[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ad60567f9a36801dd92b19ecbf5048c832474e9cbaca1fcd8cf8b590d19e9797","record_version_id":"691352b603ce112e5ed7f629845e2930fd36477265c90447bdf7f1bd0696eacf","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"2eac16e74dd5d7186de3d0ac01783cb6e89e12912fe201bfd9d79d462ff843e6","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"first_prerequisite\",\"second_prerequisite\"],\"condition\":null,\"course\":null,\"evidence\":\"INFO SYS 322(422 prior to Fall 2023) andINFO SYS 371\",\"id\":\"root\",\"kind\":\"all\"},{\"children\":[\"course_322\",\"condition_422_prior_to_fall_2023\"],\"condition\":null,\"course\":null,\"evidence\":\"INFO SYS 322(422 prior to Fall 2023)\",\"id\":\"first_prerequisite\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":322,\"minimum_grade\":null,\"subjects\":[\"INFOSYS\"],\"timing\":\"prior\"},\"evidence\":\"INFO SYS 322\",\"id\":\"course_322\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"422 prior to Fall 2023\",\"course\":null,\"evidence\":\"422 prior to Fall 2023\",\"id\":\"condition_422_prior_to_fall_2023\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":371,\"minimum_grade\":null,\"subjects\":[\"INFOSYS\"],\"timing\":\"prior\"},\"evidence\":\"INFO SYS 371\",\"id\":\"second_prerequisite\",\"kind\":\"course\"}],\"notes\":[\"The parenthetical '422 prior to Fall 2023' is kept as a separate condition node instead of being attached to a course node.\"],\"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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ad60567f9a36801dd92b19ecbf5048c832474e9cbaca1fcd8cf8b590d19e9797","record_version_id":"691352b603ce112e5ed7f629845e2930fd36477265c90447bdf7f1bd0696eacf","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"2eac16e74dd5d7186de3d0ac01783cb6e89e12912fe201bfd9d79d462ff843e6","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Design and implement computer-based information systems which support business operations, decision-making, and planning\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"team communication and collaboration\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"label\":\"presentations\"}],\"assumed_background\":[],\"search_phrases\":[\"systems analysis and design\",\"information systems development\",\"requirements identification and analysis\",\"process and data modeling\",\"system testing\",\"SDLC project management\",\"business solutions\",\"computer-based information systems\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"requirements identification and analysis, process and data modeling, team communication and collaboration, and system testing\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Requirements identification and analysis, process and data modeling, team communication and collaboration, and system testing.\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Demonstrate how to manage data, model information, and apply appropriate information technology to create effective business solutions\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Managing data, modeling information, and applying IT to create effective business solutions.\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the Systems Development Life Cycle (SDLC) as a comprehensive project management framework for the analysis, design, and implementation of computer-based solutions\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Describing the Systems Development Life Cycle (SDLC) as a project management framework.\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Develop proficiency in project management and communication skills for the management of information systems\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Project management and communication skills for managing information systems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"title\",\"quote\":\"SYSTEMS ANALYSIS AND DESIGN\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"},{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"Applied principles and techniques of information systems development including requirements identification and analysis, process and data modeling, team communication and collaboration, and system testing.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Systems Analysis and Design covers applied information systems development, focusing on requirements analysis, process/data modeling, team collaboration, and system testing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"requirements identification and analysis\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Requirements identification and analysis\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"process and data modeling\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Process and data modeling\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"team communication and collaboration\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Team communication and collaboration\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"system testing\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"System testing\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the Systems Development Life Cycle (SDLC) as a comprehensive project management framework for the analysis, design, and implementation of computer-based solutions\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Systems Development Life Cycle (SDLC)\"}]}","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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ad60567f9a36801dd92b19ecbf5048c832474e9cbaca1fcd8cf8b590d19e9797","record_version_id":"691352b603ce112e5ed7f629845e2930fd36477265c90447bdf7f1bd0696eacf","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"2eac16e74dd5d7186de3d0ac01783cb6e89e12912fe201bfd9d79d462ff843e6","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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ad60567f9a36801dd92b19ecbf5048c832474e9cbaca1fcd8cf8b590d19e9797","record_version_id":"691352b603ce112e5ed7f629845e2930fd36477265c90447bdf7f1bd0696eacf","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"2eac16e74dd5d7186de3d0ac01783cb6e89e12912fe201bfd9d79d462ff843e6","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"a0e81ff285b90fdd6612e9a97a396e6c0f3aec51aee65ac32598c3d9298ac7ab\",\"course_id\":\"INFOSYS 424\",\"current_instructors\":[{\"instructor_uid\":\"instructor_91de8e6e60e927d1d5de2622\",\"message\":\"No course-specific reviews available\",\"name\":\"Samer Khasawneh\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3094213\",\"summary\":[{\"citations\":[{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 89.7% A/AB (n=39 letter grades); Fall 2025: 3.63 GPA, 77.8% A/AB (n=27 letter grades); Spring 2026: 3.87 GPA, 94.9% A/AB (n=39 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 89.7% A/AB (n=39 letter grades); Fall 2025: 3.63 GPA, 77.8% A/AB (n=27 letter grades); Spring 2026: 3.87 GPA, 94.9% A/AB (n=39 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SAMER KHASAWNEH is recorded teaching in Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ac76423edf62ff009c2e6e7abc3ad3cfc93e3e921af1fa01f1a5c1cb5f9be52a","record_version_id":"d675d2a9bebdc715588dd57383ef7e4d44fdf568beda8acd12629390d2ba821f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8b6ea35d67a98ce3d4ca9c2212ca5e15508ba89c9734ea4b9461138360477183","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"INFO SYS 322(422 prior to Fall 2023) andINFO SYS 371\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":322,\"minimum_grade\":null,\"subjects\":[\"INFOSYS\"],\"timing\":\"prior\"},\"evidence\":\"INFO SYS 322(422 prior to Fall 2023)\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":371,\"minimum_grade\":null,\"subjects\":[\"INFOSYS\"],\"timing\":\"prior\"},\"evidence\":\"INFO SYS 371\",\"id\":\"n2\",\"kind\":\"course\"}],\"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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ac76423edf62ff009c2e6e7abc3ad3cfc93e3e921af1fa01f1a5c1cb5f9be52a","record_version_id":"d675d2a9bebdc715588dd57383ef7e4d44fdf568beda8acd12629390d2ba821f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8b6ea35d67a98ce3d4ca9c2212ca5e15508ba89c9734ea4b9461138360477183","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"INFOSYS 322\",\"field\":\"description\",\"quote\":\"Introduction to database management systems with a focus on relational databases. Covers designing, creating, populating, managing, and retrieving data from databases. SQL will be used with a focus on querying for business applications and intelligence, data retrieval for summary reports, and data visualization.\"}],\"text\":\"Database design and SQL querying\"},{\"evidence\":[{\"course_id\":\"INFOSYS 371\",\"field\":\"description\",\"quote\":\"Focus is on developing applications and business information systems on the web using a variety of programming languages and tools. Emphasis on deployment as well as design concepts.\"}],\"text\":\"Web application development and design concepts\"}],\"search_phrases\":[\"systems analysis design\",\"requirements engineering\",\"process modeling\",\"data modeling\",\"system testing\",\"team collaboration\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"requirements identification and analysis\"}],\"text\":\"Requirements identification and analysis\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"process and data modeling\"}],\"text\":\"Process and data modeling\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"team communication and collaboration\"}],\"text\":\"Team communication and collaboration\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"system testing\"}],\"text\":\"System testing\"}],\"summary\":{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"title\",\"quote\":\"SYSTEMS ANALYSIS AND DESIGN\"},{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"Applied principles and techniques of information systems development including requirements identification and analysis, process and data modeling, team communication and collaboration, and system testing.\"}],\"text\":\"SYSTEMS ANALYSIS AND DESIGN teaches applied principles of information systems development, including requirements analysis, modeling, collaboration, and testing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"requirements identification and analysis\"}],\"text\":\"Requirements identification and analysis\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"process and data modeling\"}],\"text\":\"Process and data modeling\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"team communication and collaboration\"}],\"text\":\"Team communication and collaboration\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"system testing\"}],\"text\":\"System