[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"bb8e11c1cd5b5b2c2d0d3ce0892307a7bfe144a331d274acc7805ae26de51b58","record_version_id":"a54a63a98a50b617d053645c28b485adb04da21d60be5d19c08e0264ce8d30ba","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"ef906a2f4dd29e76c2bc2fdfcb6844ed496a31f8b79710bdf0475867b9c63d98","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and (MARKETNG 300orOTM 300) or declared in undergraduate Business Exchange program\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[\"n1a\",\"n1b\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and (MARKETNG 300orOTM 300)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n1a\",\"kind\":\"condition\"},{\"children\":[\"n1b1\",\"n1b2\"],\"condition\":null,\"course\":null,\"evidence\":\"(MARKETNG 300orOTM 300)\",\"id\":\"n1b\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"MARKETNG\"],\"timing\":\"prior\"},\"evidence\":\"MARKETNG 300\",\"id\":\"n1b1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"OTM\"],\"timing\":\"prior\"},\"evidence\":\"OTM 300\",\"id\":\"n1b2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"bb8e11c1cd5b5b2c2d0d3ce0892307a7bfe144a331d274acc7805ae26de51b58","record_version_id":"a54a63a98a50b617d053645c28b485adb04da21d60be5d19c08e0264ce8d30ba","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"ef906a2f4dd29e76c2bc2fdfcb6844ed496a31f8b79710bdf0475867b9c63d98","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Prepare a risk assessment utilizing the knowledge and tools acquired in class.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"label\":\"writing\"}],\"assumed_background\":[],\"search_phrases\":[\"procurement and supply management\",\"sourcing strategies\",\"supplier management\",\"outsourcing decisions\",\"purchasing process\",\"supply chain cost management\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Explores the key aspects of modern supply management including the purchasing process, cost management, negotiation, sourcing strategies, supplier management, category management, acquisition methods for materials and services, and outsourcing.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Sourcing strategies, supplier management, negotiation, and outsourcing evaluation.\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Demonstrate how to operationalize cost management and use it to make decisions.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Operationalizing cost management for decision-making.\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Analyze a scenario to determine the appropriate sourcing strategy, [and] propose the most effective supplier management processes.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Analyzing scenarios to determine sourcing strategies and supplier management processes.\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Prepare a risk assessment utilizing the knowledge and tools acquired in class.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Preparing risk assessments using course-acquired tools.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"title\",\"quote\":\"PROCUREMENT AND SUPPLY MANAGEMENT\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"},{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Procurement and supply management is the business function concerned with an organization's acquisition of required materials, services, and equipment. Explores the key aspects of modern supply management including the purchasing process, cost management, negotiation, sourcing strategies, supplier management, category management, acquisition methods for materials and services, and outsourcing.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Covers procurement and supply management functions, including purchasing, cost management, negotiation, sourcing, supplier management, and outsourcing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Explores the key aspects of modern supply management including the purchasing process, cost management, negotiation, sourcing strategies, supplier management, category management, acquisition methods for materials and services, and outsourcing.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Purchasing process, cost management, negotiation, and sourcing strategies.\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Explores the key aspects of modern supply management including the purchasing process, cost management, negotiation, sourcing strategies, supplier management, category management, acquisition methods for materials and services, and outsourcing.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Supplier management, category management, and acquisition methods.\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Apply, at a foundational level, the necessary legal and ethical considerations to the examination and implementation of supply management.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Legal and ethical considerations in supply management.\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Assess which of the generic purchasing and P2P process steps add value, explain the basis for that assessment, and suggest possible improvement methods.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Purchasing and P2P process value assessment and improvement.