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Just a cool guy in general too. \",\"course_id\":\"ISYE 417\",\"date\":\"2022-05-04 03:47:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0446fec05b422a3f65fad566\",\"instructor_id\":\"rmp:2691068\",\"instructor_name\":\"Justin Boutilier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjM1Njk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\"},{\"comment\":\"Prof Boutilier is the best professor I've had. As a graduating senior trying to do the bare minimum to get by, I found myself coming to lecture not to pass the class, but because the class was so interesting. He makes all lectures very relevant to what is going on in the world. Class was relatively easy if you've taken past ISYE courses.\",\"course_id\":\"ISYE 417\",\"date\":\"2022-05-07 20:41:14 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"38de9eff0f5a20d343e437aa\",\"instructor_id\":\"rmp:2691068\",\"instructor_name\":\"Justin Boutilier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2Mjc0NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\"},{\"comment\":\"Prof Justin is amazing! He always emphasizes teaching us how to apply class materials into solving real-world issues. All his lectures+discussions were super fun and engaging. His slides and notes are very organized, and he's super responsive on slack. He was the reason I chose health systems as my focus area. 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Just a cool guy in general too. \",\"course_id\":\"ISYE 417\",\"date\":\"2022-05-04 03:47:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0446fec05b422a3f65fad566\",\"instructor_id\":\"rmp:2691068\",\"instructor_name\":\"Justin Boutilier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjM1Njk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\"},{\"comment\":\"Prof Boutilier is the best professor I've had. As a graduating senior trying to do the bare minimum to get by, I found myself coming to lecture not to pass the class, but because the class was so interesting. He makes all lectures very relevant to what is going on in the world. 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The class setup was a bit dry, as was the material, but it was an overall very easy class. Grade based on one easy exam, two straightforward group projects and some homework.\",\"course_id\":\"ISYE 417\",\"date\":\"2018-05-15 10:52:52 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"9142f2ac3a04dedeaba341e7\",\"instructor_id\":\"rmp:2377358\",\"instructor_name\":\"Oguzhan Alagoz\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwMTEwNjk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2377358\"},{\"comment\":\"Prof Boutilier is the best professor I've had. As a graduating senior trying to do the bare minimum to get by, I found myself coming to lecture not to pass the class, but because the class was so interesting. He makes all lectures very relevant to what is going on in the world. 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A significant portion of the grade is petty and unnecessary (notes from assigned readings, subjective rating on participation in class). 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Spring 2025: 3.43 GPA, 64.3% A/AB (n=14 letter grades); Spring 2026: 3.48 GPA, 72.4% A/AB (n=29 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"JUSTIN BOUTILIER is recorded teaching in Spring 2020, Spring 2022, Spring 2023, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"OGUZHAN ALAGOZ is recorded teaching in Fall 2008, Fall 2010, Fall 2011, Spring 2017, Spring 2018, Spring 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"PATRICIA FLATLEY BRENNAN is recorded teaching in Fall 2006, Spring 2013, Fall 2014, Fall 2015. 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\": \"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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_2dfc38bd1da712336fd25ec2","course_id":"ISYE 417","catalog_version_id":"629fe9a5ea852d0dae732d8c74dbe6d106dd8e624acf9955cae791d2b058cc0d","record_version_id":"cdd4c64871888afb1a011e9e1d3ef94a16b0d100506f62b74f439f13da1ba791","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"763ec45a1b9fde997cdf67ea83c6a86f868af1b994cabfa70b7dc10b6b4e0de0","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 320and349, graduate/professional standing, or member of Engineering Guest Students, or declared in Clinical and Community Outcomes Capstone Certificate\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 320and349\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Clinical and Community Outcomes Capstone Certificate\",\"course\":null,\"evidence\":\"declared in Clinical and Community Outcomes Capstone Certificate\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior\"},\"evidence\":\"I SY E 320\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":349,\"minimum_grade\":null,\"subjects\":[\"ISYE\",\"PSYCH\"],\"timing\":\"prior\"},\"evidence\":\"349\",\"id\":\"n6\",\"kind\":\"course\"}],\"notes\":[\"Requirements text parsed into OR conditions for standing/guest/certificate, and AND condition for courses 320 and 349.