[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"fb1a624ef13bbc714a9e55c2d2898749a55d91d9c1e67088345b62dffecd4c08","record_version_id":"b18f12daf7c9c3cbc18e005c8e768019a996aeacd35349e7c412478c7d181b4b","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"6faa4ce569fdf41918286f9613f560c3a67e5439452208aaf9a57f31712cd817","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req_course_300\",\"req_program_bx\"],\"condition\":null,\"course\":null,\"evidence\":\"MARKETNG 300or declared in the Business Exchange program\",\"id\":\"root_any\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"MARKETNG\"],\"timing\":\"prior\"},\"evidence\":\"MARKETNG 300\",\"id\":\"req_course_300\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in the Business Exchange program\",\"course\":null,\"evidence\":\"declared in the Business Exchange program\",\"id\":\"req_program_bx\",\"kind\":\"condition\"}],\"notes\":[\"Source text lacks space between 'MARKETNG 300' and 'or'; interpreted as an alternative requirement.\"],\"root\":\"root_any\",\"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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"fb1a624ef13bbc714a9e55c2d2898749a55d91d9c1e67088345b62dffecd4c08","record_version_id":"b18f12daf7c9c3cbc18e005c8e768019a996aeacd35349e7c412478c7d181b4b","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"6faa4ce569fdf41918286f9613f560c3a67e5439452208aaf9a57f31712cd817","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[],\"search_phrases\":[\"digital marketing strategy\",\"social media campaigns\",\"search engine optimization\",\"email marketing\",\"mobile apps\",\"paid search advertising\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Develop a digital marketing strategy.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Developing digital marketing strategies\"},{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Select appropriate digital marketing tools to achieve marketing and sales goals.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Selecting digital marketing tools for sales goals\"},{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"Fundamentals of digital marketing including internet marketing strategies, user-generated content, search engine optimization, website design and management, inbound marketing, email marketing, social media campaigns, mobile apps, content strategy and paid search advertising.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Understanding fundamentals of SEO, website design, email marketing, and social media campaigns\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"title\",\"quote\":\"MARKETING IN A DIGITAL AGE\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"},{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"A foundational understanding of digital marketing channels and how successful marketing campaigns use the numerous online and mobile platforms.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Marketing in a Digital Age provides a foundational understanding of digital marketing channels and how successful campaigns utilize online and mobile platforms.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"internet marketing strategies, user-generated content, search engine optimization, website design and management, inbound marketing, email marketing, social media campaigns, mobile apps, content strategy and paid search advertising\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Internet marketing strategies, SEO, website design, email marketing, social media, mobile apps, and paid search advertising\"},{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the strategy behind and tactical implementation of the following: website design and management, social media, search engine optimization, paid search advertising, E-commerce, email marketing, mobile apps.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Strategy and tactical implementation of e-commerce, website design, social media, and digital advertising\"}]}","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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"fb1a624ef13bbc714a9e55c2d2898749a55d91d9c1e67088345b62dffecd4c08","record_version_id":"b18f12daf7c9c3cbc18e005c8e768019a996aeacd35349e7c412478c7d181b4b","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"6faa4ce569fdf41918286f9613f560c3a67e5439452208aaf9a57f31712cd817","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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"fb1a624ef13bbc714a9e55c2d2898749a55d91d9c1e67088345b62dffecd4c08","record_version_id":"b18f12daf7c9c3cbc18e005c8e768019a996aeacd35349e7c412478c7d181b4b","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"6faa4ce569fdf41918286f9613f560c3a67e5439452208aaf9a57f31712cd817","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"7343810a2ab41ece3a01da3abb9f9a7870c2bdab444ae06b1f8b113b1fcf6489\",\"course_id\":\"MARKETNG 355\",\"current_instructors\":[{\"instructor_uid\":\"instructor_36d143f5babaaf2112879954\",\"message\":\"No course-specific reviews available\",\"name\":\"Jungeun Lim\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":100,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.82 GPA, 90.0% A/AB (n=110 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_c2038f8e63c645c11ae7478d\",\"message\":\"No course-specific reviews available\",\"name\":\"Katie Krueger\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2255879\",\"summary\":[]},{\"instructor_uid\":\"instructor_ace62644276ec10804a2c064\",\"message\":\"No course-specific reviews available\",\"name\":\"Milt Hwang\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3005982\",\"summary\":[{\"citations\":[{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.37 GPA, 71.2% A/AB (n=73 letter grades); Spring 2025: 3.38 GPA, 70.0% A/AB (n=30 letter grades); Fall 2025: 3.69 GPA, 89.4% A/AB (n=47 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 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.51 GPA, 77.6% A/AB (n=152 letter grades); Fall 2025: 3.54 GPA, 77.2% A/AB (n=145 letter grades); Spring 2026: 3.53 GPA, 78.8% A/AB (n=99 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":100,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"JUNGEUN LIM is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MILT HWANG is recorded teaching in Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025. 