[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"cc73fa7602b8977ce57787922a2411cf4949ded7178d09749969f5b154f54944","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Non-course conditions must preserve verbatim source text","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_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"cc73fa7602b8977ce57787922a2411cf4949ded7178d09749969f5b154f54944","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Students are strongly encouraged to have knowledge of linear algebra and familiarity with basic mathematical analysis.\"}],\"text\":\"Linear algebra and basic mathematical analysis\"}],\"search_phrases\":[\"nonlinear optimization algorithms\",\"unconstrained optimization methods\",\"quasi-Newton methods\",\"trust-region methods\",\"large-scale optimization\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinear optimization\"}],\"text\":\"Nonlinear optimization theory and algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Line-search and trust-region methods\"}],\"text\":\"Line-search and trust-region methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"quasi-Newton methods\"}],\"text\":\"Quasi-Newton methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"conjugate-gradient and limited-memory methods for large-scale problems\"}],\"text\":\"Conjugate-gradient and limited-memory methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"derivative-free optimization\"}],\"text\":\"Derivative-free optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"algorithms for least-squares problems and nonlinear equations\"}],\"text\":\"Least-squares and nonlinear equation algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"gradient projection algorithms for bound-constrained problems\"}],\"text\":\"Gradient projection algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"simple penalty methods for nonlinearly constrained optimization\"}],\"text\":\"Penalty methods for constrained optimization\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"title\",\"quote\":\"NONLINEAR OPTIMIZATION I\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinear optimization, focusing on unconstrained optimization.\"}],\"text\":\"Covers theory and algorithms for nonlinear optimization, focusing on unconstrained methods like quasi-Newton and trust-region techniques.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"unconstrained optimization\"}],\"text\":\"Unconstrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"bound-constrained problems\"}],\"text\":\"Bound-constrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"nonlinearly constrained optimization\"}],\"text\":\"Nonlinearly constrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"least-squares problems\"}],\"text\":\"Least-squares problems\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"nonlinear equations\"}],\"text\":\"Nonlinear equations\"}]}","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_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"cc73fa7602b8977ce57787922a2411cf4949ded7178d09749969f5b154f54944","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_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3d004e37f2323e0a77d8d2720375dcba312eae960bfced819eeb8fb9e5f97371","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3d004e37f2323e0a77d8d2720375dcba312eae960bfced819eeb8fb9e5f97371","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Students are strongly encouraged to have knowledge of linear algebra and familiarity with basic mathematical analysis.\"}],\"text\":\"Linear algebra and basic mathematical analysis\"}],\"search_phrases\":[\"nonlinear optimization algorithms\",\"unconstrained optimization methods\",\"quasi-Newton methods\",\"trust-region methods\",\"large-scale optimization\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinear optimization\"}],\"text\":\"Nonlinear optimization theory and algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Line-search and trust-region methods\"}],\"text\":\"Line-search and trust-region methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"quasi-Newton methods\"}],\"text\":\"Quasi-Newton methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"conjugate-gradient and limited-memory methods for large-scale problems\"}],\"text\":\"Conjugate-gradient and limited-memory methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"derivative-free optimization\"}],\"text\":\"Derivative-free optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"algorithms for least-squares problems and nonlinear equations\"}],\"text\":\"Least-squares and nonlinear equation algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"gradient projection algorithms for bound-constrained problems\"}],\"text\":\"Gradient projection algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"simple penalty methods for nonlinearly constrained optimization\"}],\"text\":\"Penalty methods for constrained optimization\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"title\",\"quote\":\"NONLINEAR OPTIMIZATION I\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinear optimization, focusing on unconstrained optimization.\"}],\"text\":\"Covers theory and algorithms for nonlinear optimization, focusing on unconstrained methods like quasi-Newton and trust-region techniques.