[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"701804db73eef7a106bd6c625b04284b1547251147c3bc45e6e851275988346e","record_version_id":"889f174588a652900578cadc0d261552ac19862323d6333c217dbaccd08f3d2e","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"acae75087836a82a3764e8690d7054d1a5cc2be0be42b9fa5480d88c5843cdd7","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"req-1\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-1\",\"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_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"701804db73eef7a106bd6c625b04284b1547251147c3bc45e6e851275988346e","record_version_id":"889f174588a652900578cadc0d261552ac19862323d6333c217dbaccd08f3d2e","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"acae75087836a82a3764e8690d7054d1a5cc2be0be42b9fa5480d88c5843cdd7","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Identify and apply analytical methods of evaluation including data visualization, experimental design, regression analysis, and machine learning methods\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"digital marketing analytics\",\"online marketing tactics\",\"customer acquisition strategies\",\"regression analysis for marketing\",\"machine learning in digital marketing\",\"social media marketing analysis\",\"search engine advertising optimization\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"Covers digital analytics methods and execution of marketing tactics with data-driven techniques.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Digital analytics methods and data-driven marketing execution\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Develop an understanding of digital marketing tools and their applications including but not limited to targeted advertising, social media marketing, and search engine advertising\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Application of digital marketing tools like targeted advertising and social media\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Identify and apply analytical methods of evaluation including data visualization, experimental design, regression analysis, and machine learning methods\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Analytical evaluation using data visualization, regression, and machine learning\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"title\",\"quote\":\"DIGITAL MARKETING ANALYTICS\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"},{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"Introduces business analytic techniques applied in the context of digital marketing. Includes approaches to design, run, evaluate, and improve online marketing tactics in order to meet specific business objectives such as customer acquisition.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Introduces business analytic techniques for digital marketing, focusing on designing, evaluating, and improving online tactics to achieve objectives like customer acquisition.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"targeted advertising, social media marketing, and search engine advertising\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Targeted advertising, social media marketing, and search engine advertising\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"data visualization, experimental design, regression analysis, and machine learning methods\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Data visualization, experimental design, regression analysis, and machine learning\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Gather and analyze data for a product category/brand from a variety of digital sources to evaluate the effectiveness of digital marketing approaches\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Evaluating digital marketing effectiveness through multi-source data analysis\"}]}","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_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"701804db73eef7a106bd6c625b04284b1547251147c3bc45e6e851275988346e","record_version_id":"889f174588a652900578cadc0d261552ac19862323d6333c217dbaccd08f3d2e","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"acae75087836a82a3764e8690d7054d1a5cc2be0be42b9fa5480d88c5843cdd7","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_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"701804db73eef7a106bd6c625b04284b1547251147c3bc45e6e851275988346e","record_version_id":"889f174588a652900578cadc0d261552ac19862323d6333c217dbaccd08f3d2e","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"acae75087836a82a3764e8690d7054d1a5cc2be0be42b9fa5480d88c5843cdd7","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"fdf2ce6e128902cc49d18e23cd1f83edcdc594fa203679b487ac1979400a45c1\",\"course_id\":\"MARKETNG 745\",\"current_instructors\":[{\"instructor_uid\":\"instructor_2d3d2462429309b80d122c8c\",\"message\":\"No course-specific reviews available\",\"name\":\"Cheng He\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2678730\",\"summary\":[{\"citations\":[{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.54 GPA, 69.2% A/AB (n=39 letter grades); Spring 2025: 3.37 GPA, 55.9% A/AB (n=34 letter grades); Spring 2026: 3.73 GPA, 81.8% A/AB (n=11 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.54 GPA, 69.2% A/AB (n=39 letter grades); Spring 2025: 3.37 GPA, 55.9% A/AB (n=34 letter grades); Spring 2026: 3.73 GPA, 81.8% A/AB (n=11 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"CHENG HE is recorded teaching in Spring 2022, Spring 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"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_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"4237f7350a32740751428172d844a5ae32bd94a3aa2428417e4ddb9010b29a0c","record_version_id":"19efc93ae8de6e245ceeff82bb6b1a73f89b3142703d7ec8e38391011c459962","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"bd37691099fe8fc860e369182733a16568d9e06b4ae7149df0859e31f50186b8","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"4237f7350a32740751428172d844a5ae32bd94a3aa2428417e4ddb9010b29a0c","record_version_id":"19efc93ae8de6e245ceeff82bb6b1a73f89b3142703d7ec8e38391011c459962","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"bd37691099fe8fc860e369182733a16568d9e06b4ae7149df0859e31f50186b8","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"digital marketing analytics\",\"business analytic techniques\",\"online marketing tactics\",\"data-driven marketing\",\"customer acquisition