[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"196b05aef9de953584970c2beeb2633fb1c818f7d783034e7b7cfe3a6618ae5c","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"Declared in Industrial Engineering, (COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300), (I SY E 210,MATH/STAT 309,431,MATH 531,STAT 311or324) andI SY E 315\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Declared in Industrial Engineering\",\"course\":null,\"evidence\":\"Declared in Industrial Engineering\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[\"n6\",\"n7\",\"n8\",\"n9\",\"n10\",\"n11\"],\"condition\":null,\"course\":null,\"evidence\":\"(I SY E 210,MATH/STAT 309,431,MATH 531,STAT 311or324)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"COMP SCI 200\",\"course\":null,\"evidence\":\"COMP SCI 200\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 220\",\"course\":null,\"evidence\":\"COMP SCI 220\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 300\",\"course\":null,\"evidence\":\"COMP SCI 300\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 301\",\"course\":null,\"evidence\":\"COMP SCI 301\",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 302\",\"course\":null,\"evidence\":\"COMP SCI 302\",\"id\":\"n8\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"placement intoCOMP SCI 300\",\"course\":null,\"evidence\":\"placement intoCOMP SCI 300\",\"id\":\"n9\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"I SY E 210\",\"course\":null,\"evidence\":\"I SY E 210\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH/STAT 309\",\"course\":null,\"evidence\":\"MATH/STAT 309\",\"id\":\"n11\",\"kind\":\"condition\"}],\"notes\":[\"COMP SCI 301 and COMP SCI 302 are not found in the linked_courses or lookup results; treated as verbatim conditions requiring review.\",\"MATH/STAT 309 is ambiguous; could refer to MATH 309 or STAT 309, neither of which are in linked_courses.\",\"COMP SCI 200, COMP SCI 220, ISYE 210 are in linked_courses but not looked up for full details; treated as course conditions.\",\"The text 'MATH/STAT 309,431,MATH 531,STAT 311or324' is parsed as a list of alternatives in an 'any' node. 'MATH/STAT 309' is kept as a single condition leaf due to ambiguity.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Node n5: evidence 'COMP SCI 220' must quote an exact source substring.\nNode n7: evidence 'COMP SCI 301' must quote an exact source substring.\nNode n8: evidence 'COMP SCI 302' must quote an exact source substring.","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_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"196b05aef9de953584970c2beeb2633fb1c818f7d783034e7b7cfe3a6618ae5c","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI 200\",\"field\":\"description\",\"quote\":\"Learn the process of incrementally developing small (200-500 lines) programs along with the fundamental Computer Science topics. These topics include: problem abstraction and decomposition, the edit-compile-run cycle, using variables of primitive and more complex data types, conditional and loop-based flow control\"},{\"course_id\":\"COMPSCI 220\",\"field\":\"description\",\"quote\":\"Introduction to Data Science programming using Python. No previous programming experience required. Emphasis on analyzing real datasets\"},{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Introduction to basic probability and statistical tools and methods from an industrial application perspective. Random variables and probability distributions; descriptive statistics; point estimates. Perform hypothesis testing, construct confidence intervals, and understand design of experiments in the context of motivating case studies. Regression and correlation analysis\"}],\"text\":\"Programming fundamentals in Python and C++, and introductory statistics including probability, hypothesis testing, and regression.\"}],\"search_phrases\":[\"Industrial Engineering Design I prerequisites\",\"ISYE 350 programming requirements\",\"ISYE 350 statistics background\",\"Industrial Engineering design tools\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs\"}],\"text\":\"Conducting experiments, taking measurements, analyzing data, designing systems, and prototyping.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"Introduction to the tools needed for advanced design courses through experiential learning and hands-on opportunities to conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs.\"}],\"text\":\"ISYE 350 introduces design tools through experiential learning, focusing on experiments, measurements, data analysis, system design, and prototyping.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs\"}],\"text\":\"Experiments, measurements, data analysis, system design, and prototyping\"}]}","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_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"196b05aef9de953584970c2beeb2633fb1c818f7d783034e7b7cfe3a6618ae5c","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_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"b8a5fed8895e28366f48d6805305ffd7435dd2508e336cd73474f02c0550391c","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n16\"],\"condition\":null,\"course\":null,\"evidence\":\"Declared in Industrial Engineering, (COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300), (I SY E 210,MATH/STAT 309,431,MATH 531,STAT 311or324) andI SY E 315\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Declared in Industrial Engineering\",\"course\":null,\"evidence\":\"Declared in Industrial Engineering\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n4\",\"n5\",\"n6\",\"n7\",\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[\"n10\",\"n11\",\"n12\",\"n13\",\"n14\",\"n15\"],\"condition\":null,\"course\":null,\"evidence\":\"(I