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"unconstrained optimization\"}],\"text\":\"Unconstrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"bound-constrained problems\"}],\"text\":\"Bound-constrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"nonlinearly constrained optimization\"}],\"text\":\"Nonlinearly constrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"least-squares problems\"}],\"text\":\"Least-squares problems\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"nonlinear equations\"}],\"text\":\"Nonlinear equations\"}]}","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_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3d004e37f2323e0a77d8d2720375dcba312eae960bfced819eeb8fb9e5f97371","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Very dull lectures. Poor organization after introducing duality (cross-referencing theorems without careful proof). Provide OK intuitions but other professors here can do better. Doesn't mention anything about cutting-edge research.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2021-11-06 18:33:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ab46a5b31853079dc7b44fcb\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM1MjAwMjk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Pros:\\nNice guy\\nGood office hours\\nExam not 50%+ of grade.\\n\\nCons:\\nSlides confusing\\nNo penalty-free late days/assnmt drops\\noften 14+ hours per HW\\nHW solutions usually not provided\\nFinal project requirements not communicated clearly\\nAlready know real analysis/341 tier linalg or you're going to have a bad time not joking\\n\\nThis class stressed me out.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2022-05-17 06:14:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35377442699b530f4724abb7\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzU2NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"}],\"evidence_count\":2,\"review_ids\":[\"ab46a5b31853079dc7b44fcb\",\"35377442699b530f4724abb7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Lectures are described as dull and poorly organized, with some professors transcribing textbooks rather than providing intuition.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Professor Wright's lectures involve little more than transcribing the textbook on the board. Their focus is on rigor over intuition. Logistics are not managed well. TA contact information and grading criteria were never provided. This is a notoriously difficult course. In a class full of math and CS PhD students, the average grade is about a B.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2019-12-14 19:00:26 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9b91b822745c708625b5b0ec\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNjU5MDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Pros:\\nNice guy\\nGood office hours\\nExam not 50%+ of grade.\\n\\nCons:\\nSlides confusing\\nNo penalty-free late days/assnmt drops\\noften 14+ hours per HW\\nHW solutions usually not provided\\nFinal project requirements not communicated clearly\\nAlready know real analysis/341 tier linalg or you're going to have a bad time not joking\\n\\nThis class stressed me out.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2022-05-17 06:14:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35377442699b530f4724abb7\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzU2NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"}],\"evidence_count\":2,\"review_ids\":[\"9b91b822745c708625b5b0ec\",\"35377442699b530f4724abb7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"summary\":\"Logistics are poorly managed, with unclear grading criteria, missing TA contact info, and confusing slides.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Stephen is a good teacher and certainly is respected by every student. He has written several books and usually lectures from them, which makes it easier to catch up if you missed lectures. The assignments were graded in an insanely harsh way, though, and the professor doesn't seem eager to answer questions during office hours.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2018-05-14 18:44:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d3d89b29af16733c1c770fb9\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwMTA0MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Pros:\\nNice guy\\nGood office hours\\nExam not 50%+ of grade.\\n\\nCons:\\nSlides confusing\\nNo penalty-free late days/assnmt drops\\noften 14+ hours per HW\\nHW solutions usually not provided\\nFinal project requirements not communicated clearly\\nAlready know real analysis/341 tier linalg or you're going to have a bad time not joking\\n\\nThis class stressed me out.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2022-05-17 06:14:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35377442699b530f4724abb7\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzU2NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"}],\"evidence_count\":2,\"review_ids\":[\"d3d89b29af16733c1c770fb9\",\"35377442699b530f4724abb7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Assignments are graded harshly and require significant time, often 14+ hours per homework.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Stephen is a good teacher and certainly is respected by every student. He has written several books and usually lectures from them, which makes it easier to catch up if you missed lectures. The assignments were graded in an insanely harsh way, though, and the professor doesn't seem eager to answer questions during office hours.