testing\"}]}","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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ac76423edf62ff009c2e6e7abc3ad3cfc93e3e921af1fa01f1a5c1cb5f9be52a","record_version_id":"d675d2a9bebdc715588dd57383ef7e4d44fdf568beda8acd12629390d2ba821f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8b6ea35d67a98ce3d4ca9c2212ca5e15508ba89c9734ea4b9461138360477183","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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ac76423edf62ff009c2e6e7abc3ad3cfc93e3e921af1fa01f1a5c1cb5f9be52a","record_version_id":"d675d2a9bebdc715588dd57383ef7e4d44fdf568beda8acd12629390d2ba821f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"37c9ef4a17817c9f81d4feb65b579950293343f5ecfe8667aff7795aa7eca1d2","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"node1\",\"node2\"],\"condition\":null,\"course\":null,\"evidence\":\"INFO SYS 322(422 prior to Fall 2023) andINFO SYS 371\",\"id\":\"root\",\"kind\":\"all\"},{\"children\":[\"node3\",\"node4\"],\"condition\":null,\"course\":null,\"evidence\":\"INFO SYS 322(422 prior to Fall 2023)\",\"id\":\"node1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":371,\"minimum_grade\":null,\"subjects\":[\"INFOSYS\"],\"timing\":\"prior\"},\"evidence\":\"INFO SYS 371\",\"id\":\"node2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":322,\"minimum_grade\":null,\"subjects\":[\"INFOSYS\"],\"timing\":\"prior\"},\"evidence\":\"INFO SYS 322\",\"id\":\"node3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"422 prior to Fall 2023\",\"course\":null,\"evidence\":\"422 prior to Fall 2023\",\"id\":\"node4\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ac76423edf62ff009c2e6e7abc3ad3cfc93e3e921af1fa01f1a5c1cb5f9be52a","record_version_id":"d675d2a9bebdc715588dd57383ef7e4d44fdf568beda8acd12629390d2ba821f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"37c9ef4a17817c9f81d4feb65b579950293343f5ecfe8667aff7795aa7eca1d2","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"INFOSYS 322\",\"field\":\"description\",\"quote\":\"Introduction to database management systems with a focus on relational databases. Covers designing, creating, populating, managing, and retrieving data from databases. SQL will be used with a focus on querying for business applications and intelligence, data retrieval for summary reports, and data visualization.\"}],\"text\":\"Database design and SQL querying\"},{\"evidence\":[{\"course_id\":\"INFOSYS 371\",\"field\":\"description\",\"quote\":\"Focus is on developing applications and business information systems on the web using a variety of programming languages and tools. Emphasis on deployment as well as design concepts.\"}],\"text\":\"Web application development and design concepts\"}],\"search_phrases\":[\"systems analysis design\",\"requirements engineering\",\"process modeling\",\"data modeling\",\"system testing\",\"team collaboration\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"requirements identification and analysis\"}],\"text\":\"Requirements identification and analysis\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"process and data modeling\"}],\"text\":\"Process and data modeling\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"team communication and collaboration\"}],\"text\":\"Team communication and collaboration\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"system testing\"}],\"text\":\"System testing\"}],\"summary\":{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"title\",\"quote\":\"SYSTEMS ANALYSIS AND DESIGN\"},{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"Applied principles and techniques of information systems development including requirements identification and analysis, process and data modeling, team communication and collaboration, and system testing.\"}],\"text\":\"SYSTEMS ANALYSIS AND DESIGN teaches applied principles of information systems development, including requirements analysis, modeling, collaboration, and testing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"requirements identification and analysis\"}],\"text\":\"Requirements identification and analysis\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"process and data modeling\"}],\"text\":\"Process and data modeling\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"team communication and collaboration\"}],\"text\":\"Team communication and collaboration\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"system testing\"}],\"text\":\"System testing\"}]}","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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ac76423edf62ff009c2e6e7abc3ad3cfc93e3e921af1fa01f1a5c1cb5f9be52a","record_version_id":"d675d2a9bebdc715588dd57383ef7e4d44fdf568beda8acd12629390d2ba821f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"37c9ef4a17817c9f81d4feb65b579950293343f5ecfe8667aff7795aa7eca1d2","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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ad60567f9a36801dd92b19ecbf5048c832474e9cbaca1fcd8cf8b590d19e9797","record_version_id":"691352b603ce112e5ed7f629845e2930fd36477265c90447bdf7f1bd0696eacf","job_id":"enrich-6556a505c10f448d98d02466","output_id":"9778cad77816d488341b05d1951042f505b49aa7314073cb270ce5cf742fc2ee","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"r1\",\"r2\"],\"condition\":null,\"course\":null,\"evidence\":\"INFO SYS 322(422 prior to Fall 2023) andINFO SYS 371\",\"id\":\"root\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"(422 prior to Fall 2023)\",\"course\":{\"course_number\":322,\"minimum_grade\":null,\"subjects\":[\"INFOSYS\"],\"timing\":\"prior\"},\"evidence\":\"INFO SYS 322(422 prior to Fall 2023)\",\"id\":\"r1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":371,\"minimum_grade\":null,\"subjects\":[\"INFOSYS\"],\"timing\":\"prior\"},\"evidence\":\"INFO SYS 371\",\"id\":\"r2\",\"kind\":\"course\"}],\"notes\":[\"Missing space between 'and' and 'INFO SYS 371' preserved from source text.