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I heard that Tom's class is easier. He takes attendance every class. It is vey lecture heavy and he goes fast and it's hard to keep up. Doesn't record lectures, but posts slides, so if you miss what he said hope someone else caught it. If you put in the work you'll be okay. Office hours felt like a waste of time, at least to me. \",\"course_id\":\"OTM 452\",\"date\":\"2024-12-20 21:09:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c7c6c8047fe9d45b0f457d55\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwNDAwMzMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"},{\"comment\":\"Nice guy and means well. Talks way too quickly, never have time to take notes from the slides before he changes them. Also, his quizzes aree extremely specific - but his lectures are not. 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He went through lectures really fast and it was tough to understand all the content. He is a pretty harsh grader and will take off for anything little. He said he curved the class but didn't really follow through. He means the best for his students but he came off a little harsh.\",\"course_id\":\"OTM 452\",\"date\":\"2025-12-22 07:39:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"6d0129125e69629c475e0d5f\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyMzczNzI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"},{\"comment\":\"Peter was fine. 4 Homework sets, instructions were vague, took hours, and were worth 30% of the overall grade. 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Hard to do well. \",\"course_id\":\"OTM 452\",\"date\":\"2026-02-19 19:13:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5e37ccd9d3e2deeeda052b37\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyNjI2NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"}],\"evidence_count\":3,\"review_ids\":[\"6d0129125e69629c475e0d5f\",\"3f17a92aa181758b145a0777\",\"5e37ccd9d3e2deeeda052b37\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2793784\",\"name\":\"Peter Commons\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"Students report harsh grading, vague homework instructions, and exams that are harder than lectures.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"I've never had a professor this awful. She constantly contradicts herself, and can't answer any of our questions (or would answer a completely unrelated question). From talking with other groups, it sounds like no one even knows what the class is even about. It was required for me, but if you can, save yourself and take a different class/professor.\",\"course_id\":\"OTM 452\",\"date\":\"2021-11-08 21:52:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"429ddf2a7bb2982f550dd280\",\"instructor_id\":\"rmp:2732212\",\"instructor_name\":\"Xiujuan Zhang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjA3NTMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2732212\"},{\"comment\":\"Genuinely the most fun i've ever had in a class. Great professor, great vibes, PHENOMENAL AURA\",\"course_id\":\"OTM 452\",\"date\":\"2025-05-01 16:04:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"15cede6a794f3e4e80a7500b\",\"instructor_id\":\"rmp:2949932\",\"instructor_name\":\"Tariq Mughal\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTE4MjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2949932\"},{\"comment\":\"Project Management is definitely Tariq's type of class. Tariq had a great sense of humor, told many interesting stories, and had lots of experience in various areas. The class was low-stress, and I looked forward to attending every day. Thank you, Professor Mughal, for a great experience!\",\"course_id\":\"OTM 452\",\"date\":\"2025-05-04 22:16:44 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"9c735e9c7b0a72f16c9dc5cc\",\"instructor_id\":\"rmp:2949932\",\"instructor_name\":\"Tariq Mughal\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTU0NTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2949932\"},{\"comment\":\"Professor Burkard was an amazing teacher. He is hard and tough but he is doing it for a reason. He is intense, will cold call on you in lecture or really press into you. If you approach it from the right mindset you will find the course incredibly valuable.\",\"course_id\":\"OTM 452\",\"date\":\"2026-05-01 17:38:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"87f738c0d6bfcfbcb30b022d\",\"instructor_id\":\"rmp:2878067\",\"instructor_name\":\"Tom Burkard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTk2NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\"}],\"evidence_count\":4,\"review_ids\":[\"429ddf2a7bb2982f550dd280\",\"15cede6a794f3e4e80a7500b\",\"9c735e9c7b0a72f16c9dc5cc\",\"87f738c0d6bfcfbcb30b022d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2732212\",\"name\":\"Xiujuan Zhang\"},{\"id\":\"rmp:2878067\",\"name\":\"Tom Burkard\"},{\"id\":\"rmp:2949932\",\"name\":\"Tariq Mughal\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Experiences are highly instructor-dependent, ranging from 'awful' and 'intimidating' to 'phenomenal' and 'best professor'.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"I would only take class with him again because he likes me. That being said, I don't think he understands how to teach. I think that he treats class like we are his employees without an HR department. I had to go to the Dean due to the way he scheduled exams and our finals. If you're not good at sticking up for yourself I wouldn't take.