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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"20d121e5bfb5f7a67cc18c74e64ead83d8aa3b791a046132369b607d197b15db","record_version_id":"8fff792080042b99acea6e7a68b2b32021725078ba2c725ef7808ce6079a2932","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"88bebf949a620bb6bd62b22d8f6308a49a74c6dd162b96c8a36420b37b745b55","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"MARKETNG 300or declared in the Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"MARKETNG\"],\"timing\":\"prior\"},\"evidence\":\"MARKETNG 300\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in the Business Exchange program\",\"course\":null,\"evidence\":\"declared in the Business Exchange program\",\"id\":\"n2\",\"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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"20d121e5bfb5f7a67cc18c74e64ead83d8aa3b791a046132369b607d197b15db","record_version_id":"8fff792080042b99acea6e7a68b2b32021725078ba2c725ef7808ce6079a2932","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"88bebf949a620bb6bd62b22d8f6308a49a74c6dd162b96c8a36420b37b745b55","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MARKETNG 300\",\"field\":\"description\",\"quote\":\"Planning and controlling the elements of the marketing program; marketing organization, product and service, packaging, pricing, promotion and physical distribution.\"}],\"text\":\"Foundations of marketing management and program planning\"}],\"search_phrases\":[\"digital marketing fundamentals\",\"online marketing strategies\",\"SEO and social media campaigns\",\"inbound marketing tactics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"Fundamentals of digital marketing including internet marketing strategies, user-generated content, search engine optimization, website design and management, inbound marketing, email marketing, social media campaigns, mobile apps, content strategy and paid search advertising.\"}],\"text\":\"Digital marketing strategy and execution\"},{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"A foundational understanding of digital marketing channels and how successful marketing campaigns use the numerous online and mobile platforms.\"}],\"text\":\"Analysis of digital marketing channels\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"title\",\"quote\":\"MARKETING IN A DIGITAL AGE\"},{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"A foundational understanding of digital marketing channels and how successful marketing campaigns use the numerous online and mobile platforms.\"}],\"text\":\"MARKETING IN A DIGITAL AGE covers digital marketing channels, online strategies, and campaign management across mobile and internet platforms.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"search engine optimization, website design and management, inbound marketing, email marketing, social media campaigns, mobile apps, content strategy and paid search advertising.\"}],\"text\":\"SEO, web design, inbound marketing, email, social media, mobile, content strategy, paid search\"}]}","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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"20d121e5bfb5f7a67cc18c74e64ead83d8aa3b791a046132369b607d197b15db","record_version_id":"8fff792080042b99acea6e7a68b2b32021725078ba2c725ef7808ce6079a2932","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"88bebf949a620bb6bd62b22d8f6308a49a74c6dd162b96c8a36420b37b745b55","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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"20d121e5bfb5f7a67cc18c74e64ead83d8aa3b791a046132369b607d197b15db","record_version_id":"8fff792080042b99acea6e7a68b2b32021725078ba2c725ef7808ce6079a2932","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"79903dd8cbf3f7cbf0f63d414689dc0751e6bf7c3f05d9918cef14f861b2c123","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"MARKETNG 300or declared in the Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"MARKETNG\"],\"timing\":\"prior\"},\"evidence\":\"MARKETNG 300\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in the Business Exchange program\",\"course\":null,\"evidence\":\"declared in the Business Exchange program\",\"id\":\"n2\",\"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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"20d121e5bfb5f7a67cc18c74e64ead83d8aa3b791a046132369b607d197b15db","record_version_id":"8fff792080042b99acea6e7a68b2b32021725078ba2c725ef7808ce6079a2932","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"79903dd8cbf3f7cbf0f63d414689dc0751e6bf7c3f05d9918cef14f861b2c123","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MARKETNG 300\",\"field\":\"description\",\"quote\":\"Planning and controlling the elements of the marketing program; marketing organization, product and service, packaging, pricing, promotion and physical distribution.