SY E 210,MATH/STAT 309,431,MATH 531,STAT 311or324)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"COMP SCI 200\",\"course\":null,\"evidence\":\"COMP SCI 200\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"220\",\"course\":null,\"evidence\":\"220\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 300\",\"course\":null,\"evidence\":\"COMP SCI 300\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"301\",\"course\":null,\"evidence\":\"301\",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"302\",\"course\":null,\"evidence\":\"302\",\"id\":\"n8\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"placement intoCOMP SCI 300\",\"course\":null,\"evidence\":\"placement intoCOMP SCI 300\",\"id\":\"n9\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"I SY E 210\",\"course\":null,\"evidence\":\"I SY E 210\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH/STAT 309\",\"course\":null,\"evidence\":\"MATH/STAT 309\",\"id\":\"n11\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"431\",\"course\":null,\"evidence\":\"431\",\"id\":\"n12\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH 531\",\"course\":null,\"evidence\":\"MATH 531\",\"id\":\"n13\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"STAT 311\",\"course\":null,\"evidence\":\"STAT 311\",\"id\":\"n14\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"324\",\"course\":null,\"evidence\":\"324\",\"id\":\"n15\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"I SY E 315\",\"course\":null,\"evidence\":\"I SY E 315\",\"id\":\"n16\",\"kind\":\"condition\"}],\"notes\":[\"COMP SCI 301 and COMP SCI 302 are not found in the linked_courses or lookup results; treated as verbatim conditions requiring review.\",\"MATH/STAT 309 is ambiguous; could refer to MATH 309 or STAT 309, neither of which are in linked_courses.\",\"COMP SCI 200, COMP SCI 220, ISYE 210 are in linked_courses but not looked up for full details; treated as course conditions.\",\"The text 'MATH/STAT 309,431,MATH 531,STAT 311or324' is parsed as a list of alternatives in an 'any' node.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"b8a5fed8895e28366f48d6805305ffd7435dd2508e336cd73474f02c0550391c","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI 200\",\"field\":\"description\",\"quote\":\"Learn the process of incrementally developing small (200-500 lines) programs along with the fundamental Computer Science topics. These topics include: problem abstraction and decomposition, the edit-compile-run cycle, using variables of primitive and more complex data types, conditional and loop-based flow control\"},{\"course_id\":\"COMPSCI 220\",\"field\":\"description\",\"quote\":\"Introduction to Data Science programming using Python. No previous programming experience required. Emphasis on analyzing real datasets\"},{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Introduction to basic probability and statistical tools and methods from an industrial application perspective. Random variables and probability distributions; descriptive statistics; point estimates. Perform hypothesis testing, construct confidence intervals, and understand design of experiments in the context of motivating case studies. Regression and correlation analysis\"}],\"text\":\"Programming fundamentals in Python and C++, and introductory statistics including probability, hypothesis testing, and regression.\"}],\"search_phrases\":[\"Industrial Engineering Design I prerequisites\",\"ISYE 350 programming requirements\",\"ISYE 350 statistics background\",\"Industrial Engineering design tools\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs\"}],\"text\":\"Conducting experiments, taking measurements, analyzing data, designing systems, and prototyping.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"Introduction to the tools needed for advanced design courses through experiential learning and hands-on opportunities to conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs.\"}],\"text\":\"ISYE 350 introduces design tools through experiential learning, focusing on experiments, measurements, data analysis, system design, and prototyping.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs\"}],\"text\":\"Experiments, measurements, data analysis, system design, and prototyping\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"b8a5fed8895e28366f48d6805305ffd7435dd2508e336cd73474f02c0550391c","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"The most difficult part of the course was just figuring out what you needed to do. Directions were unclear, nonexistent, or posted twice with significant differences. Other than that the class was super easy, and Tony was pretty easy going. Most, if not all, got an A, and the presentations weren't stressful. No exams, just a semester long project.\",\"course_id\":\"ISYE 350\",\"date\":\"2024-12-31 20:19:36 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4ad5ae1404a916d51c487210\",\"instructor_id\":\"rmp:3066992\",\"instructor_name\":\"Tony McDonald\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDY1Mzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066992\"}],\"evidence_count\":1,\"review_ids\":[\"4ad5ae1404a916d51c487210\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3066992\",\"name\":\"Tony McDonald\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"summary\":\"Students found the course directions unclear, nonexistent, or inconsistent, making it difficult to understand what was required.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"The most difficult part of the course was just figuring out what you needed to do. Directions were unclear, nonexistent, or posted twice with significant differences. Other than that the class was super easy, and Tony was pretty easy going. Most, if not all, got an A, and the presentations weren't stressful. No exams, just a semester long project.