\"}]}","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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"bb8e11c1cd5b5b2c2d0d3ce0892307a7bfe144a331d274acc7805ae26de51b58","record_version_id":"a54a63a98a50b617d053645c28b485adb04da21d60be5d19c08e0264ce8d30ba","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"ef906a2f4dd29e76c2bc2fdfcb6844ed496a31f8b79710bdf0475867b9c63d98","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lecture is a little dry, but overall not bad. She takes forever to grade things, but if you pay attention in lecture they aren't terribly difficult. \",\"course_id\":\"MARKETNG/OTM 423\",\"date\":\"2023-05-09 14:05:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c513a236745910097a0cfb1c\",\"instructor_id\":\"rmp:2490777\",\"instructor_name\":\"Xiaoyang Long\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\"}],\"evidence_count\":1,\"review_ids\":[\"c513a236745910097a0cfb1c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2490777\",\"name\":\"Xiaoyang Long\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2490777\",\"summary\":\"One reviewer describes Xiaoyang Long's lectures as dry but notes the material is not terribly difficult if students pay attention.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Lecture is a little dry, but overall not bad. She takes forever to grade things, but if you pay attention in lecture they aren't terribly difficult. \",\"course_id\":\"MARKETNG/OTM 423\",\"date\":\"2023-05-09 14:05:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c513a236745910097a0cfb1c\",\"instructor_id\":\"rmp:2490777\",\"instructor_name\":\"Xiaoyang Long\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\"}],\"evidence_count\":1,\"review_ids\":[\"c513a236745910097a0cfb1c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2490777\",\"name\":\"Xiaoyang Long\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2490777\",\"summary\":\"One reviewer states that Xiaoyang Long takes forever to grade things.\"}]}","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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"bb8e11c1cd5b5b2c2d0d3ce0892307a7bfe144a331d274acc7805ae26de51b58","record_version_id":"a54a63a98a50b617d053645c28b485adb04da21d60be5d19c08e0264ce8d30ba","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"ef906a2f4dd29e76c2bc2fdfcb6844ed496a31f8b79710bdf0475867b9c63d98","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"9fd2fb3e1bff856d44f8022e37e573a5043851f3c972310c227bd190b015c6be\",\"course_id\":\"MARKETNG/OTM 423\",\"current_instructors\":[{\"instructor_uid\":\"instructor_9c69deeaf5fe99d72d1f6869\",\"message\":\"No course-specific reviews available\",\"name\":\"Tim Buhl\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2586834\",\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Xiaoyang Long\",\"review_date\":\"2023-05-09 14:05:27 +0000 UTC\",\"review_id\":\"c513a236745910097a0cfb1c\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2490777\",\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Assignments were not terribly difficult for students who attended lectures, though the instructor took a long time to grade them.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Xiaoyang Long\",\"review_date\":\"2023-05-09 14:05:27 +0000 UTC\",\"review_id\":\"c513a236745910097a0cfb1c\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2490777\",\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students found the lectures somewhat dry, but the course was generally manageable if you paid attention in class.\"},{\"citations\":[{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.50 GPA, 82.6% A/AB (n=23 letter grades); Fall 2025: 3.58 GPA, 76.0% A/AB (n=25 letter grades); Spring 2026: 3.60 GPA, 88.0% A/AB (n=25 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Xiaoyang Long\",\"review_date\":\"2023-05-09 14:05:27 +0000 UTC\",\"review_id\":\"c513a236745910097a0cfb1c\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2490777\",\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"One student noted that the instructor took a long time to grade assignments, which was a notable aspect of the experience.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"XIAOYANG LONG is recorded teaching in Spring 2020, Spring 2022, Spring 2023, Spring 2024, 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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"dddc645764c5063f93144bf3af2f278472f722e96d5107d0606f8063ffd58cb0","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and (MARKETNG 300orOTM 300) or declared in undergraduate Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and (MARKETNG 300orOTM 300)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(MARKETNG 300orOTM 300)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"MARKETNG\"],\"timing\":\"prior\"},\"evidence\":\"MARKETNG 300\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"OTM\"],\"timing\":\"prior\"},\"evidence\":\"OTM 300\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n6\",\"kind\":\"condition\"}],\"notes\":[\"The phrase 'MARKETNG 300orOTM 300' in the source text lacks a space but clearly denotes an OR relationship between the two 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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"dddc645764c5063f93144bf3af2f278472f722e96d5107d0606f8063ffd58cb0","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\":\"Foundational marketing management principles\"},{\"evidence\":[{\"course_id\":\"OTM 300\",\"field\":\"description\",\"quote\":\"Managing operations and supply chains is about people, information, equipment, and materials and how these are combined to produce and/or deliver goods and services to customers. Emphasis is on how systems and processes can be designed, managed, and improved to achieve operations excellence and competitive advantage.