analytics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"design, run, evaluate, and improve online marketing tactics\"}],\"text\":\"Design, run, evaluate, and improve online marketing tactics\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"Covers digital analytics methods and execution of marketing tactics with data-driven techniques\"}],\"text\":\"Execute marketing tactics using digital analytics and data-driven techniques\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"Emphasizes the implementation of analytic skills on practical problems\"}],\"text\":\"Implement analytic skills on practical business problems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"title\",\"quote\":\"DIGITAL MARKETING ANALYTICS\"},{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"Introduces business analytic techniques applied in the context of digital marketing\"}],\"text\":\"MARKETNG 745 introduces business analytic techniques for digital marketing, focusing on data-driven tactics for customer acquisition.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"digital marketing\"}],\"text\":\"Digital marketing\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"business analytic techniques\"}],\"text\":\"Business analytic techniques\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"online marketing tactics\"}],\"text\":\"Online marketing tactics\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"digital analytics methods\"}],\"text\":\"Digital analytics methods\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"customer acquisition\"}],\"text\":\"Customer acquisition\"}]}","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_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"4237f7350a32740751428172d844a5ae32bd94a3aa2428417e4ddb9010b29a0c","record_version_id":"19efc93ae8de6e245ceeff82bb6b1a73f89b3142703d7ec8e38391011c459962","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"bd37691099fe8fc860e369182733a16568d9e06b4ae7149df0859e31f50186b8","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_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"4237f7350a32740751428172d844a5ae32bd94a3aa2428417e4ddb9010b29a0c","record_version_id":"19efc93ae8de6e245ceeff82bb6b1a73f89b3142703d7ec8e38391011c459962","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"80d23dd23fdf91a44b0b33c9e761432e96a1b3f52a70f43a6680bb66059eeccd","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"4237f7350a32740751428172d844a5ae32bd94a3aa2428417e4ddb9010b29a0c","record_version_id":"19efc93ae8de6e245ceeff82bb6b1a73f89b3142703d7ec8e38391011c459962","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"80d23dd23fdf91a44b0b33c9e761432e96a1b3f52a70f43a6680bb66059eeccd","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"digital marketing analytics\",\"business analytic techniques\",\"online marketing tactics\",\"data-driven marketing\",\"customer acquisition analytics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"design, run, evaluate, and improve online marketing tactics\"}],\"text\":\"Design, run, evaluate, and improve online marketing tactics\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"Covers digital analytics methods and execution of marketing tactics with data-driven techniques\"}],\"text\":\"Execute marketing tactics using digital analytics and data-driven techniques\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"Emphasizes the implementation of analytic skills on practical problems\"}],\"text\":\"Implement analytic skills on practical business problems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"title\",\"quote\":\"DIGITAL MARKETING ANALYTICS\"},{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"Introduces business analytic techniques applied in the context of digital marketing\"}],\"text\":\"MARKETNG 745 introduces business analytic techniques for digital marketing, focusing on data-driven tactics for customer acquisition.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"digital marketing\"}],\"text\":\"Digital marketing\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"business analytic techniques\"}],\"text\":\"Business analytic techniques\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"online marketing tactics\"}],\"text\":\"Online marketing tactics\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"digital analytics methods\"}],\"text\":\"Digital analytics methods\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"customer acquisition\"}],\"text\":\"Customer acquisition\"}]}","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_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"4237f7350a32740751428172d844a5ae32bd94a3aa2428417e4ddb9010b29a0c","record_version_id":"19efc93ae8de6e245ceeff82bb6b1a73f89b3142703d7ec8e38391011c459962","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"80d23dd23fdf91a44b0b33c9e761432e96a1b3f52a70f43a6680bb66059eeccd","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_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"701804db73eef7a106bd6c625b04284b1547251147c3bc45e6e851275988346e","record_version_id":"889f174588a652900578cadc0d261552ac19862323d6333c217dbaccd08f3d2e","job_id":"enrich-6556a505c10f448d98d02466","output_id":"ad7acff36a932e06a9d58de1d67d3507848a8c96733c4acecc8ecc9311863b98","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"req-1\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-1\",\"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_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"701804db73eef7a106bd6c625b04284b1547251147c3bc45e6e851275988346e","record_version_id":"889f174588a652900578cadc0d261552ac19862323d6333c217dbaccd08f3d2e","job_id":"enrich-6556a505c10f448d98d02466","output_id":"ad7acff36a932e06a9d58de1d67d3507848a8c96733c4acecc8ecc9311863b98","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Identify and apply analytical methods of evaluation including data visualization, experimental design, regression analysis, and machine learning methods\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"digital marketing analytics\",\"online marketing tactics\",\"customer acquisition strategies\",\"regression analysis for marketing\",\"machine learning in digital marketing\",\"social media marketing analysis\",\"search engine advertising optimization\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"Covers digital analytics methods and execution of marketing tactics with data-driven techniques.