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2018-05-14 18:44:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d3d89b29af16733c1c770fb9\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwMTA0MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Professor Wright's lectures involve little more than transcribing the textbook on the board. Their focus is on rigor over intuition. Logistics are not managed well. TA contact information and grading criteria were never provided. This is a notoriously difficult course. In a class full of math and CS PhD students, the average grade is about a B.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2019-12-14 19:00:26 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9b91b822745c708625b5b0ec\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNjU5MDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Very dull lectures. Poor organization after introducing duality (cross-referencing theorems without careful proof). Provide OK intuitions but other professors here can do better. Doesn't mention anything about cutting-edge research.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2021-11-06 18:33:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ab46a5b31853079dc7b44fcb\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM1MjAwMjk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Pros:\\nNice guy\\nGood office hours\\nExam not 50%+ of grade.\\n\\nCons:\\nSlides confusing\\nNo penalty-free late days/assnmt drops\\noften 14+ hours per HW\\nHW solutions usually not provided\\nFinal project requirements not communicated clearly\\nAlready know real analysis/341 tier linalg or you're going to have a bad time not joking\\n\\nThis class stressed me out.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2022-05-17 06:14:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35377442699b530f4724abb7\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzU2NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"}],\"evidence_count\":4,\"review_ids\":[\"d3d89b29af16733c1c770fb9\",\"9b91b822745c708625b5b0ec\",\"ab46a5b31853079dc7b44fcb\",\"35377442699b530f4724abb7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"While some instructors are respected and have good office hours, the course is notoriously difficult with high stress and rigorous grading.\"}]}","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_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-789789da373eecc1ff75f626","output_id":"5e97982a3ecc085c4e4122928156e6fd141376c11682aeff0b22f945eb5d84c0","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-789789da373eecc1ff75f626","output_id":"5e97982a3ecc085c4e4122928156e6fd141376c11682aeff0b22f945eb5d84c0","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Students are strongly encouraged to have knowledge of linear algebra and familiarity with basic mathematical analysis.\"}],\"text\":\"Linear algebra and basic mathematical analysis\"}],\"search_phrases\":[\"nonlinear optimization algorithms\",\"unconstrained optimization methods\",\"quasi-Newton methods\",\"trust-region methods\",\"large-scale optimization\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinear optimization\"}],\"text\":\"Nonlinear optimization theory and algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Line-search and trust-region methods\"}],\"text\":\"Line-search and trust-region methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"quasi-Newton methods\"}],\"text\":\"Quasi-Newton methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"conjugate-gradient and limited-memory methods for large-scale problems\"}],\"text\":\"Conjugate-gradient and limited-memory methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"derivative-free optimization\"}],\"text\":\"Derivative-free optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"algorithms for least-squares problems and nonlinear equations\"}],\"text\":\"Least-squares and nonlinear equation algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"gradient projection algorithms for bound-constrained problems\"}],\"text\":\"Gradient projection algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"simple penalty methods for nonlinearly constrained optimization\"}],\"text\":\"Penalty methods for constrained optimization\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"title\",\"quote\":\"NONLINEAR OPTIMIZATION I\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinear optimization, focusing on unconstrained optimization.\"}],\"text\":\"Covers theory and algorithms for nonlinear optimization, focusing on unconstrained methods like quasi-Newton and trust-region techniques.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"unconstrained optimization\"}],\"text\":\"Unconstrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"bound-constrained problems\"}],\"text\":\"Bound-constrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"nonlinearly constrained optimization\"}],\"text\":\"Nonlinearly constrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"least-squares problems\"}],\"text\":\"Least-squares problems\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"nonlinear equations\"}],\"text\":\"Nonlinear equations\"}]}","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_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-789789da373eecc1ff75f626","output_id":"5e97982a3ecc085c4e4122928156e6fd141376c11682aeff0b22f945eb5d84c0","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_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"74e734818f65fef10057812f8f47f2b85d7e92801c4481d87ed38d6c6e4d6a6f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"74e734818f65fef10057812f8f47f2b85d7e92801c4481d87ed38d6c6e4d6a6f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Students are strongly encouraged to have knowledge of linear algebra and familiarity with basic mathematical analysis.