\"}],\"text\":\"Operations and supply chain management fundamentals\"}],\"search_phrases\":[\"procurement strategies\",\"supply chain management\",\"supplier negotiation\",\"cost management in procurement\",\"sourcing and outsourcing\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Explores the key aspects of modern supply management including the purchasing process, cost management, negotiation, sourcing strategies, supplier management, category management, acquisition methods for materials and services, and outsourcing.\"}],\"text\":\"Procurement and supply management processes\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"negotiation\"}],\"text\":\"Negotiation skills\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"cost management\"}],\"text\":\"Cost management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"sourcing strategies\"}],\"text\":\"Sourcing strategies\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"supplier management\"}],\"text\":\"Supplier management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"category management\"}],\"text\":\"Category management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"acquisition methods for materials and services, and outsourcing\"}],\"text\":\"Acquisition methods and outsourcing\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"title\",\"quote\":\"PROCUREMENT AND SUPPLY MANAGEMENT\"},{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Procurement and supply management is the business function concerned with an organization's acquisition of required materials, services, and equipment.\"}],\"text\":\"Covers procurement and supply management, including purchasing, cost management, negotiation, sourcing, supplier management, and outsourcing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"purchasing process\"}],\"text\":\"Purchasing process\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"cost management\"}],\"text\":\"Cost management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"negotiation\"}],\"text\":\"Negotiation\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"sourcing strategies\"}],\"text\":\"Sourcing strategies\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"supplier management\"}],\"text\":\"Supplier management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"category management\"}],\"text\":\"Category management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"acquisition methods for materials and services\"}],\"text\":\"Acquisition methods\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"outsourcing\"}],\"text\":\"Outsourcing\"}]}","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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"dddc645764c5063f93144bf3af2f278472f722e96d5107d0606f8063ffd58cb0","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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3641a8856d39d74f32fa4b40a2ad563c240a2a1f3cfb67813e2b96428f32ebd8","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and (MARKETNG 300orOTM 300) or declared in undergraduate Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and (MARKETNG 300orOTM 300)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(MARKETNG 300orOTM 300)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"MARKETNG\"],\"timing\":\"prior\"},\"evidence\":\"MARKETNG 300\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"OTM\"],\"timing\":\"prior\"},\"evidence\":\"OTM 300\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n6\",\"kind\":\"condition\"}],\"notes\":[\"The phrase 'MARKETNG 300orOTM 300' in the source text lacks a space but clearly denotes an OR relationship between the two 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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3641a8856d39d74f32fa4b40a2ad563c240a2a1f3cfb67813e2b96428f32ebd8","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\":\"Foundational marketing management principles\"},{\"evidence\":[{\"course_id\":\"OTM 300\",\"field\":\"description\",\"quote\":\"Managing operations and supply chains is about people, information, equipment, and materials and how these are combined to produce and/or deliver goods and services to customers. Emphasis is on how systems and processes can be designed, managed, and improved to achieve operations excellence and competitive advantage.\"}],\"text\":\"Operations and supply chain management fundamentals\"}],\"search_phrases\":[\"procurement strategies\",\"supply chain management\",\"supplier negotiation\",\"cost management in procurement\",\"sourcing and outsourcing\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Explores the key aspects of modern supply management including the purchasing process, cost management, negotiation, sourcing strategies, supplier management, category management, acquisition methods for materials and services, and outsourcing.