\"],\"root\":\"root\",\"status\":\"parsed\"}","error":"Course node must not hide a separate condition","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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ad60567f9a36801dd92b19ecbf5048c832474e9cbaca1fcd8cf8b590d19e9797","record_version_id":"691352b603ce112e5ed7f629845e2930fd36477265c90447bdf7f1bd0696eacf","job_id":"enrich-6556a505c10f448d98d02466","output_id":"9778cad77816d488341b05d1951042f505b49aa7314073cb270ce5cf742fc2ee","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Design and implement computer-based information systems which support business operations, decision-making, and planning\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"team communication and collaboration\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"label\":\"presentations\"}],\"assumed_background\":[],\"search_phrases\":[\"systems analysis and design\",\"information systems development\",\"requirements identification and analysis\",\"process and data modeling\",\"system testing\",\"SDLC project management\",\"business solutions\",\"computer-based information systems\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"requirements identification and analysis, process and data modeling, team communication and collaboration, and system testing\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Requirements identification and analysis, process and data modeling, team communication and collaboration, and system testing.\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Demonstrate how to manage data, model information, and apply appropriate information technology to create effective business solutions\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Managing data, modeling information, and applying IT to create effective business solutions.\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the Systems Development Life Cycle (SDLC) as a comprehensive project management framework for the analysis, design, and implementation of computer-based solutions\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Describing the Systems Development Life Cycle (SDLC) as a project management framework.\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Develop proficiency in project management and communication skills for the management of information systems\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Project management and communication skills for managing information systems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"title\",\"quote\":\"SYSTEMS ANALYSIS AND DESIGN\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"},{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"Applied principles and techniques of information systems development including requirements identification and analysis, process and data modeling, team communication and collaboration, and system testing.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Systems Analysis and Design covers applied information systems development, focusing on requirements analysis, process/data modeling, team collaboration, and system testing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"requirements identification and analysis\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Requirements identification and analysis\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"process and data modeling\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Process and data modeling\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"team communication and collaboration\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Team communication and collaboration\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"system testing\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"System testing\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the Systems Development Life Cycle (SDLC) as a comprehensive project management framework for the analysis, design, and implementation of computer-based solutions\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Systems Development Life Cycle (SDLC)\"}]}","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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ad60567f9a36801dd92b19ecbf5048c832474e9cbaca1fcd8cf8b590d19e9797","record_version_id":"691352b603ce112e5ed7f629845e2930fd36477265c90447bdf7f1bd0696eacf","job_id":"enrich-6556a505c10f448d98d02466","output_id":"9778cad77816d488341b05d1951042f505b49aa7314073cb270ce5cf742fc2ee","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":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ad60567f9a36801dd92b19ecbf5048c832474e9cbaca1fcd8cf8b590d19e9797","record_version_id":"691352b603ce112e5ed7f629845e2930fd36477265c90447bdf7f1bd0696eacf","job_id":"enrich-79348710a077dbb34341f483","output_id":"1315539f7b07b153310a3da44f8cd21a53f9966371ec7cc63d4cc2d2b1baf3f1","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"first_prerequisite\",\"second_prerequisite\"],\"condition\":null,\"course\":null,\"evidence\":\"INFO SYS 322(422 prior to Fall 2023) andINFO SYS 371\",\"id\":\"root\",\"kind\":\"all\"},{\"children\":[\"course_322\",\"condition_422_prior_to_fall_2023\"],\"condition\":null,\"course\":null,\"evidence\":\"INFO SYS 322(422 prior to Fall 2023)\",\"id\":\"first_prerequisite\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":322,\"minimum_grade\":null,\"subjects\":[\"INFOSYS\"],\"timing\":\"prior\"},\"evidence\":\"INFO SYS 322\",\"id\":\"course_322\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"422 prior to Fall 2023\",\"course\":null,\"evidence\":\"422 prior to Fall 2023\",\"id\":\"condition_422_prior_to_fall_2023\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":371,\"minimum_grade\":null,\"subjects\":[\"INFOSYS\"],\"timing\":\"prior\"},\"evidence\":\"INFO SYS 371\",\"id\":\"second_prerequisite\",\"kind\":\"course\"}],\"notes\":[\"The parenthetical '422 prior to Fall 2023' is kept as a separate condition node instead of being attached to a course node.