\",\"course_id\":\"ISYE 350\",\"date\":\"2024-12-31 20:19:36 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4ad5ae1404a916d51c487210\",\"instructor_id\":\"rmp:3066992\",\"instructor_name\":\"Tony McDonald\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDY1Mzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066992\"}],\"evidence_count\":1,\"review_ids\":[\"4ad5ae1404a916d51c487210\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3066992\",\"name\":\"Tony McDonald\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"The class was described as super easy with no exams, just a semester-long project, and most students received an A.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"The most difficult part of the course was just figuring out what you needed to do. Directions were unclear, nonexistent, or posted twice with significant differences. Other than that the class was super easy, and Tony was pretty easy going. Most, if not all, got an A, and the presentations weren't stressful. No exams, just a semester long project.\",\"course_id\":\"ISYE 350\",\"date\":\"2024-12-31 20:19:36 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4ad5ae1404a916d51c487210\",\"instructor_id\":\"rmp:3066992\",\"instructor_name\":\"Tony McDonald\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDY1Mzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066992\"}],\"evidence_count\":1,\"review_ids\":[\"4ad5ae1404a916d51c487210\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3066992\",\"name\":\"Tony McDonald\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"The instructor, Tony McDonald, was described as easy-going and easy.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-789789da373eecc1ff75f626","output_id":"3db34f0b93ffc407a744c7e5b7a723f9b7a7e1275c53e41c0cc0734d4f16c2a4","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"Declared in Industrial Engineering, (COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300), (I SY E 210,MATH/STAT 309,431,MATH 531,STAT 311or324) andI SY E 315\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Declared in Industrial Engineering\",\"course\":null,\"evidence\":\"Declared in Industrial Engineering\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n4\",\"n5\",\"n6\",\"n7\",\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[\"n10\",\"n11\",\"n12\",\"n13\",\"n14\",\"n15\"],\"condition\":null,\"course\":null,\"evidence\":\"(I SY E 210,MATH/STAT 309,431,MATH 531,STAT 311or324)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"COMP SCI 200\",\"course\":null,\"evidence\":\"COMP SCI 200\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":220,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"220\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"COMP SCI 300\",\"course\":null,\"evidence\":\"COMP SCI 300\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":301,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"301\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":302,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"302\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"placement intoCOMP SCI 300\",\"course\":null,\"evidence\":\"placement intoCOMP SCI 300\",\"id\":\"n9\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"I SY E 210\",\"course\":null,\"evidence\":\"I SY E 210\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH/STAT 309\",\"course\":null,\"evidence\":\"MATH/STAT 309\",\"id\":\"n11\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"431\",\"course\":null,\"evidence\":\"431\",\"id\":\"n12\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH 531\",\"course\":null,\"evidence\":\"MATH 531\",\"id\":\"n13\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"STAT 311\",\"course\":null,\"evidence\":\"STAT 311\",\"id\":\"n14\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"324\",\"course\":null,\"evidence\":\"324\",\"id\":\"n15\",\"kind\":\"condition\"}],\"notes\":[\"COMP SCI 301 and COMP SCI 302 are not found in the linked_courses or lookup results; treated as verbatim conditions requiring review.\",\"MATH/STAT 309 is ambiguous; could refer to MATH 309 or STAT 309, neither of which are in linked_courses.\",\"COMP SCI 200, COMP SCI 220, ISYE 210 are in linked_courses but not looked up for full details; treated as course conditions.\",\"The text 'MATH/STAT 309,431,MATH 531,STAT 311or324' is parsed as a list of alternatives in an 'any' node.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Course requirement is absent from the source links","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_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-789789da373eecc1ff75f626","output_id":"3db34f0b93ffc407a744c7e5b7a723f9b7a7e1275c53e41c0cc0734d4f16c2a4","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI 200\",\"field\":\"description\",\"quote\":\"Learn the process of incrementally developing small (200-500 lines) programs along with the fundamental Computer Science topics. These topics include: problem abstraction and decomposition, the edit-compile-run cycle, using variables of primitive and more complex data types, conditional and loop-based flow control\"},{\"course_id\":\"COMPSCI 220\",\"field\":\"description\",\"quote\":\"Introduction to Data Science programming using Python. No previous programming experience required. Emphasis on analyzing real datasets\"},{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Introduction to basic probability and statistical tools and methods from an industrial application perspective. Random variables and probability distributions; descriptive statistics; point estimates. Perform hypothesis testing, construct confidence intervals, and understand design of experiments in the context of motivating case studies. Regression and correlation analysis\"}],\"text\":\"Programming fundamentals in Python and C++, and introductory statistics including probability, hypothesis testing, and regression.