\",\"course_id\":\"OTM 452\",\"date\":\"2024-04-19 15:53:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a71823a7d90e259b0fc7fdb6\",\"instructor_id\":\"rmp:2878067\",\"instructor_name\":\"Tom Burkard\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM5MjExMjEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\"},{\"comment\":\"(OTM300) Really great professor, he clearly wanted all students to succeed. His lectures and classes were set up to be engaging, and He provided many resources for exams. The class structure was very manageable, but pay close attention to the course calendar because the canvas page can be a bit confusing. I would highly recommend this Prof!\",\"course_id\":\"OTM 452\",\"date\":\"2026-04-29 16:42:59 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"46fbab0f733b033db2aea778\",\"instructor_id\":\"rmp:3155744\",\"instructor_name\":\" Amir Bahreini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTY5MjU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3155744\"}],\"evidence_count\":2,\"review_ids\":[\"a71823a7d90e259b0fc7fdb6\",\"46fbab0f733b033db2aea778\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2878067\",\"name\":\"Tom Burkard\"},{\"id\":\"rmp:3155744\",\"name\":\" Amir Bahreini\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"summary\":\"Some students found the course structure confusing, with vague instructions and poor exam scheduling.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"He's ok. I heard that Tom's class is easier. He takes attendance every class. It is vey lecture heavy and he goes fast and it's hard to keep up. Doesn't record lectures, but posts slides, so if you miss what he said hope someone else caught it. If you put in the work you'll be okay. Office hours felt like a waste of time, at least to me. \",\"course_id\":\"OTM 452\",\"date\":\"2024-12-20 21:09:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c7c6c8047fe9d45b0f457d55\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwNDAwMzMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"},{\"comment\":\"Project Management is definitely Tariq's type of class. Tariq had a great sense of humor, told many interesting stories, and had lots of experience in various areas. The class was low-stress, and I looked forward to attending every day. Thank you, Professor Mughal, for a great experience!\",\"course_id\":\"OTM 452\",\"date\":\"2025-05-04 22:16:44 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"9c735e9c7b0a72f16c9dc5cc\",\"instructor_id\":\"rmp:2949932\",\"instructor_name\":\"Tariq Mughal\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTU0NTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2949932\"},{\"comment\":\"Peter was fine. 4 Homework sets, instructions were vague, took hours, and were worth 30% of the overall grade. 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I heard that Tom's class is easier. He takes attendance every class. It is vey lecture heavy and he goes fast and it's hard to keep up. Doesn't record lectures, but posts slides, so if you miss what he said hope someone else caught it. If you put in the work you'll be okay. Office hours felt like a waste of time, at least to me. \",\"course_id\":\"OTM 452\",\"date\":\"2024-12-20 21:09:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c7c6c8047fe9d45b0f457d55\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwNDAwMzMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"},{\"comment\":\"Nice guy and means well. Talks way too quickly, never have time to take notes from the slides before he changes them. Also, his quizzes aree extremely specific - but his lectures are not. Hard to do well. \",\"course_id\":\"OTM 452\",\"date\":\"2026-02-19 19:13:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5e37ccd9d3e2deeeda052b37\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyNjI2NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"},{\"comment\":\"In my five semesters at UW, I have not had a better professor. Lectures are exciting, the content is easily digestible, and he is a great person.\\n\\nCan't recommend enough.\",\"course_id\":\"OTM 452\",\"date\":\"2026-01-12 21:32:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"4c97170c26d15d66d1ceab55\",\"instructor_id\":\"rmp:3155744\",\"instructor_name\":\" Amir Bahreini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNDgzNDY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3155744\"},{\"comment\":\"I took him for OTM 300 this semester and he is one of the best professors I have had so far! He really seems to care about students doing well in the class and offers many opportunities for extra credit. The content was also fairly easy to understand without reading the textbook. I would highly recommend taking this course with him if you can!\",\"course_id\":\"OTM 452\",\"date\":\"2026-04-23 00:26:41 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e89e2fed2d40a564cf450cf1\",\"instructor_id\":\"rmp:3155744\",\"instructor_name\":\" Amir Bahreini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTA2Nzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3155744\"}],\"evidence_count\":4,\"review_ids\":[\"c7c6c8047fe9d45b0f457d55\",\"5e37ccd9d3e2deeeda052b37\",\"4c97170c26d15d66d1ceab55\",\"e89e2fed2d40a564cf450cf1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2793784\",\"name\":\"Peter Commons\"},{\"id\":\"rmp:3155744\",\"name\":\" Amir Bahreini\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Instructors vary widely in clarity; some are fast and unclear while others are engaging and easy to follow.