\"],\"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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ad60567f9a36801dd92b19ecbf5048c832474e9cbaca1fcd8cf8b590d19e9797","record_version_id":"691352b603ce112e5ed7f629845e2930fd36477265c90447bdf7f1bd0696eacf","job_id":"enrich-79348710a077dbb34341f483","output_id":"1315539f7b07b153310a3da44f8cd21a53f9966371ec7cc63d4cc2d2b1baf3f1","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Design and implement computer-based information systems which support business operations, decision-making, and planning\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"team communication and collaboration\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"label\":\"presentations\"}],\"assumed_background\":[],\"search_phrases\":[\"systems analysis and design\",\"information systems development\",\"requirements identification and analysis\",\"process and data modeling\",\"system testing\",\"SDLC project management\",\"business solutions\",\"computer-based information systems\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"requirements identification and analysis, process and data modeling, team communication and collaboration, and system testing\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Requirements identification and analysis, process and data modeling, team communication and collaboration, and system testing.\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Demonstrate how to manage data, model information, and apply appropriate information technology to create effective business solutions\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Managing data, modeling information, and applying IT to create effective business solutions.\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the Systems Development Life Cycle (SDLC) as a comprehensive project management framework for the analysis, design, and implementation of computer-based solutions\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Describing the Systems Development Life Cycle (SDLC) as a project management framework.\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Develop proficiency in project management and communication skills for the management of information systems\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Project management and communication skills for managing information systems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"title\",\"quote\":\"SYSTEMS ANALYSIS AND DESIGN\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"},{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"Applied principles and techniques of information systems development including requirements identification and analysis, process and data modeling, team communication and collaboration, and system testing.\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Systems Analysis and Design covers applied information systems development, focusing on requirements analysis, process/data modeling, team collaboration, and system testing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"requirements identification and analysis\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Requirements identification and analysis\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"process and data modeling\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Process and data modeling\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"team communication and collaboration\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Team communication and collaboration\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"system testing\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"System testing\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the Systems Development Life Cycle (SDLC) as a comprehensive project management framework for the analysis, design, and implementation of computer-based solutions\",\"source_url\":\"https://guide.wisc.edu/courses/info_sys/\"}],\"text\":\"Systems Development Life Cycle (SDLC)\"}]}","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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ad60567f9a36801dd92b19ecbf5048c832474e9cbaca1fcd8cf8b590d19e9797","record_version_id":"691352b603ce112e5ed7f629845e2930fd36477265c90447bdf7f1bd0696eacf","job_id":"enrich-79348710a077dbb34341f483","output_id":"1315539f7b07b153310a3da44f8cd21a53f9966371ec7cc63d4cc2d2b1baf3f1","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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ac76423edf62ff009c2e6e7abc3ad3cfc93e3e921af1fa01f1a5c1cb5f9be52a","record_version_id":"d675d2a9bebdc715588dd57383ef7e4d44fdf568beda8acd12629390d2ba821f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"758c202fbfb002b0983e0197435aded893f043345de1dd67fde515cdef1e31a4","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"node1\",\"node2\"],\"condition\":null,\"course\":null,\"evidence\":\"INFO SYS 322(422 prior to Fall 