\"}],\"text\":\"Procurement and supply management processes\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"negotiation\"}],\"text\":\"Negotiation skills\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"cost management\"}],\"text\":\"Cost management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"sourcing strategies\"}],\"text\":\"Sourcing strategies\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"supplier management\"}],\"text\":\"Supplier management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"category management\"}],\"text\":\"Category management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"acquisition methods for materials and services, and outsourcing\"}],\"text\":\"Acquisition methods and outsourcing\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"title\",\"quote\":\"PROCUREMENT AND SUPPLY MANAGEMENT\"},{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Procurement and supply management is the business function concerned with an organization's acquisition of required materials, services, and equipment.\"}],\"text\":\"Covers procurement and supply management, including purchasing, cost management, negotiation, sourcing, supplier management, and outsourcing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"purchasing process\"}],\"text\":\"Purchasing process\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"cost management\"}],\"text\":\"Cost management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"negotiation\"}],\"text\":\"Negotiation\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"sourcing strategies\"}],\"text\":\"Sourcing strategies\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"supplier management\"}],\"text\":\"Supplier management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"category management\"}],\"text\":\"Category management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"acquisition methods for materials and services\"}],\"text\":\"Acquisition methods\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"outsourcing\"}],\"text\":\"Outsourcing\"}]}","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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3641a8856d39d74f32fa4b40a2ad563c240a2a1f3cfb67813e2b96428f32ebd8","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lecture is a little dry, but overall not bad. She takes forever to grade things, but if you pay attention in lecture they aren't terribly difficult. \",\"course_id\":\"MARKETNG/OTM 423\",\"date\":\"2023-05-09 14:05:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c513a236745910097a0cfb1c\",\"instructor_id\":\"rmp:2490777\",\"instructor_name\":\"Xiaoyang Long\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\"}],\"evidence_count\":1,\"review_ids\":[\"c513a236745910097a0cfb1c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2490777\",\"name\":\"Xiaoyang Long\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Lectures are described as dry but the material is understandable if students pay attention.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Lecture is a little dry, but overall not bad. She takes forever to grade things, but if you pay attention in lecture they aren't terribly difficult. \",\"course_id\":\"MARKETNG/OTM 423\",\"date\":\"2023-05-09 14:05:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c513a236745910097a0cfb1c\",\"instructor_id\":\"rmp:2490777\",\"instructor_name\":\"Xiaoyang Long\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\"}],\"evidence_count\":1,\"review_ids\":[\"c513a236745910097a0cfb1c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2490777\",\"name\":\"Xiaoyang Long\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Grading is slow, but the coursework itself is not terribly difficult for attentive students.\"}]}","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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"bb8e11c1cd5b5b2c2d0d3ce0892307a7bfe144a331d274acc7805ae26de51b58","record_version_id":"a54a63a98a50b617d053645c28b485adb04da21d60be5d19c08e0264ce8d30ba","job_id":"enrich-6556a505c10f448d98d02466","output_id":"0b08120df72f8e2896863498d4af408e221851718a7fef9284419b0f6dfa5978","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and (MARKETNG 300orOTM 300) or declared in undergraduate Business Exchange program\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[\"n1a\",\"n1b\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and (MARKETNG 300orOTM 300)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n1a\",\"kind\":\"condition\"},{\"children\":[\"n1b1\",\"n1b2\"],\"condition\":null,\"course\":null,\"evidence\":\"(MARKETNG 300orOTM 300)\",\"id\":\"n1b\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"MARKETNG\"],\"timing\":\"prior\"},\"evidence\":\"MARKETNG 300\",\"id\":\"n1b1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"OTM\"],\"timing\":\"prior\"},\"evidence\":\"OTM 300\",\"id\":\"n1b2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"bb8e11c1cd5b5b2c2d0d3ce0892307a7bfe144a331d274acc7805ae26de51b58","record_version_id":"a54a63a98a50b617d053645c28b485adb04da21d60be5d19c08e0264ce8d30ba","job_id":"enrich-6556a505c10f448d98d02466","output_id":"0b08120df72f8e2896863498d4af408e221851718a7fef9284419b0f6dfa5978","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Prepare a risk assessment utilizing the knowledge and tools acquired in class.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"label\":\"writing\"}],\"assumed_background\":[],\"search_phrases\":[\"procurement and supply management\",\"sourcing strategies\",\"supplier management\",\"outsourcing decisions\",\"purchasing process\",\"supply chain cost management\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Explores the key aspects of modern supply management including the purchasing process, cost management, negotiation, sourcing strategies, supplier management, category management, acquisition methods for materials and services, and outsourcing.