\"}],\"search_phrases\":[\"Industrial Engineering Design I prerequisites\",\"ISYE 350 programming requirements\",\"ISYE 350 statistics background\",\"Industrial Engineering design tools\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs\"}],\"text\":\"Conducting experiments, taking measurements, analyzing data, designing systems, and prototyping.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"Introduction to the tools needed for advanced design courses through experiential learning and hands-on opportunities to conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs.\"}],\"text\":\"ISYE 350 introduces design tools through experiential learning, focusing on experiments, measurements, data analysis, system design, and prototyping.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs\"}],\"text\":\"Experiments, measurements, data analysis, system design, and prototyping\"}]}","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_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-789789da373eecc1ff75f626","output_id":"3db34f0b93ffc407a744c7e5b7a723f9b7a7e1275c53e41c0cc0734d4f16c2a4","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_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"4528566eb51b495b3c073d8ea9900d12d28a29f66a8ab12cc9309658c0dd1e8a","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n16\"],\"condition\":null,\"course\":null,\"evidence\":\"Declared in Industrial Engineering, (COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300), (I SY E 210,MATH/STAT 309,431,MATH 531,STAT 311or324) andI SY E 315\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Declared in Industrial Engineering\",\"course\":null,\"evidence\":\"Declared in Industrial Engineering\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n4\",\"n5\",\"n6\",\"n7\",\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[\"n10\",\"n11\",\"n12\",\"n13\",\"n14\",\"n15\"],\"condition\":null,\"course\":null,\"evidence\":\"(I SY E 210,MATH/STAT 309,431,MATH 531,STAT 311or324)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"COMP SCI 200\",\"course\":null,\"evidence\":\"COMP SCI 200\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"220\",\"course\":null,\"evidence\":\"220\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 300\",\"course\":null,\"evidence\":\"COMP SCI 300\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"301\",\"course\":null,\"evidence\":\"301\",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"302\",\"course\":null,\"evidence\":\"302\",\"id\":\"n8\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"placement intoCOMP SCI 300\",\"course\":null,\"evidence\":\"placement intoCOMP SCI 300\",\"id\":\"n9\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"I SY E 210\",\"course\":null,\"evidence\":\"I SY E 210\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH/STAT 309\",\"course\":null,\"evidence\":\"MATH/STAT 309\",\"id\":\"n11\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"431\",\"course\":null,\"evidence\":\"431\",\"id\":\"n12\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH 531\",\"course\":null,\"evidence\":\"MATH 531\",\"id\":\"n13\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"STAT 311\",\"course\":null,\"evidence\":\"STAT 311\",\"id\":\"n14\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"324\",\"course\":null,\"evidence\":\"324\",\"id\":\"n15\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"I SY E 315\",\"course\":null,\"evidence\":\"I SY E 315\",\"id\":\"n16\",\"kind\":\"condition\"}],\"notes\":[\"COMP SCI 301 and COMP SCI 302 are not found in the linked_courses or lookup results; treated as verbatim conditions requiring review.\",\"MATH/STAT 309 is ambiguous; could refer to MATH 309 or STAT 309, neither of which are in linked_courses.\",\"COMP SCI 200, COMP SCI 220, ISYE 210 are in linked_courses but not looked up for full details; treated as course conditions.\",\"The text 'MATH/STAT 309,431,MATH 531,STAT 311or324' is parsed as a list of alternatives in an 'any' node.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"4528566eb51b495b3c073d8ea9900d12d28a29f66a8ab12cc9309658c0dd1e8a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI 200\",\"field\":\"description\",\"quote\":\"Learn the process of incrementally developing small (200-500 lines) programs along with the fundamental Computer Science topics. These topics include: problem abstraction and decomposition, the edit-compile-run cycle, using variables of primitive and more complex data types, conditional and loop-based flow control\"},{\"course_id\":\"COMPSCI 220\",\"field\":\"description\",\"quote\":\"Introduction to Data Science programming using Python. No previous programming experience required. Emphasis on analyzing real datasets\"},{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Introduction to basic probability and statistical tools and methods from an industrial application perspective. Random variables and probability distributions; descriptive statistics; point estimates. Perform hypothesis testing, construct confidence intervals, and understand design of experiments in the context of motivating case studies. Regression and correlation analysis\"}],\"text\":\"Programming fundamentals in Python and C++, and introductory statistics including probability, hypothesis testing, and regression.