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Digital analytics methods and data-driven marketing execution\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Develop an understanding of digital marketing tools and their applications including but not limited to targeted advertising, social media marketing, and search engine advertising\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Application of digital marketing tools like targeted advertising and social media\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Identify and apply analytical methods of evaluation including data visualization, experimental design, regression analysis, and machine learning methods\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Analytical evaluation using data visualization, regression, and machine learning\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"title\",\"quote\":\"DIGITAL MARKETING ANALYTICS\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"},{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"Introduces business analytic techniques applied in the context of digital marketing. Includes approaches to design, run, evaluate, and improve online marketing tactics in order to meet specific business objectives such as customer acquisition.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Introduces business analytic techniques for digital marketing, focusing on designing, evaluating, and improving online tactics to achieve objectives like customer acquisition.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"targeted advertising, social media marketing, and search engine advertising\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Targeted advertising, social media marketing, and search engine advertising\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"data visualization, experimental design, regression analysis, and machine learning methods\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Data visualization, experimental design, regression analysis, and machine learning\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Gather and analyze data for a product category/brand from a variety of digital sources to evaluate the effectiveness of digital marketing approaches\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Evaluating digital marketing effectiveness through multi-source data analysis\"}]}","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_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"701804db73eef7a106bd6c625b04284b1547251147c3bc45e6e851275988346e","record_version_id":"889f174588a652900578cadc0d261552ac19862323d6333c217dbaccd08f3d2e","job_id":"enrich-6556a505c10f448d98d02466","output_id":"ad7acff36a932e06a9d58de1d67d3507848a8c96733c4acecc8ecc9311863b98","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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"4237f7350a32740751428172d844a5ae32bd94a3aa2428417e4ddb9010b29a0c","record_version_id":"19efc93ae8de6e245ceeff82bb6b1a73f89b3142703d7ec8e38391011c459962","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"cd9aecaa0de6148b4b4e1dd93e2512cfeadb5c9050d9cf9962999b5daf98e3b5","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"4237f7350a32740751428172d844a5ae32bd94a3aa2428417e4ddb9010b29a0c","record_version_id":"19efc93ae8de6e245ceeff82bb6b1a73f89b3142703d7ec8e38391011c459962","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"cd9aecaa0de6148b4b4e1dd93e2512cfeadb5c9050d9cf9962999b5daf98e3b5","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"digital marketing analytics\",\"business analytic techniques\",\"online marketing tactics\",\"data-driven marketing\",\"customer acquisition analytics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"design, run, evaluate, and improve online marketing tactics\"}],\"text\":\"Design, run, evaluate, and improve online marketing tactics\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"Covers digital analytics methods and execution of marketing tactics with data-driven techniques\"}],\"text\":\"Execute marketing tactics using digital analytics and data-driven techniques\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"Emphasizes the implementation of analytic skills on practical problems\"}],\"text\":\"Implement analytic skills on practical business problems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"title\",\"quote\":\"DIGITAL MARKETING ANALYTICS\"},{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"Introduces business analytic techniques applied in the context of digital marketing\"}],\"text\":\"MARKETNG 745 introduces business analytic techniques for digital marketing, focusing on data-driven tactics for customer acquisition.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"digital marketing\"}],\"text\":\"Digital marketing\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"business analytic techniques\"}],\"text\":\"Business analytic techniques\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"online marketing tactics\"}],\"text\":\"Online marketing tactics\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"digital analytics methods\"}],\"text\":\"Digital analytics methods\"},{\"evidence\":[{\"course_id\":\"MARKETNG 745\",\"field\":\"description\",\"quote\":\"customer acquisition\"}],\"text\":\"Customer acquisition\"}]}","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_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"4237f7350a32740751428172d844a5ae32bd94a3aa2428417e4ddb9010b29a0c","record_version_id":"19efc93ae8de6e245ceeff82bb6b1a73f89b3142703d7ec8e38391011c459962","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"cd9aecaa0de6148b4b4e1dd93e2512cfeadb5c9050d9cf9962999b5daf98e3b5","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_4833d1a782cc592a64f85b44","course_id":"MARKETNG 745","catalog_version_id":"4237f7350a32740751428172d844a5ae32bd94a3aa2428417e4ddb9010b29a0c","record_version_id":"19efc93ae8de6e245ceeff82bb6b1a73f89b3142703d7ec8e38391011c459962","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"cd9aecaa0de6148b4b4e1dd93e2512cfeadb5c9050d9cf9962999b5daf98e3b5","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"f861d67c9ff3f1c155ea7796ed0d0e36ba93a6c587f8a6b59a0ce11024fc5dd0\",\"course_id\":\"MARKETNG 745\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 745\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"905a83f5-3eea-3131-b3b1-98088236a516\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.54 GPA, 69.2% A/AB (n=39 letter grades); Spring 2025: 3.37 GPA, 55.9% A/AB (n=34 letter grades); Spring 2026: 3.73 GPA, 81.8% A/AB (n=11 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}]