\"}],\"text\":\"Linear algebra and basic mathematical analysis\"}],\"search_phrases\":[\"nonlinear optimization algorithms\",\"unconstrained optimization methods\",\"quasi-Newton methods\",\"trust-region methods\",\"large-scale optimization\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinear optimization\"}],\"text\":\"Nonlinear optimization theory and algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Line-search and trust-region methods\"}],\"text\":\"Line-search and trust-region methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"quasi-Newton methods\"}],\"text\":\"Quasi-Newton methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"conjugate-gradient and limited-memory methods for large-scale problems\"}],\"text\":\"Conjugate-gradient and limited-memory methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"derivative-free optimization\"}],\"text\":\"Derivative-free optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"algorithms for least-squares problems and nonlinear equations\"}],\"text\":\"Least-squares and nonlinear equation algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"gradient projection algorithms for bound-constrained problems\"}],\"text\":\"Gradient projection algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"simple penalty methods for nonlinearly constrained optimization\"}],\"text\":\"Penalty methods for constrained optimization\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"title\",\"quote\":\"NONLINEAR OPTIMIZATION I\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinear optimization, focusing on unconstrained optimization.\"}],\"text\":\"Covers theory and algorithms for nonlinear optimization, focusing on unconstrained methods like quasi-Newton and trust-region techniques.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"unconstrained optimization\"}],\"text\":\"Unconstrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"bound-constrained problems\"}],\"text\":\"Bound-constrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"nonlinearly constrained optimization\"}],\"text\":\"Nonlinearly constrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"least-squares problems\"}],\"text\":\"Least-squares problems\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"nonlinear equations\"}],\"text\":\"Nonlinear equations\"}]}","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_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"74e734818f65fef10057812f8f47f2b85d7e92801c4481d87ed38d6c6e4d6a6f","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Very dull lectures. Poor organization after introducing duality (cross-referencing theorems without careful proof). Provide OK intuitions but other professors here can do better. Doesn't mention anything about cutting-edge research.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2021-11-06 18:33:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ab46a5b31853079dc7b44fcb\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM1MjAwMjk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Pros:\\nNice guy\\nGood office hours\\nExam not 50%+ of grade.\\n\\nCons:\\nSlides confusing\\nNo penalty-free late days/assnmt drops\\noften 14+ hours per HW\\nHW solutions usually not provided\\nFinal project requirements not communicated clearly\\nAlready know real analysis/341 tier linalg or you're going to have a bad time not joking\\n\\nThis class stressed me out.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2022-05-17 06:14:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35377442699b530f4724abb7\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzU2NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"}],\"evidence_count\":2,\"review_ids\":[\"ab46a5b31853079dc7b44fcb\",\"35377442699b530f4724abb7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Lectures are described as dull and poorly organized, with some professors transcribing textbooks rather than providing intuition.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Professor Wright's lectures involve little more than transcribing the textbook on the board. Their focus is on rigor over intuition. Logistics are not managed well. TA contact information and grading criteria were never provided. This is a notoriously difficult course. In a class full of math and CS PhD students, the average grade is about a B.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2019-12-14 19:00:26 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9b91b822745c708625b5b0ec\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNjU5MDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Pros:\\nNice guy\\nGood office hours\\nExam not 50%+ of grade.\\n\\nCons:\\nSlides confusing\\nNo penalty-free late days/assnmt drops\\noften 14+ hours per HW\\nHW solutions usually not provided\\nFinal project requirements not communicated clearly\\nAlready know real analysis/341 tier linalg or you're going to have a bad time not joking\\n\\nThis class stressed me out.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2022-05-17 06:14:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35377442699b530f4724abb7\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzU2NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"}],\"evidence_count\":2,\"review_ids\":[\"9b91b822745c708625b5b0ec\",\"35377442699b530f4724abb7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"summary\":\"Logistics are poorly managed, with unclear grading criteria, missing TA contact info, and confusing slides.