\"}],\"search_phrases\":[\"Industrial Engineering Design I prerequisites\",\"ISYE 350 programming requirements\",\"ISYE 350 statistics background\",\"Industrial Engineering design tools\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs\"}],\"text\":\"Conducting experiments, taking measurements, analyzing data, designing systems, and prototyping.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"Introduction to the tools needed for advanced design courses through experiential learning and hands-on opportunities to conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs.\"}],\"text\":\"ISYE 350 introduces design tools through experiential learning, focusing on experiments, measurements, data analysis, system design, and prototyping.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs\"}],\"text\":\"Experiments, measurements, data analysis, system design, and prototyping\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"4528566eb51b495b3c073d8ea9900d12d28a29f66a8ab12cc9309658c0dd1e8a","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"The most difficult part of the course was just figuring out what you needed to do. Directions were unclear, nonexistent, or posted twice with significant differences. Other than that the class was super easy, and Tony was pretty easy going. Most, if not all, got an A, and the presentations weren't stressful. No exams, just a semester long project.\",\"course_id\":\"ISYE 350\",\"date\":\"2024-12-31 20:19:36 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4ad5ae1404a916d51c487210\",\"instructor_id\":\"rmp:3066992\",\"instructor_name\":\"Tony McDonald\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDY1Mzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066992\"}],\"evidence_count\":1,\"review_ids\":[\"4ad5ae1404a916d51c487210\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3066992\",\"name\":\"Tony McDonald\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"summary\":\"Students found the course directions unclear, nonexistent, or inconsistent, making it difficult to understand what was required.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"The most difficult part of the course was just figuring out what you needed to do. Directions were unclear, nonexistent, or posted twice with significant differences. Other than that the class was super easy, and Tony was pretty easy going. Most, if not all, got an A, and the presentations weren't stressful. No exams, just a semester long project.\",\"course_id\":\"ISYE 350\",\"date\":\"2024-12-31 20:19:36 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4ad5ae1404a916d51c487210\",\"instructor_id\":\"rmp:3066992\",\"instructor_name\":\"Tony McDonald\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDY1Mzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066992\"}],\"evidence_count\":1,\"review_ids\":[\"4ad5ae1404a916d51c487210\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3066992\",\"name\":\"Tony McDonald\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"The class was described as super easy with no exams, just a semester-long project, and most students received an A.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"The most difficult part of the course was just figuring out what you needed to do. Directions were unclear, nonexistent, or posted twice with significant differences. Other than that the class was super easy, and Tony was pretty easy going. Most, if not all, got an A, and the presentations weren't stressful. No exams, just a semester long project.\",\"course_id\":\"ISYE 350\",\"date\":\"2024-12-31 20:19:36 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4ad5ae1404a916d51c487210\",\"instructor_id\":\"rmp:3066992\",\"instructor_name\":\"Tony McDonald\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDY1Mzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066992\"}],\"evidence_count\":1,\"review_ids\":[\"4ad5ae1404a916d51c487210\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3066992\",\"name\":\"Tony McDonald\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"The instructor, Tony McDonald, was described as easy-going and easy.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"4528566eb51b495b3c073d8ea9900d12d28a29f66a8ab12cc9309658c0dd1e8a","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"f9f1c9c466a6b561de7656cbfb4df669c2529169cab35c95c37b299cd66d625d\",\"course_id\":\"ISYE 350\",\"current_instructors\":[{\"instructor_uid\":\"instructor_a62646ec34c23239fa5028fa\",\"message\":\"Summary generation failed\",\"name\":\"Tony McDonald\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:3066992\",\"summary\":[{\"citations\":[{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 4.00 GPA, 100.0% A/AB (n=37 letter grades); Fall 2024: 3.92 GPA, 100.0% A/AB (n=53 letter grades); Spring 2026: 3.78 GPA, 97.4% A/AB (n=38 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_a62646ec34c23239fa5028fa\",\"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\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.96 GPA, 100.0% A/AB (n=53 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=54 letter grades); Spring 2026: 3.78 GPA, 97.4% A/AB (n=38 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ANTHONY MCDONALD is recorded teaching in Spring 2023, Fall 2024, 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":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_a62646ec34c23239fa5028fa\", \"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":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"559c94dee8b17e03c282ab8b9be57833b372164fd23d261718faf87fedc87c8a","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n16\"],\"condition\":null,\"course\":null,\"evidence\":\"Declared in Industrial