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Peter was an okay professor throughout. He went through lectures really fast and it was tough to understand all the content. He is a pretty harsh grader and will take off for anything little. He said he curved the class but didn't really follow through. He means the best for his students but he came off a little harsh.\",\"course_id\":\"OTM 452\",\"date\":\"2025-12-22 07:39:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"6d0129125e69629c475e0d5f\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyMzczNzI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"},{\"comment\":\"Peter was fine. 4 Homework sets, instructions were vague, took hours, and were worth 30% of the overall grade. Refused to confirm/deny answers during office hours, convinced all his students used AI, spoke quickly, etc. The course would benefit from a TA/someone who offered guided instruction for HW sets,etc. One midterm exam & group project.\",\"course_id\":\"OTM 452\",\"date\":\"2025-12-30 04:31:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3f17a92aa181758b145a0777\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyNDE2MzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"},{\"comment\":\"Nice guy and means well. Talks way too quickly, never have time to take notes from the slides before he changes them. Also, his quizzes aree extremely specific - but his lectures are not. Hard to do well. \",\"course_id\":\"OTM 452\",\"date\":\"2026-02-19 19:13:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5e37ccd9d3e2deeeda052b37\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyNjI2NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"}],\"evidence_count\":3,\"review_ids\":[\"6d0129125e69629c475e0d5f\",\"3f17a92aa181758b145a0777\",\"5e37ccd9d3e2deeeda052b37\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2793784\",\"name\":\"Peter Commons\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"Students report harsh grading, vague homework instructions, and exams that are harder than lectures.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"I've never had a professor this awful. She constantly contradicts herself, and can't answer any of our questions (or would answer a completely unrelated question). From talking with other groups, it sounds like no one even knows what the class is even about. It was required for me, but if you can, save yourself and take a different class/professor.\",\"course_id\":\"OTM 452\",\"date\":\"2021-11-08 21:52:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"429ddf2a7bb2982f550dd280\",\"instructor_id\":\"rmp:2732212\",\"instructor_name\":\"Xiujuan Zhang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjA3NTMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2732212\"},{\"comment\":\"Genuinely the most fun i've ever had in a class. Great professor, great vibes, PHENOMENAL AURA\",\"course_id\":\"OTM 452\",\"date\":\"2025-05-01 16:04:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"15cede6a794f3e4e80a7500b\",\"instructor_id\":\"rmp:2949932\",\"instructor_name\":\"Tariq Mughal\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTE4MjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2949932\"},{\"comment\":\"Project Management is definitely Tariq's type of class. Tariq had a great sense of humor, told many interesting stories, and had lots of experience in various areas. The class was low-stress, and I looked forward to attending every day. Thank you, Professor Mughal, for a great experience!\",\"course_id\":\"OTM 452\",\"date\":\"2025-05-04 22:16:44 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"9c735e9c7b0a72f16c9dc5cc\",\"instructor_id\":\"rmp:2949932\",\"instructor_name\":\"Tariq Mughal\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTU0NTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2949932\"},{\"comment\":\"Professor Burkard was an amazing teacher. He is hard and tough but he is doing it for a reason. He is intense, will cold call on you in lecture or really press into you. If you approach it from the right mindset you will find the course incredibly valuable.\",\"course_id\":\"OTM 452\",\"date\":\"2026-05-01 17:38:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"87f738c0d6bfcfbcb30b022d\",\"instructor_id\":\"rmp:2878067\",\"instructor_name\":\"Tom Burkard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTk2NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\"}],\"evidence_count\":4,\"review_ids\":[\"429ddf2a7bb2982f550dd280\",\"15cede6a794f3e4e80a7500b\",\"9c735e9c7b0a72f16c9dc5cc\",\"87f738c0d6bfcfbcb30b022d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2732212\",\"name\":\"Xiujuan Zhang\"},{\"id\":\"rmp:2878067\",\"name\":\"Tom Burkard\"},{\"id\":\"rmp:2949932\",\"name\":\"Tariq Mughal\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Experiences are highly instructor-dependent, ranging from 'awful' and 'intimidating' to 'phenomenal' and 'best professor'.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"I would only take class with him again because he likes me. That being said, I don't think he understands how to teach. I think that he treats class like we are his employees without an HR department. I had to go to the Dean due to the way he scheduled exams and our finals. If you're not good at sticking up for yourself I wouldn't take.