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Stephen is a good teacher and certainly is respected by every student. He has written several books and usually lectures from them, which makes it easier to catch up if you missed lectures. The assignments were graded in an insanely harsh way, though, and the professor doesn't seem eager to answer questions during office hours.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2018-05-14 18:44:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d3d89b29af16733c1c770fb9\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwMTA0MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Pros:\\nNice guy\\nGood office hours\\nExam not 50%+ of grade.\\n\\nCons:\\nSlides confusing\\nNo penalty-free late days/assnmt drops\\noften 14+ hours per HW\\nHW solutions usually not provided\\nFinal project requirements not communicated clearly\\nAlready know real analysis/341 tier linalg or you're going to have a bad time not joking\\n\\nThis class stressed me out.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2022-05-17 06:14:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35377442699b530f4724abb7\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzU2NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"}],\"evidence_count\":2,\"review_ids\":[\"d3d89b29af16733c1c770fb9\",\"35377442699b530f4724abb7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Assignments are graded harshly and require significant time, often 14+ hours per homework.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Stephen is a good teacher and certainly is respected by every student. He has written several books and usually lectures from them, which makes it easier to catch up if you missed lectures. The assignments were graded in an insanely harsh way, though, and the professor doesn't seem eager to answer questions during office hours.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2018-05-14 18:44:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d3d89b29af16733c1c770fb9\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwMTA0MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Professor Wright's lectures involve little more than transcribing the textbook on the board. Their focus is on rigor over intuition. Logistics are not managed well. TA contact information and grading criteria were never provided. This is a notoriously difficult course. In a class full of math and CS PhD students, the average grade is about a B.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2019-12-14 19:00:26 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9b91b822745c708625b5b0ec\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNjU5MDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Very dull lectures. Poor organization after introducing duality (cross-referencing theorems without careful proof). Provide OK intuitions but other professors here can do better. Doesn't mention anything about cutting-edge research.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2021-11-06 18:33:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ab46a5b31853079dc7b44fcb\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM1MjAwMjk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Pros:\\nNice guy\\nGood office hours\\nExam not 50%+ of grade.\\n\\nCons:\\nSlides confusing\\nNo penalty-free late days/assnmt drops\\noften 14+ hours per HW\\nHW solutions usually not provided\\nFinal project requirements not communicated clearly\\nAlready know real analysis/341 tier linalg or you're going to have a bad time not joking\\n\\nThis class stressed me out.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2022-05-17 06:14:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35377442699b530f4724abb7\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzU2NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"}],\"evidence_count\":4,\"review_ids\":[\"d3d89b29af16733c1c770fb9\",\"9b91b822745c708625b5b0ec\",\"ab46a5b31853079dc7b44fcb\",\"35377442699b530f4724abb7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"While some instructors are respected and have good office hours, the course is notoriously difficult with high stress and rigorous grading.\"}]}","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_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"74e734818f65fef10057812f8f47f2b85d7e92801c4481d87ed38d6c6e4d6a6f","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"885876d967daa5897ead55e82c142794730c556336c085e1fd56c0222e3f8bda\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"current_instructors\":[{\"instructor_uid\":\"instructor_a270e82be07bd3a275f6e005\",\"message\":\"Summary generation failed\",\"name\":\"Stephen Wright\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:1895834\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2016: 3.38 GPA, 66.0% A/AB (n=47 letter grades); Spring 2018: 3.16 GPA, 50.0% A/AB (n=38 letter grades); Fall 2019: 3.39 GPA, 69.0% A/AB (n=42 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_a270e82be07bd3a275f6e005\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.31 GPA, 52.4% A/AB (n=21 letter grades); Fall 2025: 3.53 GPA, 78.1% A/AB (n=32 letter grades); Spring 2026: 3.35 GPA, 70.0% A/AB (n=20 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"MICHAEL FERRIS is recorded teaching in Fall 2009, Fall 2011, Fall 2014, Fall 2015, Fall 2018, Spring 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"STEPHEN WRIGHT is recorded teaching in Fall 2006, Fall 2007, Fall 2008, Fall 2013, Fall 2016, Spring 2018, Fall 2019. 