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Sourcing strategies, supplier management, negotiation, and outsourcing evaluation.\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Demonstrate how to operationalize cost management and use it to make decisions.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Operationalizing cost management for decision-making.\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Analyze a scenario to determine the appropriate sourcing strategy, [and] propose the most effective supplier management processes.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Analyzing scenarios to determine sourcing strategies and supplier management processes.\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Prepare a risk assessment utilizing the knowledge and tools acquired in class.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Preparing risk assessments using course-acquired tools.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"title\",\"quote\":\"PROCUREMENT AND SUPPLY MANAGEMENT\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"},{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Procurement and supply management is the business function concerned with an organization's acquisition of required materials, services, and equipment. Explores the key aspects of modern supply management including the purchasing process, cost management, negotiation, sourcing strategies, supplier management, category management, acquisition methods for materials and services, and outsourcing.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Covers procurement and supply management functions, including purchasing, cost management, negotiation, sourcing, supplier management, and outsourcing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Explores the key aspects of modern supply management including the purchasing process, cost management, negotiation, sourcing strategies, supplier management, category management, acquisition methods for materials and services, and outsourcing.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Purchasing process, cost management, negotiation, and sourcing strategies.\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Explores the key aspects of modern supply management including the purchasing process, cost management, negotiation, sourcing strategies, supplier management, category management, acquisition methods for materials and services, and outsourcing.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Supplier management, category management, and acquisition methods.\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Apply, at a foundational level, the necessary legal and ethical considerations to the examination and implementation of supply management.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Legal and ethical considerations in supply management.\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Assess which of the generic purchasing and P2P process steps add value, explain the basis for that assessment, and suggest possible improvement methods.\",\"source_url\":\"https://guide.wisc.edu/courses/marketng/\"}],\"text\":\"Purchasing and P2P process value assessment and improvement.\"}]}","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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"bb8e11c1cd5b5b2c2d0d3ce0892307a7bfe144a331d274acc7805ae26de51b58","record_version_id":"a54a63a98a50b617d053645c28b485adb04da21d60be5d19c08e0264ce8d30ba","job_id":"enrich-6556a505c10f448d98d02466","output_id":"0b08120df72f8e2896863498d4af408e221851718a7fef9284419b0f6dfa5978","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lecture is a little dry, but overall not bad. She takes forever to grade things, but if you pay attention in lecture they aren't terribly difficult. \",\"course_id\":\"MARKETNG/OTM 423\",\"date\":\"2023-05-09 14:05:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c513a236745910097a0cfb1c\",\"instructor_id\":\"rmp:2490777\",\"instructor_name\":\"Xiaoyang Long\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\"}],\"evidence_count\":1,\"review_ids\":[\"c513a236745910097a0cfb1c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2490777\",\"name\":\"Xiaoyang Long\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2490777\",\"summary\":\"One reviewer describes Xiaoyang Long's lectures as dry but notes the material is not terribly difficult if students pay attention.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Lecture is a little dry, but overall not bad. She takes forever to grade things, but if you pay attention in lecture they aren't terribly difficult. \",\"course_id\":\"MARKETNG/OTM 423\",\"date\":\"2023-05-09 14:05:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c513a236745910097a0cfb1c\",\"instructor_id\":\"rmp:2490777\",\"instructor_name\":\"Xiaoyang Long\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\"}],\"evidence_count\":1,\"review_ids\":[\"c513a236745910097a0cfb1c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2490777\",\"name\":\"Xiaoyang Long\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2490777\",\"summary\":\"One reviewer states that Xiaoyang Long takes forever to grade things.