\"],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_2dfc38bd1da712336fd25ec2","course_id":"ISYE 417","catalog_version_id":"629fe9a5ea852d0dae732d8c74dbe6d106dd8e624acf9955cae791d2b058cc0d","record_version_id":"cdd4c64871888afb1a011e9e1d3ef94a16b0d100506f62b74f439f13da1ba791","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"763ec45a1b9fde997cdf67ea83c6a86f868af1b994cabfa70b7dc10b6b4e0de0","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 320\",\"field\":\"description\",\"quote\":\"Analysis of stochastic systems using both analytic methods and computer simulation. 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He starts class with candid discussions on anything class related that people are wondering. He is available for questions on slack and is really helpful and knowledgeable.\",\"course_id\":\"ISYE 417\",\"date\":\"2021-04-26 20:49:54 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4ed00f97f1fa4d3dc14d4b8f\",\"instructor_id\":\"rmp:2691068\",\"instructor_name\":\"Justin Boutilier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NjI4Mzgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\"},{\"comment\":\"He is probably the best professor I've ever had at UW-Madison. He clearly cares a lot about the content and relates each topic to interesting, real life applications. He encourages open discussion in class and asks for feedback from the class. HIGHLY recommend taking his class!! Just a cool guy in general too. \",\"course_id\":\"ISYE 417\",\"date\":\"2022-05-04 03:47:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0446fec05b422a3f65fad566\",\"instructor_id\":\"rmp:2691068\",\"instructor_name\":\"Justin Boutilier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjM1Njk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\"},{\"comment\":\"Prof Boutilier is the best professor I've had. As a graduating senior trying to do the bare minimum to get by, I found myself coming to lecture not to pass the class, but because the class was so interesting. He makes all lectures very relevant to what is going on in the world. Class was relatively easy if you've taken past ISYE courses.\",\"course_id\":\"ISYE 417\",\"date\":\"2022-05-07 20:41:14 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"38de9eff0f5a20d343e437aa\",\"instructor_id\":\"rmp:2691068\",\"instructor_name\":\"Justin Boutilier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2Mjc0NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\"},{\"comment\":\"Prof Justin is amazing! He always emphasizes teaching us how to apply class materials into solving real-world issues. All his lectures+discussions were super fun and engaging. His slides and notes are very organized, and he's super responsive on slack. He was the reason I chose health systems as my focus area. Wishing him all the best in Canada :)\",\"course_id\":\"ISYE 417\",\"date\":\"2024-05-07 09:38:26 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6be53fcda187a3ff61ef445f\",\"instructor_id\":\"rmp:2691068\",\"instructor_name\":\"Justin Boutilier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5Mzg4OTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\"}],\"evidence_count\":4,\"review_ids\":[\"4ed00f97f1fa4d3dc14d4b8f\",\"0446fec05b422a3f65fad566\",\"38de9eff0f5a20d343e437aa\",\"6be53fcda187a3ff61ef445f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2691068\",\"name\":\"Justin Boutilier\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2021\"},\"sentiment\":\"positive\",\"summary\":\"Instructors like Justin Boutilier are highly praised for clear, engaging lectures and organized materials.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Completely unclear with expectations and gives very vague descriptions for all assignments including weekly projects. A significant portion of the grade is petty and unnecessary (notes from assigned readings, subjective rating on participation in class). Puts down any student that attempts to participate and offer their opinion.\",\"course_id\":\"ISYE 417\",\"date\":\"2015-11-09 16:49:03 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f2380dbbaa10445f01c08104\",\"instructor_id\":\"rmp:888870\",\"instructor_name\":\"Patricia Brennan\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1MzczNzI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/888870\"}],\"evidence_count\":1,\"review_ids\":[\"f2380dbbaa10445f01c08104\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:888870\",\"name\":\"Patricia Brennan\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2015\"},\"sentiment\":\"negative\",\"summary\":\"Some instructors, like Patricia Brennan, are criticized for unclear expectations and vague assignment descriptions.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Overall a solid professor. The class setup was a bit dry, as was the material, but it was an overall very easy class. Grade based on one easy exam, two straightforward group projects and some homework.\",\"course_id\":\"ISYE 417\",\"date\":\"2018-05-15 10:52:52 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"9142f2ac3a04dedeaba341e7\",\"instructor_id\":\"rmp:2377358\",\"instructor_name\":\"Oguzhan Alagoz\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwMTEwNjk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2377358\"},{\"comment\":\"Justin is an incredibly guy and is an incredible professor. He starts class with candid discussions on anything class related that people are wondering. He is available for questions on slack and is really helpful and knowledgeable.