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_a270e82be07bd3a275f6e005\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"history\", \"instructor_uid\": null, \"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"7b0282339fffb829d73ca99df7075cd7db2b845b000c184b71e9bc77620efc8c","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"7b0282339fffb829d73ca99df7075cd7db2b845b000c184b71e9bc77620efc8c","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Students are strongly encouraged to have knowledge of linear algebra and familiarity with basic mathematical analysis.\"}],\"text\":\"Linear algebra and basic mathematical analysis\"}],\"search_phrases\":[\"nonlinear optimization algorithms\",\"unconstrained optimization methods\",\"quasi-Newton methods\",\"trust-region methods\",\"large-scale optimization\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinear optimization\"}],\"text\":\"Nonlinear optimization theory and algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Line-search and trust-region methods\"}],\"text\":\"Line-search and trust-region methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"quasi-Newton methods\"}],\"text\":\"Quasi-Newton methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"conjugate-gradient and limited-memory methods for large-scale problems\"}],\"text\":\"Conjugate-gradient and limited-memory methods\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"derivative-free optimization\"}],\"text\":\"Derivative-free optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"algorithms for least-squares problems and nonlinear equations\"}],\"text\":\"Least-squares and nonlinear equation algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"gradient projection algorithms for bound-constrained problems\"}],\"text\":\"Gradient projection algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"simple penalty methods for nonlinearly constrained optimization\"}],\"text\":\"Penalty methods for constrained optimization\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"title\",\"quote\":\"NONLINEAR OPTIMIZATION I\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"Theory and algorithms for nonlinear optimization, focusing on unconstrained optimization.\"}],\"text\":\"Covers theory and algorithms for nonlinear optimization, focusing on unconstrained methods like quasi-Newton and trust-region techniques.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"unconstrained optimization\"}],\"text\":\"Unconstrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"bound-constrained problems\"}],\"text\":\"Bound-constrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"nonlinearly constrained optimization\"}],\"text\":\"Nonlinearly constrained optimization\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"least-squares problems\"}],\"text\":\"Least-squares problems\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"field\":\"description\",\"quote\":\"nonlinear equations\"}],\"text\":\"Nonlinear equations\"}]}","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_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"7b0282339fffb829d73ca99df7075cd7db2b845b000c184b71e9bc77620efc8c","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Very dull lectures. Poor organization after introducing duality (cross-referencing theorems without careful proof). Provide OK intuitions but other professors here can do better. Doesn't mention anything about cutting-edge research.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2021-11-06 18:33:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ab46a5b31853079dc7b44fcb\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM1MjAwMjk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Pros:\\nNice guy\\nGood office hours\\nExam not 50%+ of grade.\\n\\nCons:\\nSlides confusing\\nNo penalty-free late days/assnmt drops\\noften 14+ hours per HW\\nHW solutions usually not provided\\nFinal project requirements not communicated clearly\\nAlready know real analysis/341 tier linalg or you're going to have a bad time not joking\\n\\nThis class stressed me out.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2022-05-17 06:14:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35377442699b530f4724abb7\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzU2NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"}],\"evidence_count\":2,\"review_ids\":[\"ab46a5b31853079dc7b44fcb\",\"35377442699b530f4724abb7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Lectures are described as dull and poorly organized, with some professors transcribing textbooks rather than providing intuition.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Professor Wright's lectures involve little more than transcribing the textbook on the board. Their focus is on rigor over intuition. Logistics are not managed well. TA contact information and grading criteria were never provided. This is a notoriously difficult course. In a class full of math and CS PhD students, the average grade is about a B.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2019-12-14 19:00:26 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9b91b822745c708625b5b0ec\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNjU5MDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Pros:\\nNice guy\\nGood office hours\\nExam not 50%+ of grade.\\n\\nCons:\\nSlides confusing\\nNo penalty-free late days/assnmt drops\\noften 14+ hours per HW\\nHW solutions usually not provided\\nFinal project requirements not communicated clearly\\nAlready know real analysis/341 tier linalg or you're going to have a bad time not joking\\n\\nThis class stressed me out.