\"}]}","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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0bc7023148ebfa0f2f5af48dedde5709f5fd5a4448fdb914ea427c8e98a844dd","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and (MARKETNG 300orOTM 300) or declared in undergraduate Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and (MARKETNG 300orOTM 300)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(MARKETNG 300orOTM 300)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"MARKETNG\"],\"timing\":\"prior\"},\"evidence\":\"MARKETNG 300\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"OTM\"],\"timing\":\"prior\"},\"evidence\":\"OTM 300\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n6\",\"kind\":\"condition\"}],\"notes\":[\"The phrase 'MARKETNG 300orOTM 300' in the source text lacks a space but clearly denotes an OR relationship between the two 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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0bc7023148ebfa0f2f5af48dedde5709f5fd5a4448fdb914ea427c8e98a844dd","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\":\"Foundational marketing management principles\"},{\"evidence\":[{\"course_id\":\"OTM 300\",\"field\":\"description\",\"quote\":\"Managing operations and supply chains is about people, information, equipment, and materials and how these are combined to produce and/or deliver goods and services to customers. Emphasis is on how systems and processes can be designed, managed, and improved to achieve operations excellence and competitive advantage.\"}],\"text\":\"Operations and supply chain management fundamentals\"}],\"search_phrases\":[\"procurement strategies\",\"supply chain management\",\"supplier negotiation\",\"cost management in procurement\",\"sourcing and outsourcing\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Explores the key aspects of modern supply management including the purchasing process, cost management, negotiation, sourcing strategies, supplier management, category management, acquisition methods for materials and services, and outsourcing.\"}],\"text\":\"Procurement and supply management processes\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"negotiation\"}],\"text\":\"Negotiation skills\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"cost management\"}],\"text\":\"Cost management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"sourcing strategies\"}],\"text\":\"Sourcing strategies\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"supplier management\"}],\"text\":\"Supplier management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"category management\"}],\"text\":\"Category management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"acquisition methods for materials and services, and outsourcing\"}],\"text\":\"Acquisition methods and outsourcing\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"title\",\"quote\":\"PROCUREMENT AND SUPPLY MANAGEMENT\"},{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Procurement and supply management is the business function concerned with an organization's acquisition of required materials, services, and equipment.\"}],\"text\":\"Covers procurement and supply management, including purchasing, cost management, negotiation, sourcing, supplier management, and outsourcing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"purchasing process\"}],\"text\":\"Purchasing process\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"cost management\"}],\"text\":\"Cost management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"negotiation\"}],\"text\":\"Negotiation\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"sourcing strategies\"}],\"text\":\"Sourcing strategies\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"supplier management\"}],\"text\":\"Supplier management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"category management\"}],\"text\":\"Category management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"acquisition methods for materials and services\"}],\"text\":\"Acquisition methods\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"outsourcing\"}],\"text\":\"Outsourcing\"}]}","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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0bc7023148ebfa0f2f5af48dedde5709f5fd5a4448fdb914ea427c8e98a844dd","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lecture is a little dry, but overall not bad. She takes forever to grade things, but if you pay attention in lecture they aren't terribly difficult. \",\"course_id\":\"MARKETNG/OTM 423\",\"date\":\"2023-05-09 14:05:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c513a236745910097a0cfb1c\",\"instructor_id\":\"rmp:2490777\",\"instructor_name\":\"Xiaoyang Long\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\"}],\"evidence_count\":1,\"review_ids\":[\"c513a236745910097a0cfb1c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2490777\",\"name\":\"Xiaoyang Long\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Lectures are described as dry but the material is understandable if students pay attention.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Lecture is a little dry, but overall not bad. She takes forever to grade things, but if you pay attention in lecture they aren't terribly difficult. \",\"course_id\":\"MARKETNG/OTM 423\",\"date\":\"2023-05-09 14:05:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c513a236745910097a0cfb1c\",\"instructor_id\":\"rmp:2490777\",\"instructor_name\":\"Xiaoyang Long\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\"}],\"evidence_count\":1,\"review_ids\":[\"c513a236745910097a0cfb1c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2490777\",\"name\":\"Xiaoyang Long\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Grading is slow, but the coursework itself is not terribly difficult for attentive students.