Engineering, (COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300), (I SY E 210,MATH/STAT 309,431,MATH 531,STAT 311or324) andI SY E 315\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Declared in Industrial Engineering\",\"course\":null,\"evidence\":\"Declared in Industrial Engineering\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n4\",\"n5\",\"n6\",\"n7\",\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[\"n10\",\"n11\",\"n12\",\"n13\",\"n14\",\"n15\"],\"condition\":null,\"course\":null,\"evidence\":\"(I SY E 210,MATH/STAT 309,431,MATH 531,STAT 311or324)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"COMP SCI 200\",\"course\":null,\"evidence\":\"COMP SCI 200\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"220\",\"course\":null,\"evidence\":\"220\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 300\",\"course\":null,\"evidence\":\"COMP SCI 300\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"301\",\"course\":null,\"evidence\":\"301\",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"302\",\"course\":null,\"evidence\":\"302\",\"id\":\"n8\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"placement intoCOMP SCI 300\",\"course\":null,\"evidence\":\"placement intoCOMP SCI 300\",\"id\":\"n9\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"I SY E 210\",\"course\":null,\"evidence\":\"I SY E 210\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH/STAT 309\",\"course\":null,\"evidence\":\"MATH/STAT 309\",\"id\":\"n11\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"431\",\"course\":null,\"evidence\":\"431\",\"id\":\"n12\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH 531\",\"course\":null,\"evidence\":\"MATH 531\",\"id\":\"n13\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"STAT 311\",\"course\":null,\"evidence\":\"STAT 311\",\"id\":\"n14\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"324\",\"course\":null,\"evidence\":\"324\",\"id\":\"n15\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"I SY E 315\",\"course\":null,\"evidence\":\"I SY E 315\",\"id\":\"n16\",\"kind\":\"condition\"}],\"notes\":[\"COMP SCI 301 and COMP SCI 302 are not found in the linked_courses or lookup results; treated as verbatim conditions requiring review.\",\"MATH/STAT 309 is ambiguous; could refer to MATH 309 or STAT 309, neither of which are in linked_courses.\",\"COMP SCI 200, COMP SCI 220, ISYE 210 are in linked_courses but not looked up for full details; treated as course conditions.\",\"The text 'MATH/STAT 309,431,MATH 531,STAT 311or324' is parsed as a list of alternatives in an 'any' node.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","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_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"559c94dee8b17e03c282ab8b9be57833b372164fd23d261718faf87fedc87c8a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI 200\",\"field\":\"description\",\"quote\":\"Learn the process of incrementally developing small (200-500 lines) programs along with the fundamental Computer Science topics. These topics include: problem abstraction and decomposition, the edit-compile-run cycle, using variables of primitive and more complex data types, conditional and loop-based flow control\"},{\"course_id\":\"COMPSCI 220\",\"field\":\"description\",\"quote\":\"Introduction to Data Science programming using Python. No previous programming experience required. Emphasis on analyzing real datasets\"},{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Introduction to basic probability and statistical tools and methods from an industrial application perspective. Random variables and probability distributions; descriptive statistics; point estimates. Perform hypothesis testing, construct confidence intervals, and understand design of experiments in the context of motivating case studies. Regression and correlation analysis\"}],\"text\":\"Programming fundamentals in Python and C++, and introductory statistics including probability, hypothesis testing, and regression.\"}],\"search_phrases\":[\"Industrial Engineering Design I prerequisites\",\"ISYE 350 programming requirements\",\"ISYE 350 statistics background\",\"Industrial Engineering design tools\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs\"}],\"text\":\"Conducting experiments, taking measurements, analyzing data, designing systems, and prototyping.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"Introduction to the tools needed for advanced design courses through experiential learning and hands-on opportunities to conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs.\"}],\"text\":\"ISYE 350 introduces design tools through experiential learning, focusing on experiments, measurements, data analysis, system design, and prototyping.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs\"}],\"text\":\"Experiments, measurements, data analysis, system design, and prototyping\"}]}","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_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"559c94dee8b17e03c282ab8b9be57833b372164fd23d261718faf87fedc87c8a","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_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"854ba78636307468969069fc5e0abc2948e762fe5935bb062ed38b2b30f628eb","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n16\"],\"condition\":null,\"course\":null,\"evidence\":\"Declared in Industrial Engineering, (COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300), (I SY E 210,MATH/STAT 309,431,MATH 531,STAT 311or324) andI SY E 315\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"Declared in Industrial Engineering\",\"course\":null,\"evidence\":\"Declared in Industrial