\",\"course_id\":\"OTM 452\",\"date\":\"2024-04-19 15:53:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a71823a7d90e259b0fc7fdb6\",\"instructor_id\":\"rmp:2878067\",\"instructor_name\":\"Tom Burkard\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM5MjExMjEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\"},{\"comment\":\"(OTM300) Really great professor, he clearly wanted all students to succeed. His lectures and classes were set up to be engaging, and He provided many resources for exams. The class structure was very manageable, but pay close attention to the course calendar because the canvas page can be a bit confusing. I would highly recommend this Prof!\",\"course_id\":\"OTM 452\",\"date\":\"2026-04-29 16:42:59 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"46fbab0f733b033db2aea778\",\"instructor_id\":\"rmp:3155744\",\"instructor_name\":\" Amir Bahreini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTY5MjU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3155744\"}],\"evidence_count\":2,\"review_ids\":[\"a71823a7d90e259b0fc7fdb6\",\"46fbab0f733b033db2aea778\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2878067\",\"name\":\"Tom Burkard\"},{\"id\":\"rmp:3155744\",\"name\":\" Amir Bahreini\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"summary\":\"Some students found the course structure confusing, with vague instructions and poor exam scheduling.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"He's ok. I heard that Tom's class is easier. He takes attendance every class. It is vey lecture heavy and he goes fast and it's hard to keep up. Doesn't record lectures, but posts slides, so if you miss what he said hope someone else caught it. If you put in the work you'll be okay. Office hours felt like a waste of time, at least to me. \",\"course_id\":\"OTM 452\",\"date\":\"2024-12-20 21:09:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c7c6c8047fe9d45b0f457d55\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwNDAwMzMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"},{\"comment\":\"Project Management is definitely Tariq's type of class. Tariq had a great sense of humor, told many interesting stories, and had lots of experience in various areas. The class was low-stress, and I looked forward to attending every day. Thank you, Professor Mughal, for a great experience!\",\"course_id\":\"OTM 452\",\"date\":\"2025-05-04 22:16:44 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"9c735e9c7b0a72f16c9dc5cc\",\"instructor_id\":\"rmp:2949932\",\"instructor_name\":\"Tariq Mughal\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTU0NTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2949932\"},{\"comment\":\"Peter was fine. 4 Homework sets, instructions were vague, took hours, and were worth 30% of the overall grade. 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Fall 2025: 3.80 GPA, 97.8% A/AB (n=45 letter grades); Spring 2026: 3.78 GPA, 90.4% A/AB (n=83 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_e05d31b55243b256bfc3bdd9\",\"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\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 84.8% A/AB (n=112 letter grades); Fall 2025: 3.73 GPA, 93.1% A/AB (n=116 letter grades); Spring 2026: 3.76 GPA, 89.1% A/AB (n=101 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"AMIR FARD BAHREINI is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"PETER COMMONS is recorded teaching in Spring 2022, Spring 2023, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"TARIQ MUGHAL is recorded teaching in Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"TOM BURKARD is recorded teaching in Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. 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analysis\"},{\"evidence\":[{\"course_id\":\"OTM 452\",\"field\":\"description\",\"quote\":\"Project Initiation, Scheduling, Resource Management, Monitoring, Valuation, Rework, Agile Project Management, Project Management Analytics and Contracting\"}],\"text\":\"Project lifecycle management and analytics\"}],\"summary\":{\"evidence\":[{\"course_id\":\"OTM 452\",\"field\":\"title\",\"quote\":\"PROJECT MANAGEMENT\"},{\"course_id\":\"OTM 452\",\"field\":\"description\",\"quote\":\"equip students with these concepts and tools, and to develop them into successful project managers\"}],\"text\":\"OTM 452 teaches project management concepts, tools, and quantitative methods to develop successful project managers.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"OTM 452\",\"field\":\"description\",\"quote\":\"Project Initiation\"}],\"text\":\"Project Initiation\"},{\"evidence\":[{\"course_id\":\"OTM 452\",\"field\":\"description\",\"quote\":\"Scheduling\"}],\"text\":\"Scheduling\"},{\"evidence\":[{\"course_id\":\"OTM 452\",\"field\":\"description\",\"quote\":\"Resource Management\"}],\"text\":\"Resource Management\"},{\"evidence\":[{\"course_id\":\"OTM 452\",\"field\":\"description\",\"quote\":\"Monitoring\"}],\"text\":\"Monitoring\"},{\"evidence\":[{\"course_id\":\"OTM 452\",\"field\":\"description\",\"quote\":\"Valuation\"}],\"text\":\"Valuation\"},{\"evidence\":[{\"course_id\":\"OTM 452\",\"field\":\"description\",\"quote\":\"Rework\"}],\"text\":\"Rework\"},{\"evidence\":[{\"course_id\":\"OTM 452\",\"field\":\"description\",\"quote\":\"Agile Project Management\"}],\"text\":\"Agile Project Management\"},{\"evidence\":[{\"course_id\":\"OTM 