\",\"course_id\":\"ISYE 417\",\"date\":\"2021-04-26 20:49:54 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4ed00f97f1fa4d3dc14d4b8f\",\"instructor_id\":\"rmp:2691068\",\"instructor_name\":\"Justin Boutilier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NjI4Mzgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\"},{\"comment\":\"He is probably the best professor I've ever had at UW-Madison. He clearly cares a lot about the content and relates each topic to interesting, real life applications. He encourages open discussion in class and asks for feedback from the class. HIGHLY recommend taking his class!! Just a cool guy in general too. \",\"course_id\":\"ISYE 417\",\"date\":\"2022-05-04 03:47:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0446fec05b422a3f65fad566\",\"instructor_id\":\"rmp:2691068\",\"instructor_name\":\"Justin Boutilier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjM1Njk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\"},{\"comment\":\"Prof Boutilier is the best professor I've had. As a graduating senior trying to do the bare minimum to get by, I found myself coming to lecture not to pass the class, but because the class was so interesting. He makes all lectures very relevant to what is going on in the world. Class was relatively easy if you've taken past ISYE courses.\",\"course_id\":\"ISYE 417\",\"date\":\"2022-05-07 20:41:14 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"38de9eff0f5a20d343e437aa\",\"instructor_id\":\"rmp:2691068\",\"instructor_name\":\"Justin Boutilier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2Mjc0NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\"},{\"comment\":\"Prof Justin is amazing! He always emphasizes teaching us how to apply class materials into solving real-world issues. All his lectures+discussions were super fun and engaging. His slides and notes are very organized, and he's super responsive on slack. He was the reason I chose health systems as my focus area. Wishing him all the best in Canada :)\",\"course_id\":\"ISYE 417\",\"date\":\"2024-05-07 09:38:26 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6be53fcda187a3ff61ef445f\",\"instructor_id\":\"rmp:2691068\",\"instructor_name\":\"Justin Boutilier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5Mzg4OTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\"}],\"evidence_count\":5,\"review_ids\":[\"9142f2ac3a04dedeaba341e7\",\"4ed00f97f1fa4d3dc14d4b8f\",\"0446fec05b422a3f65fad566\",\"38de9eff0f5a20d343e437aa\",\"6be53fcda187a3ff61ef445f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2377358\",\"name\":\"Oguzhan Alagoz\"},{\"id\":\"rmp:2691068\",\"name\":\"Justin Boutilier\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"The course is generally considered easy and enjoyable, especially with engaging instructors who connect material to real-world applications.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Overall a solid professor. The class setup was a bit dry, as was the material, but it was an overall very easy class. Grade based on one easy exam, two straightforward group projects and some homework.\",\"course_id\":\"ISYE 417\",\"date\":\"2018-05-15 10:52:52 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"9142f2ac3a04dedeaba341e7\",\"instructor_id\":\"rmp:2377358\",\"instructor_name\":\"Oguzhan Alagoz\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMwMTEwNjk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2377358\"},{\"comment\":\"Prof Boutilier is the best professor I've had. As a graduating senior trying to do the bare minimum to get by, I found myself coming to lecture not to pass the class, but because the class was so interesting. He makes all lectures very relevant to what is going on in the world. Class was relatively easy if you've taken past ISYE courses.\",\"course_id\":\"ISYE 417\",\"date\":\"2022-05-07 20:41:14 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"38de9eff0f5a20d343e437aa\",\"instructor_id\":\"rmp:2691068\",\"instructor_name\":\"Justin Boutilier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2Mjc0NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\"}],\"evidence_count\":2,\"review_ids\":[\"9142f2ac3a04dedeaba341e7\",\"38de9eff0f5a20d343e437aa\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2377358\",\"name\":\"Oguzhan Alagoz\"},{\"id\":\"rmp:2691068\",\"name\":\"Justin Boutilier\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"The workload is described as relatively easy, with grades based on straightforward exams and projects.\"}]}","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_2dfc38bd1da712336fd25ec2","course_id":"ISYE 417","catalog_version_id":"629fe9a5ea852d0dae732d8c74dbe6d106dd8e624acf9955cae791d2b058cc0d","record_version_id":"cdd4c64871888afb1a011e9e1d3ef94a16b0d100506f62b74f439f13da1ba791","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"763ec45a1b9fde997cdf67ea83c6a86f868af1b994cabfa70b7dc10b6b4e0de0","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"cfd585d210bb50eed5d96d226041c22eda893c142b1f5f76dc6a6b66d993f09f\",\"course_id\":\"ISYE 417\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Justin Boutilier\",\"review_date\":\"2022-05-07 20:41:14 +0000 UTC\",\"review_id\":\"38de9eff0f5a20d343e437aa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2691068\",\"source_review_id\":\"UmF0aW5nLTM2Mjc0NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\",\"type\":\"review\"}],\"text\":\"Historical reviews of Justin Boutilier: Justin Boutilier’s class was considered relatively easy for students with prior ISYE background, though one review noted it required engagement rather than just doing the bare minimum.