\"}]}","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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0bc7023148ebfa0f2f5af48dedde5709f5fd5a4448fdb914ea427c8e98a844dd","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"8dd98c8254f6d86c64bc9a51ac1000817c48230e29e41a572c43aaa2abf062ec\",\"course_id\":\"MARKETNG/OTM 423\",\"current_instructors\":[{\"instructor_uid\":\"instructor_1c29217eef7c16bcfce7a967\",\"message\":\"Summary generation failed\",\"name\":\"Xiaoyang Long\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2490777\",\"summary\":[{\"citations\":[{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.60 GPA, 75.6% A/AB (n=45 letter grades); Spring 2024: 3.62 GPA, 83.1% A/AB (n=59 letter grades); Fall 2025: 3.58 GPA, 76.0% A/AB (n=25 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_1c29217eef7c16bcfce7a967\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.50 GPA, 82.6% A/AB (n=23 letter grades); Fall 2025: 3.58 GPA, 76.0% A/AB (n=25 letter grades); Spring 2026: 3.60 GPA, 88.0% A/AB (n=25 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"XIAOYANG LONG is recorded teaching in Spring 2020, Spring 2022, Spring 2023, Spring 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_1c29217eef7c16bcfce7a967\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d6b3974acfbcbc2466c2ba8aa7b84e4d037e41f305d2c4a69659724dd4cb4154","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and (MARKETNG 300orOTM 300) or declared in undergraduate Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"Sophomore standing and (MARKETNG 300orOTM 300)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(MARKETNG 300orOTM 300)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"MARKETNG\"],\"timing\":\"prior\"},\"evidence\":\"MARKETNG 300\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"OTM\"],\"timing\":\"prior\"},\"evidence\":\"OTM 300\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n6\",\"kind\":\"condition\"}],\"notes\":[\"The phrase 'MARKETNG 300orOTM 300' in the source text lacks a space but clearly denotes an OR relationship between the two 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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d6b3974acfbcbc2466c2ba8aa7b84e4d037e41f305d2c4a69659724dd4cb4154","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\":\"Foundational marketing management principles\"},{\"evidence\":[{\"course_id\":\"OTM 300\",\"field\":\"description\",\"quote\":\"Managing operations and supply chains is about people, information, equipment, and materials and how these are combined to produce and/or deliver goods and services to customers. Emphasis is on how systems and processes can be designed, managed, and improved to achieve operations excellence and competitive advantage.\"}],\"text\":\"Operations and supply chain management fundamentals\"}],\"search_phrases\":[\"procurement strategies\",\"supply chain management\",\"supplier negotiation\",\"cost management in procurement\",\"sourcing and outsourcing\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Explores the key aspects of modern supply management including the purchasing process, cost management, negotiation, sourcing strategies, supplier management, category management, acquisition methods for materials and services, and outsourcing.\"}],\"text\":\"Procurement and supply management processes\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"negotiation\"}],\"text\":\"Negotiation skills\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"cost management\"}],\"text\":\"Cost management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"sourcing strategies\"}],\"text\":\"Sourcing strategies\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"supplier management\"}],\"text\":\"Supplier management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"category management\"}],\"text\":\"Category management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"acquisition methods for materials and services, and outsourcing\"}],\"text\":\"Acquisition methods and outsourcing\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"title\",\"quote\":\"PROCUREMENT AND SUPPLY MANAGEMENT\"},{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"Procurement and supply management is the business function concerned with an organization's acquisition of required materials, services, and equipment.