452\",\"field\":\"description\",\"quote\":\"Project Management Analytics and Contracting\"}],\"text\":\"Project Management Analytics and Contracting\"}]}","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_384e1df5801ad031fc0f7908","course_id":"OTM 452","catalog_version_id":"0f0da04e8845348bc092e3e5540221d929449c0a3bc93c394a825559722cd862","record_version_id":"191b28d80ab4c7b770bb6c9078f90b0ffad1c13224925e72a57f4105f80a6a6a","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"c15555f74d2ae17a05a22cedc9384dca8ee98bf5ee96397df8387157ab5cc4ba","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He's ok. I heard that Tom's class is easier. He takes attendance every class. It is vey lecture heavy and he goes fast and it's hard to keep up. Doesn't record lectures, but posts slides, so if you miss what he said hope someone else caught it. If you put in the work you'll be okay. Office hours felt like a waste of time, at least to me. \",\"course_id\":\"OTM 452\",\"date\":\"2024-12-20 21:09:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c7c6c8047fe9d45b0f457d55\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwNDAwMzMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"},{\"comment\":\"Nice guy and means well. Talks way too quickly, never have time to take notes from the slides before he changes them. Also, his quizzes aree extremely specific - but his lectures are not. Hard to do well. \",\"course_id\":\"OTM 452\",\"date\":\"2026-02-19 19:13:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5e37ccd9d3e2deeeda052b37\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyNjI2NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"},{\"comment\":\"In my five semesters at UW, I have not had a better professor. Lectures are exciting, the content is easily digestible, and he is a great person.\\n\\nCan't recommend enough.\",\"course_id\":\"OTM 452\",\"date\":\"2026-01-12 21:32:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"4c97170c26d15d66d1ceab55\",\"instructor_id\":\"rmp:3155744\",\"instructor_name\":\" Amir Bahreini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNDgzNDY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3155744\"},{\"comment\":\"I took him for OTM 300 this semester and he is one of the best professors I have had so far! He really seems to care about students doing well in the class and offers many opportunities for extra credit. The content was also fairly easy to understand without reading the textbook. I would highly recommend taking this course with him if you can!\",\"course_id\":\"OTM 452\",\"date\":\"2026-04-23 00:26:41 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e89e2fed2d40a564cf450cf1\",\"instructor_id\":\"rmp:3155744\",\"instructor_name\":\" Amir Bahreini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTA2Nzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3155744\"}],\"evidence_count\":4,\"review_ids\":[\"c7c6c8047fe9d45b0f457d55\",\"5e37ccd9d3e2deeeda052b37\",\"4c97170c26d15d66d1ceab55\",\"e89e2fed2d40a564cf450cf1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2793784\",\"name\":\"Peter Commons\"},{\"id\":\"rmp:3155744\",\"name\":\" Amir Bahreini\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Instructors vary widely in clarity; some are fast and unclear while others are engaging and easy to follow.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Peter was an okay professor throughout. He went through lectures really fast and it was tough to understand all the content. He is a pretty harsh grader and will take off for anything little. He said he curved the class but didn't really follow through. He means the best for his students but he came off a little harsh.\",\"course_id\":\"OTM 452\",\"date\":\"2025-12-22 07:39:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"6d0129125e69629c475e0d5f\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyMzczNzI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"},{\"comment\":\"Peter was fine. 4 Homework sets, instructions were vague, took hours, and were worth 30% of the overall grade. Refused to confirm/deny answers during office hours, convinced all his students used AI, spoke quickly, etc. The course would benefit from a TA/someone who offered guided instruction for HW sets,etc. One midterm exam & group project.\",\"course_id\":\"OTM 452\",\"date\":\"2025-12-30 04:31:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3f17a92aa181758b145a0777\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyNDE2MzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"},{\"comment\":\"Nice guy and means well. Talks way too quickly, never have time to take notes from the slides before he changes them. Also, his quizzes aree extremely specific - but his lectures are not. Hard to do well. \",\"course_id\":\"OTM 452\",\"date\":\"2026-02-19 19:13:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5e37ccd9d3e2deeeda052b37\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyNjI2NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"}],\"evidence_count\":3,\"review_ids\":[\"6d0129125e69629c475e0d5f\",\"3f17a92aa181758b145a0777\",\"5e37ccd9d3e2deeeda052b37\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2793784\",\"name\":\"Peter Commons\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"Students report harsh grading, vague homework instructions, and exams that are harder than lectures.