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Justin Boutilier\",\"review_date\":\"2021-04-26 20:49:54 +0000 UTC\",\"review_id\":\"4ed00f97f1fa4d3dc14d4b8f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2691068\",\"source_review_id\":\"UmF0aW5nLTM0NjI4Mzgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\",\"type\":\"review\"},{\"instructor_name\":\"Justin Boutilier\",\"review_date\":\"2022-05-04 03:47:52 +0000 UTC\",\"review_id\":\"0446fec05b422a3f65fad566\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2691068\",\"source_review_id\":\"UmF0aW5nLTM2MjM1Njk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\",\"type\":\"review\"},{\"instructor_name\":\"Justin Boutilier\",\"review_date\":\"2022-05-07 20:41:14 +0000 UTC\",\"review_id\":\"38de9eff0f5a20d343e437aa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2691068\",\"source_review_id\":\"UmF0aW5nLTM2Mjc0NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\",\"type\":\"review\"},{\"instructor_name\":\"Justin Boutilier\",\"review_date\":\"2024-05-07 09:38:26 +0000 UTC\",\"review_id\":\"6be53fcda187a3ff61ef445f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2691068\",\"source_review_id\":\"UmF0aW5nLTM5Mzg4OTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\",\"type\":\"review\"}],\"text\":\"Historical reviews of Justin Boutilier: Justin Boutilier is highly praised for making lectures engaging and relevant to real-world issues, with organized materials and strong responsiveness on Slack. Reviewers highlight his encouragement of open discussion and his ability to inspire students, though one notes the class is relatively easy only for those with prior ISYE background.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Justin Boutilier\",\"review_date\":\"2021-04-26 20:49:54 +0000 UTC\",\"review_id\":\"4ed00f97f1fa4d3dc14d4b8f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2691068\",\"source_review_id\":\"UmF0aW5nLTM0NjI4Mzgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\",\"type\":\"review\"},{\"instructor_name\":\"Justin Boutilier\",\"review_date\":\"2022-05-04 03:47:52 +0000 UTC\",\"review_id\":\"0446fec05b422a3f65fad566\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2691068\",\"source_review_id\":\"UmF0aW5nLTM2MjM1Njk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\",\"type\":\"review\"},{\"instructor_name\":\"Justin Boutilier\",\"review_date\":\"2022-05-07 20:41:14 +0000 UTC\",\"review_id\":\"38de9eff0f5a20d343e437aa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2691068\",\"source_review_id\":\"UmF0aW5nLTM2Mjc0NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\",\"type\":\"review\"},{\"instructor_name\":\"Justin Boutilier\",\"review_date\":\"2024-05-07 09:38:26 +0000 UTC\",\"review_id\":\"6be53fcda187a3ff61ef445f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2691068\",\"source_review_id\":\"UmF0aW5nLTM5Mzg4OTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\",\"type\":\"review\"}],\"text\":\"Historical reviews of Justin Boutilier: Justin Boutilier is highly praised for making lectures engaging and relevant to real-world issues, with students finding the class interesting and easy. His responsiveness and clear materials are frequently noted.\"},{\"citations\":[{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.83 GPA, 91.5% A/AB (n=59 letter grades); Spring 2025: 3.43 GPA, 64.3% A/AB (n=14 letter grades); Spring 2026: 3.48 GPA, 72.4% A/AB (n=29 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Justin Boutilier\",\"review_date\":\"2021-04-26 20:49:54 +0000 UTC\",\"review_id\":\"4ed00f97f1fa4d3dc14d4b8f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2691068\",\"source_review_id\":\"UmF0aW5nLTM0NjI4Mzgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\",\"type\":\"review\"},{\"instructor_name\":\"Justin Boutilier\",\"review_date\":\"2022-05-04 03:47:52 +0000 UTC\",\"review_id\":\"0446fec05b422a3f65fad566\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2691068\",\"source_review_id\":\"UmF0aW5nLTM2MjM1Njk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\",\"type\":\"review\"},{\"instructor_name\":\"Justin Boutilier\",\"review_date\":\"2024-05-07 09:38:26 +0000 UTC\",\"review_id\":\"6be53fcda187a3ff61ef445f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2691068\",\"source_review_id\":\"UmF0aW5nLTM5Mzg4OTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2691068\",\"type\":\"review\"}],\"text\":\"Historical reviews of Justin Boutilier: Students appreciated Boutilier’s open discussions, real-life applications, and responsiveness on Slack. His organized slides and engaging style were highlighted as key strengths.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"JUSTIN BOUTILIER is recorded teaching in Spring 2020, Spring 2022, Spring 2023, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"OGUZHAN ALAGOZ is recorded teaching in Fall 2008, Fall 2010, Fall 2011, Spring 2017, Spring 2018, Spring 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"ISYE 417\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"source_record\":{\"entity_id\":\"e7e3fd3e-bf35-3fe8-9e27-bd2aed5f29dd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"PATRICIA FLATLEY BRENNAN is recorded teaching in Fall 2006, Spring 2013, Fall 2014, Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]