres\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_55a2f338c648eba887902a1a\",\"message\":\"No course-specific reviews available\",\"name\":\"Min Hyun Maeng\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_3ca0b11edca802951ed8672b\",\"message\":\"No course-specific reviews available\",\"name\":\"Patricia Sigler\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_3911968024a682cdfea9845f\",\"message\":\"No course-specific reviews available\",\"name\":\"Raegan Ooten\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:5058467\",\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"CNSRSCI 357\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"789607f1-8fa5-3442-9cc4-8ed690d985b8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 357\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"789607f1-8fa5-3442-9cc4-8ed690d985b8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 357\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"789607f1-8fa5-3442-9cc4-8ed690d985b8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2015: 3.80 GPA, 96.1% A/AB (n=51 letter grades); Fall 2015: 3.77 GPA, 86.7% A/AB (n=75 letter grades); Spring 2016: 3.65 GPA, 82.8% A/AB (n=116 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"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":false}]