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"I've never had a professor this awful. She constantly contradicts herself, and can't answer any of our questions (or would answer a completely unrelated question). From talking with other groups, it sounds like no one even knows what the class is even about. It was required for me, but if you can, save yourself and take a different class/professor.\",\"course_id\":\"OTM 452\",\"date\":\"2021-11-08 21:52:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"429ddf2a7bb2982f550dd280\",\"instructor_id\":\"rmp:2732212\",\"instructor_name\":\"Xiujuan Zhang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjA3NTMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2732212\"},{\"comment\":\"Genuinely the most fun i've ever had in a class. Great professor, great vibes, PHENOMENAL AURA\",\"course_id\":\"OTM 452\",\"date\":\"2025-05-01 16:04:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"15cede6a794f3e4e80a7500b\",\"instructor_id\":\"rmp:2949932\",\"instructor_name\":\"Tariq Mughal\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTE4MjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2949932\"},{\"comment\":\"Project Management is definitely Tariq's type of class. Tariq had a great sense of humor, told many interesting stories, and had lots of experience in various areas. The class was low-stress, and I looked forward to attending every day. Thank you, Professor Mughal, for a great experience!\",\"course_id\":\"OTM 452\",\"date\":\"2025-05-04 22:16:44 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"9c735e9c7b0a72f16c9dc5cc\",\"instructor_id\":\"rmp:2949932\",\"instructor_name\":\"Tariq Mughal\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTU0NTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2949932\"},{\"comment\":\"Professor Burkard was an amazing teacher. He is hard and tough but he is doing it for a reason. He is intense, will cold call on you in lecture or really press into you. If you approach it from the right mindset you will find the course incredibly valuable.\",\"course_id\":\"OTM 452\",\"date\":\"2026-05-01 17:38:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"87f738c0d6bfcfbcb30b022d\",\"instructor_id\":\"rmp:2878067\",\"instructor_name\":\"Tom Burkard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTk2NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\"}],\"evidence_count\":4,\"review_ids\":[\"429ddf2a7bb2982f550dd280\",\"15cede6a794f3e4e80a7500b\",\"9c735e9c7b0a72f16c9dc5cc\",\"87f738c0d6bfcfbcb30b022d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2732212\",\"name\":\"Xiujuan Zhang\"},{\"id\":\"rmp:2878067\",\"name\":\"Tom Burkard\"},{\"id\":\"rmp:2949932\",\"name\":\"Tariq Mughal\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Experiences are highly instructor-dependent, ranging from 'awful' and 'intimidating' to 'phenomenal' and 'best professor'.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"I would only take class with him again because he likes me. That being said, I don't think he understands how to teach. I think that he treats class like we are his employees without an HR department. I had to go to the Dean due to the way he scheduled exams and our finals. If you're not good at sticking up for yourself I wouldn't take.\",\"course_id\":\"OTM 452\",\"date\":\"2024-04-19 15:53:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a71823a7d90e259b0fc7fdb6\",\"instructor_id\":\"rmp:2878067\",\"instructor_name\":\"Tom Burkard\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM5MjExMjEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\"},{\"comment\":\"(OTM300) Really great professor, he clearly wanted all students to succeed. His lectures and classes were set up to be engaging, and He provided many resources for exams. The class structure was very manageable, but pay close attention to the course calendar because the canvas page can be a bit confusing. I would highly recommend this Prof!\",\"course_id\":\"OTM 452\",\"date\":\"2026-04-29 16:42:59 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"46fbab0f733b033db2aea778\",\"instructor_id\":\"rmp:3155744\",\"instructor_name\":\" Amir Bahreini\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTY5MjU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3155744\"}],\"evidence_count\":2,\"review_ids\":[\"a71823a7d90e259b0fc7fdb6\",\"46fbab0f733b033db2aea778\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2878067\",\"name\":\"Tom Burkard\"},{\"id\":\"rmp:3155744\",\"name\":\" Amir Bahreini\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"summary\":\"Some students found the course structure confusing, with vague instructions and poor exam scheduling.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"He's ok. I heard that Tom's class is easier. He takes attendance every class. It is vey lecture heavy and he goes fast and it's hard to keep up. Doesn't record lectures, but posts slides, so if you miss what he said hope someone else caught it. If you put in the work you'll be okay. Office hours felt like a waste of time, at least to me. \",\"course_id\":\"OTM 452\",\"date\":\"2024-12-20 21:09:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c7c6c8047fe9d45b0f457d55\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwNDAwMzMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"},{\"comment\":\"Project Management is definitely Tariq's type of class. Tariq had a great sense of humor, told many interesting stories, and had lots of experience in various areas. The class was low-stress, and I looked forward to attending every day. Thank you, Professor Mughal, for a great experience!