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2022-05-17 06:14:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35377442699b530f4724abb7\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzU2NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"}],\"evidence_count\":2,\"review_ids\":[\"9b91b822745c708625b5b0ec\",\"35377442699b530f4724abb7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"summary\":\"Logistics are poorly managed, with unclear grading criteria, missing TA contact info, and confusing slides.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Stephen is a good teacher and certainly is respected by every student. He has written several books and usually lectures from them, which makes it easier to catch up if you missed lectures. The assignments were graded in an insanely harsh way, though, and the professor doesn't seem eager to answer questions during office hours.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2018-05-14 18:44:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d3d89b29af16733c1c770fb9\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwMTA0MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Pros:\\nNice guy\\nGood office hours\\nExam not 50%+ of grade.\\n\\nCons:\\nSlides confusing\\nNo penalty-free late days/assnmt drops\\noften 14+ hours per HW\\nHW solutions usually not provided\\nFinal project requirements not communicated clearly\\nAlready know real analysis/341 tier linalg or you're going to have a bad time not joking\\n\\nThis class stressed me out.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2022-05-17 06:14:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35377442699b530f4724abb7\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzU2NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"}],\"evidence_count\":2,\"review_ids\":[\"d3d89b29af16733c1c770fb9\",\"35377442699b530f4724abb7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Assignments are graded harshly and require significant time, often 14+ hours per homework.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Stephen is a good teacher and certainly is respected by every student. He has written several books and usually lectures from them, which makes it easier to catch up if you missed lectures. The assignments were graded in an insanely harsh way, though, and the professor doesn't seem eager to answer questions during office hours.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2018-05-14 18:44:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d3d89b29af16733c1c770fb9\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwMTA0MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Professor Wright's lectures involve little more than transcribing the textbook on the board. Their focus is on rigor over intuition. Logistics are not managed well. TA contact information and grading criteria were never provided. This is a notoriously difficult course. In a class full of math and CS PhD students, the average grade is about a B.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2019-12-14 19:00:26 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9b91b822745c708625b5b0ec\",\"instructor_id\":\"rmp:1895834\",\"instructor_name\":\"Stephen Wright\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMyNjU5MDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\"},{\"comment\":\"Very dull lectures. Poor organization after introducing duality (cross-referencing theorems without careful proof). Provide OK intuitions but other professors here can do better. Doesn't mention anything about cutting-edge research.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2021-11-06 18:33:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ab46a5b31853079dc7b44fcb\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM1MjAwMjk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"},{\"comment\":\"Pros:\\nNice guy\\nGood office hours\\nExam not 50%+ of grade.\\n\\nCons:\\nSlides confusing\\nNo penalty-free late days/assnmt drops\\noften 14+ hours per HW\\nHW solutions usually not provided\\nFinal project requirements not communicated clearly\\nAlready know real analysis/341 tier linalg or you're going to have a bad time not joking\\n\\nThis class stressed me out.\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"date\":\"2022-05-17 06:14:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"35377442699b530f4724abb7\",\"instructor_id\":\"rmp:926803\",\"instructor_name\":\"Michael Ferris\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzU2NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\"}],\"evidence_count\":4,\"review_ids\":[\"d3d89b29af16733c1c770fb9\",\"9b91b822745c708625b5b0ec\",\"ab46a5b31853079dc7b44fcb\",\"35377442699b530f4724abb7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1895834\",\"name\":\"Stephen Wright\"},{\"id\":\"rmp:926803\",\"name\":\"Michael Ferris\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"While some instructors are respected and have good office hours, the course is notoriously difficult with high stress and rigorous grading.\"}]}","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_639b02029dbf953b9704cd63","course_id":"COMPSCI/ISYE/MATH/STAT 726","catalog_version_id":"3ffb1c2e239c93a18469051fc9647560bb2ded9d8fc21e4fe170808dea6fe6f8","record_version_id":"2cded20424b2cdbd9eef5df3d1748449ed795e9f579f718322e9908956d06b21","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"7b0282339fffb829d73ca99df7075cd7db2b845b000c184b71e9bc77620efc8c","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"885876d967daa5897ead55e82c142794730c556336c085e1fd56c0222e3f8bda\",\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"current_instructors\":[{\"instructor_uid\":\"instructor_a270e82be07bd3a275f6e005\",\"message\":null,\"name\":\"Stephen Wright\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1895834\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Stephen Wright\",\"review_date\":\"2018-05-14 18:44:02 +0000 UTC\",\"review_id\":\"d3d89b29af16733c1c770fb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1895834\",\"source_review_id\":\"UmF0aW5nLTMwMTA0MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\",\"type\":\"review\"}],\"text\":\"Stephen Wright is respected and uses his textbooks for lectures, aiding review. However, reviewers note harsh assignment grading and limited office hour responsiveness.