2023) andINFO SYS 371\",\"id\":\"root\",\"kind\":\"all\"},{\"children\":[\"node3\",\"node4\"],\"condition\":null,\"course\":null,\"evidence\":\"INFO SYS 322(422 prior to Fall 2023)\",\"id\":\"node1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":371,\"minimum_grade\":null,\"subjects\":[\"INFOSYS\"],\"timing\":\"prior\"},\"evidence\":\"INFO SYS 371\",\"id\":\"node2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":322,\"minimum_grade\":null,\"subjects\":[\"INFOSYS\"],\"timing\":\"prior\"},\"evidence\":\"INFO SYS 322\",\"id\":\"node3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"422 prior to Fall 2023\",\"course\":null,\"evidence\":\"422 prior to Fall 2023\",\"id\":\"node4\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ac76423edf62ff009c2e6e7abc3ad3cfc93e3e921af1fa01f1a5c1cb5f9be52a","record_version_id":"d675d2a9bebdc715588dd57383ef7e4d44fdf568beda8acd12629390d2ba821f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"758c202fbfb002b0983e0197435aded893f043345de1dd67fde515cdef1e31a4","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"INFOSYS 322\",\"field\":\"description\",\"quote\":\"Introduction to database management systems with a focus on relational databases. Covers designing, creating, populating, managing, and retrieving data from databases. SQL will be used with a focus on querying for business applications and intelligence, data retrieval for summary reports, and data visualization.\"}],\"text\":\"Database design and SQL querying\"},{\"evidence\":[{\"course_id\":\"INFOSYS 371\",\"field\":\"description\",\"quote\":\"Focus is on developing applications and business information systems on the web using a variety of programming languages and tools. Emphasis on deployment as well as design concepts.\"}],\"text\":\"Web application development and design concepts\"}],\"search_phrases\":[\"systems analysis design\",\"requirements engineering\",\"process modeling\",\"data modeling\",\"system testing\",\"team collaboration\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"requirements identification and analysis\"}],\"text\":\"Requirements identification and analysis\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"process and data modeling\"}],\"text\":\"Process and data modeling\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"team communication and collaboration\"}],\"text\":\"Team communication and collaboration\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"system testing\"}],\"text\":\"System testing\"}],\"summary\":{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"title\",\"quote\":\"SYSTEMS ANALYSIS AND DESIGN\"},{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"Applied principles and techniques of information systems development including requirements identification and analysis, process and data modeling, team communication and collaboration, and system testing.\"}],\"text\":\"SYSTEMS ANALYSIS AND DESIGN teaches applied principles of information systems development, including requirements analysis, modeling, collaboration, and testing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"requirements identification and analysis\"}],\"text\":\"Requirements identification and analysis\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"process and data modeling\"}],\"text\":\"Process and data modeling\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"team communication and collaboration\"}],\"text\":\"Team communication and collaboration\"},{\"evidence\":[{\"course_id\":\"INFOSYS 424\",\"field\":\"description\",\"quote\":\"system testing\"}],\"text\":\"System testing\"}]}","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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ac76423edf62ff009c2e6e7abc3ad3cfc93e3e921af1fa01f1a5c1cb5f9be52a","record_version_id":"d675d2a9bebdc715588dd57383ef7e4d44fdf568beda8acd12629390d2ba821f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"758c202fbfb002b0983e0197435aded893f043345de1dd67fde515cdef1e31a4","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_8afedafd2e582994e41965e5","course_id":"INFOSYS 424","catalog_version_id":"ac76423edf62ff009c2e6e7abc3ad3cfc93e3e921af1fa01f1a5c1cb5f9be52a","record_version_id":"d675d2a9bebdc715588dd57383ef7e4d44fdf568beda8acd12629390d2ba821f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"758c202fbfb002b0983e0197435aded893f043345de1dd67fde515cdef1e31a4","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"6092836b93e7420d596c948960711574eefbb5e83964cd5e245f7335e9a4a0ee\",\"course_id\":\"INFOSYS 424\",\"current_instructors\":[{\"instructor_uid\":\"instructor_91de8e6e60e927d1d5de2622\",\"message\":\"No course-specific reviews available\",\"name\":\"Samer Khasawneh\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3094213\",\"summary\":[{\"citations\":[{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 89.7% A/AB (n=39 letter grades); Fall 2025: 3.63 GPA, 77.8% A/AB (n=27 letter grades); Spring 2026: 3.87 GPA, 94.9% A/AB (n=39 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 89.7% A/AB (n=39 letter grades); Fall 2025: 3.63 GPA, 77.8% A/AB (n=27 letter grades); Spring 2026: 3.87 GPA, 94.9% A/AB (n=39 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"INFOSYS 424\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"source_record\":{\"entity_id\":\"d83ff4a5-23a0-374b-81e4-a76693bb94cd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SAMER KHASAWNEH is recorded teaching in Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. 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}]