\",\"course_id\":\"OTM 452\",\"date\":\"2025-05-04 22:16:44 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"9c735e9c7b0a72f16c9dc5cc\",\"instructor_id\":\"rmp:2949932\",\"instructor_name\":\"Tariq Mughal\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTU0NTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2949932\"},{\"comment\":\"Peter was fine. 4 Homework sets, instructions were vague, took hours, and were worth 30% of the overall grade. Refused to confirm/deny answers during office hours, convinced all his students used AI, spoke quickly, etc. The course would benefit from a TA/someone who offered guided instruction for HW sets,etc. One midterm exam & group project.\",\"course_id\":\"OTM 452\",\"date\":\"2025-12-30 04:31:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3f17a92aa181758b145a0777\",\"instructor_id\":\"rmp:2793784\",\"instructor_name\":\"Peter Commons\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyNDE2MzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\"}],\"evidence_count\":3,\"review_ids\":[\"c7c6c8047fe9d45b0f457d55\",\"9c735e9c7b0a72f16c9dc5cc\",\"3f17a92aa181758b145a0777\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2793784\",\"name\":\"Peter Commons\"},{\"id\":\"rmp:2949932\",\"name\":\"Tariq Mughal\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is described as manageable by some but time-consuming and difficult by others.\"}]}","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_384e1df5801ad031fc0f7908","course_id":"OTM 452","catalog_version_id":"0f0da04e8845348bc092e3e5540221d929449c0a3bc93c394a825559722cd862","record_version_id":"191b28d80ab4c7b770bb6c9078f90b0ffad1c13224925e72a57f4105f80a6a6a","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"c15555f74d2ae17a05a22cedc9384dca8ee98bf5ee96397df8387157ab5cc4ba","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"e929fed98f3a63d9c6a062b2cf4b1d53bc64e3364da44a68f0cc819d266ec24b\",\"course_id\":\"OTM 452\",\"current_instructors\":[{\"instructor_uid\":\"instructor_e10deb8a2b82ccdbd70469ac\",\"message\":\"No course-specific reviews available\",\"name\":\"Enno Siemsen\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_e05d31b55243b256bfc3bdd9\",\"message\":null,\"name\":\"Tom Burkard\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2878067\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Tom Burkard\",\"review_date\":\"2025-12-12 17:26:06 +0000 UTC\",\"review_id\":\"1e45a12d5eefea9e0cc911dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2878067\",\"source_review_id\":\"UmF0aW5nLTQyMjA4NjE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\",\"type\":\"review\"},{\"instructor_name\":\"Tom Burkard\",\"review_date\":\"2026-05-01 17:38:00 +0000 UTC\",\"review_id\":\"87f738c0d6bfcfbcb30b022d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2878067\",\"source_review_id\":\"UmF0aW5nLTQyOTk2NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\",\"type\":\"review\"}],\"text\":\"Tom Burkard is described as funny, realistic, and intense, with cold-calling that prepares students for professional pressure. Reviewers note he is tough but valuable if approached with the right mindset.\"},{\"citations\":[{\"instructor_name\":\"Tom Burkard\",\"review_date\":\"2024-04-19 15:53:15 +0000 UTC\",\"review_id\":\"a71823a7d90e259b0fc7fdb6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2878067\",\"source_review_id\":\"UmF0aW5nLTM5MjExMjEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\",\"type\":\"review\"},{\"instructor_name\":\"Tom Burkard\",\"review_date\":\"2026-04-05 17:44:52 +0000 UTC\",\"review_id\":\"032608e6b9e840d8db95d964\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2878067\",\"source_review_id\":\"UmF0aW5nLTQyNzgxOTk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\",\"type\":\"review\"}],\"text\":\"Other reviewers criticize his teaching methods, claiming he treats students like employees and schedules exams poorly. One student reported needing to involve the Dean due to his handling of finals.\"},{\"citations\":[{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.70 GPA, 84.3% A/AB (n=89 letter grades); Fall 2025: 3.80 GPA, 97.8% A/AB (n=45 letter grades); Spring 2026: 3.78 GPA, 90.4% A/AB (n=83 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Tom Burkard\",\"review_date\":\"2024-04-19 15:53:15 +0000 UTC\",\"review_id\":\"a71823a7d90e259b0fc7fdb6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2878067\",\"source_review_id\":\"UmF0aW5nLTM5MjExMjEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\",\"type\":\"review\"},{\"instructor_name\":\"Tom Burkard\",\"review_date\":\"2026-05-01 17:38:00 +0000 UTC\",\"review_id\":\"87f738c0d6bfcfbcb30b022d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2878067\",\"source_review_id\":\"UmF0aW5nLTQyOTk2NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\",\"type\":\"review\"}],\"text\":\"Burkard is described as hard and tough, with intense cold-calling and exam scheduling that some students found problematic enough to involve the Dean.