\"}],\"text\":\"Covers procurement and supply management, including purchasing, cost management, negotiation, sourcing, supplier management, and outsourcing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"purchasing process\"}],\"text\":\"Purchasing process\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"cost management\"}],\"text\":\"Cost management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"negotiation\"}],\"text\":\"Negotiation\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"sourcing strategies\"}],\"text\":\"Sourcing strategies\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"supplier management\"}],\"text\":\"Supplier management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"category management\"}],\"text\":\"Category management\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"acquisition methods for materials and services\"}],\"text\":\"Acquisition methods\"},{\"evidence\":[{\"course_id\":\"MARKETNG/OTM 423\",\"field\":\"description\",\"quote\":\"outsourcing\"}],\"text\":\"Outsourcing\"}]}","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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d6b3974acfbcbc2466c2ba8aa7b84e4d037e41f305d2c4a69659724dd4cb4154","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lecture is a little dry, but overall not bad. She takes forever to grade things, but if you pay attention in lecture they aren't terribly difficult. \",\"course_id\":\"MARKETNG/OTM 423\",\"date\":\"2023-05-09 14:05:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c513a236745910097a0cfb1c\",\"instructor_id\":\"rmp:2490777\",\"instructor_name\":\"Xiaoyang Long\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\"}],\"evidence_count\":1,\"review_ids\":[\"c513a236745910097a0cfb1c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2490777\",\"name\":\"Xiaoyang Long\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Lectures are described as dry but the material is understandable if students pay attention.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Lecture is a little dry, but overall not bad. She takes forever to grade things, but if you pay attention in lecture they aren't terribly difficult. \",\"course_id\":\"MARKETNG/OTM 423\",\"date\":\"2023-05-09 14:05:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c513a236745910097a0cfb1c\",\"instructor_id\":\"rmp:2490777\",\"instructor_name\":\"Xiaoyang Long\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\"}],\"evidence_count\":1,\"review_ids\":[\"c513a236745910097a0cfb1c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2490777\",\"name\":\"Xiaoyang Long\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Grading is slow, but the coursework itself is not terribly difficult for attentive students.\"}]}","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_21f40c328bd99550bd9f745f","course_id":"MARKETNG/OTM 423","catalog_version_id":"ca6a1bfc570e90a60608d177fab7e57871dd7f579e4e4bed5ca58a61521cfedb","record_version_id":"e68e3f11d9ba4feba174ead2f3c016dd578bd9655589188163510563c905782c","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d6b3974acfbcbc2466c2ba8aa7b84e4d037e41f305d2c4a69659724dd4cb4154","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"8dd98c8254f6d86c64bc9a51ac1000817c48230e29e41a572c43aaa2abf062ec\",\"course_id\":\"MARKETNG/OTM 423\",\"current_instructors\":[{\"instructor_uid\":\"instructor_1c29217eef7c16bcfce7a967\",\"message\":null,\"name\":\"Xiaoyang Long\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2490777\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Xiaoyang Long\",\"review_date\":\"2023-05-09 14:05:27 +0000 UTC\",\"review_id\":\"c513a236745910097a0cfb1c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490777\",\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\",\"type\":\"review\"}],\"text\":\"Xiaoyang Long delivers lectures that some find dry, though the course material is manageable for attentive students. A primary concern is her slow grading turnaround, which can delay feedback on assignments.\"},{\"citations\":[{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.60 GPA, 75.6% A/AB (n=45 letter grades); Spring 2024: 3.62 GPA, 83.1% A/AB (n=59 letter grades); Fall 2025: 3.58 GPA, 76.0% A/AB (n=25 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Xiaoyang Long\",\"review_date\":\"2023-05-09 14:05:27 +0000 UTC\",\"review_id\":\"c513a236745910097a0cfb1c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490777\",\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\",\"type\":\"review\"}],\"text\":\"Assignments are not terribly difficult for attentive students, though grading turnaround times are reported to be slow.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Xiaoyang Long\",\"review_date\":\"2023-05-09 14:05:27 +0000 UTC\",\"review_id\":\"c513a236745910097a0cfb1c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490777\",\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\",\"type\":\"review\"}],\"text\":\"Xiaoyang Long's lectures are described as dry, but the course is manageable if students pay attention during class sessions.\"},{\"citations\":[{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.50 GPA, 82.6% A/AB (n=23 letter grades); Fall 2025: 3.58 GPA, 76.0% A/AB (n=25 letter grades); Spring 2026: 3.60 GPA, 88.0% A/AB (n=25 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Xiaoyang Long\",\"review_date\":\"2023-05-09 14:05:27 +0000 UTC\",\"review_id\":\"c513a236745910097a0cfb1c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2490777\",\"source_review_id\":\"UmF0aW5nLTM3ODY5NzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2490777\",\"type\":\"review\"}],\"text\":\"The lecture style is considered dry, and the slow grading process is a notable frustration for students.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MARKETNG/OTM 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"source_record\":{\"entity_id\":\"ce50b0c5-ed4b-381a-a6c4-3e903f967afa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"XIAOYANG LONG is recorded teaching in Spring 2020, Spring 2022, Spring 2023, Spring 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]