\"}],\"text\":\"Foundations of marketing management and program planning\"}],\"search_phrases\":[\"digital marketing fundamentals\",\"online marketing strategies\",\"SEO and social media campaigns\",\"inbound marketing tactics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"Fundamentals of digital marketing including internet marketing strategies, user-generated content, search engine optimization, website design and management, inbound marketing, email marketing, social media campaigns, mobile apps, content strategy and paid search advertising.\"}],\"text\":\"Digital marketing strategy and execution\"},{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"A foundational understanding of digital marketing channels and how successful marketing campaigns use the numerous online and mobile platforms.\"}],\"text\":\"Analysis of digital marketing channels\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"title\",\"quote\":\"MARKETING IN A DIGITAL AGE\"},{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"A foundational understanding of digital marketing channels and how successful marketing campaigns use the numerous online and mobile platforms.\"}],\"text\":\"MARKETING IN A DIGITAL AGE covers digital marketing channels, online strategies, and campaign management across mobile and internet platforms.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"search engine optimization, website design and management, inbound marketing, email marketing, social media campaigns, mobile apps, content strategy and paid search advertising.\"}],\"text\":\"SEO, web design, inbound marketing, email, social media, mobile, content strategy, paid search\"}]}","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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"20d121e5bfb5f7a67cc18c74e64ead83d8aa3b791a046132369b607d197b15db","record_version_id":"8fff792080042b99acea6e7a68b2b32021725078ba2c725ef7808ce6079a2932","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"79903dd8cbf3f7cbf0f63d414689dc0751e6bf7c3f05d9918cef14f861b2c123","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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"fb1a624ef13bbc714a9e55c2d2898749a55d91d9c1e67088345b62dffecd4c08","record_version_id":"b18f12daf7c9c3cbc18e005c8e768019a996aeacd35349e7c412478c7d181b4b","job_id":"enrich-6556a505c10f448d98d02466","output_id":"0d80fe37c888215901565113a1293b277036609afc9ec375e1545b16fdffa95d","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req_course_300\",\"req_program_bx\"],\"condition\":null,\"course\":null,\"evidence\":\"MARKETNG 300or declared in the Business Exchange program\",\"id\":\"root_any\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"MARKETNG\"],\"timing\":\"prior\"},\"evidence\":\"MARKETNG 300\",\"id\":\"req_course_300\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in the Business Exchange program\",\"course\":null,\"evidence\":\"declared in the Business Exchange program\",\"id\":\"req_program_bx\",\"kind\":\"condition\"}],\"notes\":[\"Source text lacks space between 'MARKETNG 300' and 'or'; interpreted as an alternative requirement.\"],\"root\":\"root_any\",\"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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"fb1a624ef13bbc714a9e55c2d2898749a55d91d9c1e67088345b62dffecd4c08","record_version_id":"b18f12daf7c9c3cbc18e005c8e768019a996aeacd35349e7c412478c7d181b4b","job_id":"enrich-6556a505c10f448d98d02466","output_id":"0d80fe37c888215901565113a1293b277036609afc9ec375e1545b16fdffa95d","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[],\"search_phrases\":[\"digital marketing strategy\",\"social media campaigns\",\"search engine optimization\",\"email marketing\",\"mobile apps\",\"paid search advertising\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Develop a digital marketing strategy.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Developing digital marketing strategies\"},{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Select appropriate digital marketing tools to achieve marketing and sales goals.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Selecting digital marketing tools for sales goals\"},{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"Fundamentals of digital marketing including internet marketing strategies, user-generated content, search engine optimization, website design and management, inbound marketing, email marketing, social media campaigns, mobile apps, content strategy and paid search advertising.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Understanding fundamentals of SEO, website design, email marketing, and social media campaigns\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"title\",\"quote\":\"MARKETING IN A DIGITAL AGE\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"},{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"A foundational understanding of digital marketing channels and how successful marketing campaigns use the numerous online and mobile platforms.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Marketing in a Digital Age provides a foundational understanding of digital marketing channels and how successful campaigns utilize online and mobile platforms.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"internet marketing strategies, user-generated content, search engine optimization, website design and management, inbound marketing, email marketing, social media campaigns, mobile apps, content strategy and paid search advertising\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Internet marketing strategies, SEO, website design, email marketing, social media, mobile apps, and paid search advertising\"},{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the strategy behind and tactical implementation of the following: website design and management, social media, search engine optimization, paid search advertising, E-commerce, email marketing, mobile apps.