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Peter Commons\",\"review_date\":\"2024-12-20 21:09:48 +0000 UTC\",\"review_id\":\"c7c6c8047fe9d45b0f457d55\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2793784\",\"source_review_id\":\"UmF0aW5nLTQwNDAwMzMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\",\"type\":\"review\"},{\"instructor_name\":\"Tariq Mughal\",\"review_date\":\"2025-05-01 16:04:43 +0000 UTC\",\"review_id\":\"15cede6a794f3e4e80a7500b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2949932\",\"source_review_id\":\"UmF0aW5nLTQxMTE4MjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2949932\",\"type\":\"review\"},{\"instructor_name\":\"Tariq Mughal\",\"review_date\":\"2025-05-04 22:16:44 +0000 UTC\",\"review_id\":\"9c735e9c7b0a72f16c9dc5cc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2949932\",\"source_review_id\":\"UmF0aW5nLTQxMTU0NTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2949932\",\"type\":\"review\"},{\"instructor_name\":\"Peter Commons\",\"review_date\":\"2025-12-22 07:39:00 +0000 UTC\",\"review_id\":\"6d0129125e69629c475e0d5f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2793784\",\"source_review_id\":\"UmF0aW5nLTQyMzczNzI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\",\"type\":\"review\"},{\"instructor_name\":\"Peter Commons\",\"review_date\":\"2025-12-30 04:31:55 +0000 UTC\",\"review_id\":\"3f17a92aa181758b145a0777\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2793784\",\"source_review_id\":\"UmF0aW5nLTQyNDE2MzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\",\"type\":\"review\"},{\"instructor_name\":\" Amir Bahreini\",\"review_date\":\"2026-01-12 21:32:15 +0000 UTC\",\"review_id\":\"4c97170c26d15d66d1ceab55\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3155744\",\"source_review_id\":\"UmF0aW5nLTQyNDgzNDY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3155744\",\"type\":\"review\"},{\"instructor_name\":\"Peter Commons\",\"review_date\":\"2026-02-19 19:13:14 +0000 UTC\",\"review_id\":\"5e37ccd9d3e2deeeda052b37\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2793784\",\"source_review_id\":\"UmF0aW5nLTQyNjI2NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2793784\",\"type\":\"review\"},{\"instructor_name\":\" Amir Bahreini\",\"review_date\":\"2026-04-23 00:26:41 +0000 UTC\",\"review_id\":\"e89e2fed2d40a564cf450cf1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3155744\",\"source_review_id\":\"UmF0aW5nLTQyOTA2Nzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3155744\",\"type\":\"review\"},{\"instructor_name\":\" Amir Bahreini\",\"review_date\":\"2026-04-29 16:42:59 +0000 UTC\",\"review_id\":\"46fbab0f733b033db2aea778\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3155744\",\"source_review_id\":\"UmF0aW5nLTQyOTY5MjU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3155744\",\"type\":\"review\"}],\"text\":\"Current instructors Enno Siemsen and Tom Burkard lack direct reviews, but historical feedback highlights varied experiences with past faculty. Peter Commons faced criticism for fast lectures, vague assignments, and harsh grading, while Amir Bahreini and Tariq Mughal received high praise for engaging teaching and student support.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Tom Burkard\",\"review_date\":\"2025-12-12 17:26:06 +0000 UTC\",\"review_id\":\"1e45a12d5eefea9e0cc911dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2878067\",\"source_review_id\":\"UmF0aW5nLTQyMjA4NjE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\",\"type\":\"review\"},{\"instructor_name\":\"Tom Burkard\",\"review_date\":\"2026-05-01 17:38:00 +0000 UTC\",\"review_id\":\"87f738c0d6bfcfbcb30b022d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2878067\",\"source_review_id\":\"UmF0aW5nLTQyOTk2NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\",\"type\":\"review\"}],\"text\":\"Tom Burkard is an intense instructor who uses pressure to simulate professional environments, with some students finding the course valuable and others finding the approach intimidating.\"},{\"citations\":[{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 84.8% A/AB (n=112 letter grades); Fall 2025: 3.73 GPA, 93.1% A/AB (n=116 letter grades); Spring 2026: 3.76 GPA, 89.1% A/AB (n=101 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Tom Burkard\",\"review_date\":\"2025-12-12 17:26:06 +0000 UTC\",\"review_id\":\"1e45a12d5eefea9e0cc911dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2878067\",\"source_review_id\":\"UmF0aW5nLTQyMjA4NjE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\",\"type\":\"review\"},{\"instructor_name\":\"Tom Burkard\",\"review_date\":\"2026-05-01 17:38:00 +0000 UTC\",\"review_id\":\"87f738c0d6bfcfbcb30b022d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2878067\",\"source_review_id\":\"UmF0aW5nLTQyOTk2NTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2878067\",\"type\":\"review\"}],\"text\":\"Students who adopt the right mindset find the course valuable for learning to handle pressure, while others find the intense style intimidating.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"AMIR FARD BAHREINI is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"PETER COMMONS is recorded teaching in Spring 2022, Spring 2023, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"TARIQ MUGHAL is recorded teaching in Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"TOM BURKARD is recorded teaching in Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"OTM 452\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"source_record\":{\"entity_id\":\"ae76f592-159a-3215-9485-a7b9cef52d3e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"XIUJUAN ZHANG is recorded teaching in Fall 2019, Fall 2020, Fall 2021. 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}]