Engineering\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n4\",\"n5\",\"n6\",\"n7\",\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[\"n10\",\"n11\",\"n12\",\"n13\",\"n14\",\"n15\"],\"condition\":null,\"course\":null,\"evidence\":\"(I SY E 210,MATH/STAT 309,431,MATH 531,STAT 311or324)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"COMP SCI 200\",\"course\":null,\"evidence\":\"COMP SCI 200\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"220\",\"course\":null,\"evidence\":\"220\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 300\",\"course\":null,\"evidence\":\"COMP SCI 300\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"301\",\"course\":null,\"evidence\":\"301\",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"302\",\"course\":null,\"evidence\":\"302\",\"id\":\"n8\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"placement intoCOMP SCI 300\",\"course\":null,\"evidence\":\"placement intoCOMP SCI 300\",\"id\":\"n9\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"I SY E 210\",\"course\":null,\"evidence\":\"I SY E 210\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH/STAT 309\",\"course\":null,\"evidence\":\"MATH/STAT 309\",\"id\":\"n11\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"431\",\"course\":null,\"evidence\":\"431\",\"id\":\"n12\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH 531\",\"course\":null,\"evidence\":\"MATH 531\",\"id\":\"n13\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"STAT 311\",\"course\":null,\"evidence\":\"STAT 311\",\"id\":\"n14\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"324\",\"course\":null,\"evidence\":\"324\",\"id\":\"n15\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"I SY E 315\",\"course\":null,\"evidence\":\"I SY E 315\",\"id\":\"n16\",\"kind\":\"condition\"}],\"notes\":[\"COMP SCI 301 and COMP SCI 302 are not found in the linked_courses or lookup results; treated as verbatim conditions requiring review.\",\"MATH/STAT 309 is ambiguous; could refer to MATH 309 or STAT 309, neither of which are in linked_courses.\",\"COMP SCI 200, COMP SCI 220, ISYE 210 are in linked_courses but not looked up for full details; treated as course conditions.\",\"The text 'MATH/STAT 309,431,MATH 531,STAT 311or324' is parsed as a list of alternatives in an 'any' node.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"854ba78636307468969069fc5e0abc2948e762fe5935bb062ed38b2b30f628eb","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI 200\",\"field\":\"description\",\"quote\":\"Learn the process of incrementally developing small (200-500 lines) programs along with the fundamental Computer Science topics. These topics include: problem abstraction and decomposition, the edit-compile-run cycle, using variables of primitive and more complex data types, conditional and loop-based flow control\"},{\"course_id\":\"COMPSCI 220\",\"field\":\"description\",\"quote\":\"Introduction to Data Science programming using Python. No previous programming experience required. Emphasis on analyzing real datasets\"},{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Introduction to basic probability and statistical tools and methods from an industrial application perspective. Random variables and probability distributions; descriptive statistics; point estimates. Perform hypothesis testing, construct confidence intervals, and understand design of experiments in the context of motivating case studies. Regression and correlation analysis\"}],\"text\":\"Programming fundamentals in Python and C++, and introductory statistics including probability, hypothesis testing, and regression.\"}],\"search_phrases\":[\"Industrial Engineering Design I prerequisites\",\"ISYE 350 programming requirements\",\"ISYE 350 statistics background\",\"Industrial Engineering design tools\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs\"}],\"text\":\"Conducting experiments, taking measurements, analyzing data, designing systems, and prototyping.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"Introduction to the tools needed for advanced design courses through experiential learning and hands-on opportunities to conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs.\"}],\"text\":\"ISYE 350 introduces design tools through experiential learning, focusing on experiments, measurements, data analysis, system design, and prototyping.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 350\",\"field\":\"description\",\"quote\":\"conduct experiments, take relevant measurements, analyze real-world data, design systems, and to make and test prototypes of designs\"}],\"text\":\"Experiments, measurements, data analysis, system design, and prototyping\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"854ba78636307468969069fc5e0abc2948e762fe5935bb062ed38b2b30f628eb","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"The most difficult part of the course was just figuring out what you needed to do. Directions were unclear, nonexistent, or posted twice with significant differences. Other than that the class was super easy, and Tony was pretty easy going. Most, if not all, got an A, and the presentations weren't stressful. No exams, just a semester long project.\",\"course_id\":\"ISYE 350\",\"date\":\"2024-12-31 20:19:36 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4ad5ae1404a916d51c487210\",\"instructor_id\":\"rmp:3066992\",\"instructor_name\":\"Tony McDonald\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDY1Mzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066992\"}],\"evidence_count\":1,\"review_ids\":[\"4ad5ae1404a916d51c487210\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3066992\",\"name\":\"Tony McDonald\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"summary\":\"Students found the course directions unclear, nonexistent, or inconsistent, making it difficult to understand what was required.