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Strategy and tactical implementation of e-commerce, website design, social media, and digital advertising\"}]}","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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"fb1a624ef13bbc714a9e55c2d2898749a55d91d9c1e67088345b62dffecd4c08","record_version_id":"b18f12daf7c9c3cbc18e005c8e768019a996aeacd35349e7c412478c7d181b4b","job_id":"enrich-6556a505c10f448d98d02466","output_id":"0d80fe37c888215901565113a1293b277036609afc9ec375e1545b16fdffa95d","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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"20d121e5bfb5f7a67cc18c74e64ead83d8aa3b791a046132369b607d197b15db","record_version_id":"8fff792080042b99acea6e7a68b2b32021725078ba2c725ef7808ce6079a2932","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"14f7fdc2201057af973ddb96ea26f2fb50dfbc9edbc8770fdaa500d2fe43b321","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"MARKETNG 300or declared in the Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"MARKETNG\"],\"timing\":\"prior\"},\"evidence\":\"MARKETNG 300\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in the Business Exchange program\",\"course\":null,\"evidence\":\"declared in the Business Exchange program\",\"id\":\"n2\",\"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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"20d121e5bfb5f7a67cc18c74e64ead83d8aa3b791a046132369b607d197b15db","record_version_id":"8fff792080042b99acea6e7a68b2b32021725078ba2c725ef7808ce6079a2932","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"14f7fdc2201057af973ddb96ea26f2fb50dfbc9edbc8770fdaa500d2fe43b321","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MARKETNG 300\",\"field\":\"description\",\"quote\":\"Planning and controlling the elements of the marketing program; marketing organization, product and service, packaging, pricing, promotion and physical distribution.\"}],\"text\":\"Foundations of marketing management and program planning\"}],\"search_phrases\":[\"digital marketing fundamentals\",\"online marketing strategies\",\"SEO and social media campaigns\",\"inbound marketing tactics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"Fundamentals of digital marketing including internet marketing strategies, user-generated content, search engine optimization, website design and management, inbound marketing, email marketing, social media campaigns, mobile apps, content strategy and paid search advertising.\"}],\"text\":\"Digital marketing strategy and execution\"},{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"A foundational understanding of digital marketing channels and how successful marketing campaigns use the numerous online and mobile platforms.\"}],\"text\":\"Analysis of digital marketing channels\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"title\",\"quote\":\"MARKETING IN A DIGITAL AGE\"},{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"A foundational understanding of digital marketing channels and how successful marketing campaigns use the numerous online and mobile platforms.\"}],\"text\":\"MARKETING IN A DIGITAL AGE covers digital marketing channels, online strategies, and campaign management across mobile and internet platforms.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG 355\",\"field\":\"description\",\"quote\":\"search engine optimization, website design and management, inbound marketing, email marketing, social media campaigns, mobile apps, content strategy and paid search advertising.\"}],\"text\":\"SEO, web design, inbound marketing, email, social media, mobile, content strategy, paid search\"}]}","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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"20d121e5bfb5f7a67cc18c74e64ead83d8aa3b791a046132369b607d197b15db","record_version_id":"8fff792080042b99acea6e7a68b2b32021725078ba2c725ef7808ce6079a2932","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"14f7fdc2201057af973ddb96ea26f2fb50dfbc9edbc8770fdaa500d2fe43b321","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_0d55acc7b16648e7f546056d","course_id":"MARKETNG 355","catalog_version_id":"20d121e5bfb5f7a67cc18c74e64ead83d8aa3b791a046132369b607d197b15db","record_version_id":"8fff792080042b99acea6e7a68b2b32021725078ba2c725ef7808ce6079a2932","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"14f7fdc2201057af973ddb96ea26f2fb50dfbc9edbc8770fdaa500d2fe43b321","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"7cd3ffbeb76fa7acf85d327baa7c52c51edb79bc360edb3f1de2ca9d7990c152\",\"course_id\":\"MARKETNG 355\",\"current_instructors\":[{\"instructor_uid\":\"instructor_c2038f8e63c645c11ae7478d\",\"message\":\"No course-specific reviews available\",\"name\":\"Katie Krueger\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2255879\",\"summary\":[]},{\"instructor_uid\":\"instructor_ace62644276ec10804a2c064\",\"message\":\"No course-specific reviews available\",\"name\":\"Milt Hwang\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3005982\",\"summary\":[{\"citations\":[{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.37 GPA, 71.2% A/AB (n=73 letter grades); Spring 2025: 3.38 GPA, 70.0% A/AB (n=30 letter grades); Fall 2025: 3.69 GPA, 89.4% A/AB (n=47 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\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.51 GPA, 77.6% A/AB (n=152 letter grades); Fall 2025: 3.54 GPA, 77.2% A/AB (n=145 letter grades); Spring 2026: 3.53 GPA, 78.8% A/AB (n=99 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"source_record\":{\"entity_id\":\"d0bcec05-8874-357a-a79d-a2f3220e1dd7\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MILT HWANG is recorded teaching in Fall 2023, Spring 2024, Fall 2024, Spring 2025, 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":false}]