\"},{\"citations\":[{\"instructor_name\":\"Stephen Wright\",\"review_date\":\"2019-12-14 19:00:26 +0000 UTC\",\"review_id\":\"9b91b822745c708625b5b0ec\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1895834\",\"source_review_id\":\"UmF0aW5nLTMyNjU5MDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\",\"type\":\"review\"}],\"text\":\"Wright’s lectures focus on rigor over intuition, often transcribing the textbook. Reviewers criticize poor logistics, missing grading criteria, and the course's notorious difficulty.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2016: 3.38 GPA, 66.0% A/AB (n=47 letter grades); Spring 2018: 3.16 GPA, 50.0% A/AB (n=38 letter grades); Fall 2019: 3.39 GPA, 69.0% A/AB (n=42 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Stephen Wright\",\"review_date\":\"2018-05-14 18:44:02 +0000 UTC\",\"review_id\":\"d3d89b29af16733c1c770fb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1895834\",\"source_review_id\":\"UmF0aW5nLTMwMTA0MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\",\"type\":\"review\"},{\"instructor_name\":\"Stephen Wright\",\"review_date\":\"2019-12-14 19:00:26 +0000 UTC\",\"review_id\":\"9b91b822745c708625b5b0ec\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1895834\",\"source_review_id\":\"UmF0aW5nLTMyNjU5MDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\",\"type\":\"review\"}],\"text\":\"Assignments are graded harshly, and the course is notoriously difficult, requiring significant preparation to keep up with the rigorous material.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Michael Ferris\",\"review_date\":\"2021-11-06 18:33:15 +0000 UTC\",\"review_id\":\"ab46a5b31853079dc7b44fcb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:926803\",\"source_review_id\":\"UmF0aW5nLTM1MjAwMjk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\",\"type\":\"review\"},{\"instructor_name\":\"Michael Ferris\",\"review_date\":\"2022-05-17 06:14:49 +0000 UTC\",\"review_id\":\"35377442699b530f4724abb7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:926803\",\"source_review_id\":\"UmF0aW5nLTM2MzU2NjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/926803\",\"type\":\"review\"}],\"text\":\"Historical reviews of Michael Ferris: Stephen Wright is the current instructor, but available reviews describe Michael Ferris. Ferris provided good office hours and reasonable exam weight, yet his lectures were criticized as dull and poorly organized. Students found slides confusing and homework extremely time-consuming, often exceeding 14 hours per assignment.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Stephen Wright\",\"review_date\":\"2018-05-14 18:44:02 +0000 UTC\",\"review_id\":\"d3d89b29af16733c1c770fb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1895834\",\"source_review_id\":\"UmF0aW5nLTMwMTA0MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\",\"type\":\"review\"},{\"instructor_name\":\"Stephen Wright\",\"review_date\":\"2019-12-14 19:00:26 +0000 UTC\",\"review_id\":\"9b91b822745c708625b5b0ec\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1895834\",\"source_review_id\":\"UmF0aW5nLTMyNjU5MDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\",\"type\":\"review\"}],\"text\":\"Stephen Wright is a respected author whose textbook-based lectures aid review, but students report harsh grading, poor logistics, and a focus on rigor over intuition.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.31 GPA, 52.4% A/AB (n=21 letter grades); Fall 2025: 3.53 GPA, 78.1% A/AB (n=32 letter grades); Spring 2026: 3.35 GPA, 70.0% A/AB (n=20 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Stephen Wright\",\"review_date\":\"2018-05-14 18:44:02 +0000 UTC\",\"review_id\":\"d3d89b29af16733c1c770fb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1895834\",\"source_review_id\":\"UmF0aW5nLTMwMTA0MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\",\"type\":\"review\"},{\"instructor_name\":\"Stephen Wright\",\"review_date\":\"2019-12-14 19:00:26 +0000 UTC\",\"review_id\":\"9b91b822745c708625b5b0ec\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1895834\",\"source_review_id\":\"UmF0aW5nLTMyNjU5MDI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1895834\",\"type\":\"review\"}],\"text\":\"Students find the lack of TA contact information and grading criteria frustrating, and note that the professor is not eager to answer questions during office hours.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"MICHAEL FERRIS is recorded teaching in Fall 2009, Fall 2011, Fall 2014, Fall 2015, Fall 2018, Spring 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ISYE/MATH/STAT 726\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"source_record\":{\"entity_id\":\"a99470fb-87a9-33ab-9076-a15d5e3c4788\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"STEPHEN WRIGHT is recorded teaching in Fall 2006, Fall 2007, Fall 2008, Fall 2013, Fall 2016, Spring 2018, Fall 2019. 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}]