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"The most difficult part of the course was just figuring out what you needed to do. Directions were unclear, nonexistent, or posted twice with significant differences. Other than that the class was super easy, and Tony was pretty easy going. Most, if not all, got an A, and the presentations weren't stressful. No exams, just a semester long project.\",\"course_id\":\"ISYE 350\",\"date\":\"2024-12-31 20:19:36 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4ad5ae1404a916d51c487210\",\"instructor_id\":\"rmp:3066992\",\"instructor_name\":\"Tony McDonald\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDY1Mzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066992\"}],\"evidence_count\":1,\"review_ids\":[\"4ad5ae1404a916d51c487210\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3066992\",\"name\":\"Tony McDonald\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"The class was described as super easy with no exams, just a semester-long project, and most students received an A.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"The most difficult part of the course was just figuring out what you needed to do. Directions were unclear, nonexistent, or posted twice with significant differences. Other than that the class was super easy, and Tony was pretty easy going. Most, if not all, got an A, and the presentations weren't stressful. No exams, just a semester long project.\",\"course_id\":\"ISYE 350\",\"date\":\"2024-12-31 20:19:36 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4ad5ae1404a916d51c487210\",\"instructor_id\":\"rmp:3066992\",\"instructor_name\":\"Tony McDonald\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDY1Mzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066992\"}],\"evidence_count\":1,\"review_ids\":[\"4ad5ae1404a916d51c487210\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3066992\",\"name\":\"Tony McDonald\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"The instructor, Tony McDonald, was described as easy-going and easy.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_96ae7077bc3892754fa137e5","course_id":"ISYE 350","catalog_version_id":"84b0f42a51b0916b71e2404180631f2b6eb41e327a0c4abd0d7793433aa0260c","record_version_id":"1cede134c0a65a81145e2d04487a6652cf61304b6ce44d06ee8e6cc51ca8755d","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"854ba78636307468969069fc5e0abc2948e762fe5935bb062ed38b2b30f628eb","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"f9f1c9c466a6b561de7656cbfb4df669c2529169cab35c95c37b299cd66d625d\",\"course_id\":\"ISYE 350\",\"current_instructors\":[{\"instructor_uid\":\"instructor_a62646ec34c23239fa5028fa\",\"message\":null,\"name\":\"Tony McDonald\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:3066992\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Tony McDonald\",\"review_date\":\"2024-12-31 20:19:36 +0000 UTC\",\"review_id\":\"4ad5ae1404a916d51c487210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3066992\",\"source_review_id\":\"UmF0aW5nLTQwNDY1Mzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066992\",\"type\":\"review\"}],\"text\":\"Tony McDonald is described as easy-going with a super easy class where most students receive an A. However, reviewers note that directions for the semester-long project are often unclear, nonexistent, or contradictory, making it difficult to understand requirements.\"},{\"citations\":[{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 4.00 GPA, 100.0% A/AB (n=37 letter grades); Fall 2024: 3.92 GPA, 100.0% A/AB (n=53 letter grades); Spring 2026: 3.78 GPA, 97.4% A/AB (n=38 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Tony McDonald\",\"review_date\":\"2024-12-31 20:19:36 +0000 UTC\",\"review_id\":\"4ad5ae1404a916d51c487210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3066992\",\"source_review_id\":\"UmF0aW5nLTQwNDY1Mzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066992\",\"type\":\"review\"}],\"text\":\"The primary difficulty is unclear or conflicting directions for the project, though the overall workload is low.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Tony McDonald\",\"review_date\":\"2024-12-31 20:19:36 +0000 UTC\",\"review_id\":\"4ad5ae1404a916d51c487210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3066992\",\"source_review_id\":\"UmF0aW5nLTQwNDY1Mzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066992\",\"type\":\"review\"}],\"text\":\"Tony McDonald teaches a super easy course with no exams, just a semester-long project where most students get an A.\"},{\"citations\":[{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.96 GPA, 100.0% A/AB (n=53 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=54 letter grades); Spring 2026: 3.78 GPA, 97.4% A/AB (n=38 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Tony McDonald\",\"review_date\":\"2024-12-31 20:19:36 +0000 UTC\",\"review_id\":\"4ad5ae1404a916d51c487210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3066992\",\"source_review_id\":\"UmF0aW5nLTQwNDY1Mzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066992\",\"type\":\"review\"}],\"text\":\"Students find the class easy and the instructor easy-going, but frustration arises from ambiguous assignment instructions.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 350\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"source_record\":{\"entity_id\":\"9e36ec8e-8610-3986-8d68-176af28a8759\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ANTHONY MCDONALD is recorded teaching in Spring 2023, Fall 2024, 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":true}]