[{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_d7c87b3d681edb5ba0a727c5","course_id":"RMI 640","catalog_version_id":"dce91fbd238b2c9af070300c47f72bf01eb01616f4f0d9f97616ae3b7a3b7a7f","record_version_id":"5eade0292a32853ce65f8fa7a91cf4746274fe399dfc174255052add2fe8efce","job_id":"enrich-4a6ef8610182aea3476b530d","output_id":"909ed80aee7be2d041f8a9458dd71d02ce3efd4d72239dffdf0c534107b655f6","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(R M I 300or700) or declared in the Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"RMI\"],\"timing\":\"prior\"},\"evidence\":\"R M I 300\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":700,\"minimum_grade\":null,\"subjects\":[\"RMI\"],\"timing\":\"prior\"},\"evidence\":\"700\",\"id\":\"n2\",\"kind\":\"course\"}],\"notes\":[\"Reference 'R M I 300or700' parsed as RMI 300 or RMI 700 based on linked_courses. 'declared in the Business Exchange program' is a verbatim condition leaf but was omitted from the tree because the provided linked_courses did not include a 'B\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_d7c87b3d681edb5ba0a727c5","course_id":"RMI 640","catalog_version_id":"dce91fbd238b2c9af070300c47f72bf01eb01616f4f0d9f97616ae3b7a3b7a7f","record_version_id":"5eade0292a32853ce65f8fa7a91cf4746274fe399dfc174255052add2fe8efce","job_id":"enrich-4a6ef8610182aea3476b530d","output_id":"909ed80aee7be2d041f8a9458dd71d02ce3efd4d72239dffdf0c534107b655f6","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"RMI 300\",\"field\":\"description\",\"quote\":\"Nature of risk, principal techniques of risk management, including insurance markets, and the bases for decision-making in managing risk effectively.\"},{\"course_id\":\"RMI 700\",\"field\":\"description\",\"quote\":\"Nature of risk, principal techniques of risk management, including insurance markets, and the bases for decision-making in managing risk effectively.\"}],\"text\":\"Foundations of risk management and insurance markets\"}],\"search_phrases\":[\"insurance enterprise management\",\"RMI 640 insurance operations\",\"insurance underwriting rating regulation\",\"risk management principles\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"Functional analysis of the operations of insurance organizations\"}],\"text\":\"Functional analysis of insurance operations\"},{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"legal organization, marketing systems, management and control\"}],\"text\":\"Insurance legal and organizational structures\"},{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"underwriting, rating, financial analysis, rate making and regulation\"}],\"text\":\"Underwriting, rating, and financial analysis\"}],\"summary\":{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"title\",\"quote\":\"MANAGEMENT OF INSURANCE ENTERPRISE\"},{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"Functional analysis of the operations of insurance organizations; legal organization, marketing systems, management and control, underwriting, rating, financial analysis, rate making and regulation.\"}],\"text\":\"Management of insurance enterprise covering operations, underwriting, rating, and regulation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"operations of insurance organizations\"}],\"text\":\"Insurance operations\"},{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"legal organization, marketing systems, management and control\"}],\"text\":\"Legal and marketing systems\"},{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"underwriting, rating, financial analysis, rate making and regulation\"}],\"text\":\"Underwriting and rate making\"}]}","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_d7c87b3d681edb5ba0a727c5","course_id":"RMI 640","catalog_version_id":"dce91fbd238b2c9af070300c47f72bf01eb01616f4f0d9f97616ae3b7a3b7a7f","record_version_id":"5eade0292a32853ce65f8fa7a91cf4746274fe399dfc174255052add2fe8efce","job_id":"enrich-4a6ef8610182aea3476b530d","output_id":"909ed80aee7be2d041f8a9458dd71d02ce3efd4d72239dffdf0c534107b655f6","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Cares about his students and is enthusiastic while teaching. Gives students material to think about which is applicable in the \\\"real world\\\".  Helps students succeed by working through difficult problems in class, encourages collaboration with other students for peer teaching. Very intelligent and makes his students feel comfortable asking questions\",\"course_id\":\"RMI 640\",\"date\":\"2017-02-28 19:56:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69529925a676b21bd695eb57\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"His midterm was 2 free response questions. Extremely open ended questions. He says there's no right answer and has no objective rubric. He admitted grading is heavily subjective and based on "application". Basically an english class and does not provide any feedback on your essay or clear guidelines on how to reach a certain score. Completely bs\",\"course_id\":\"RMI 640\",\"date\":\"2021-10-18 17:52:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"cf87be3185d23c87265ff9f5\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"},{\"comment\":\"KT is a gem of the RMI department, for someone who has an additional full time job, you wouldn't know it because of how responsive she is to her students. I can't recommend her enough. Lectures are 1x for 3 hours, but it is so worth it as class is interactive and she gives breaks. Exams aren't bad if you pay attention and engage in lecture. \",\"course_id\":\"RMI 640\",\"date\":\"2023-05-09 14:02:16 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"1ac62b8ac8627c793bf0032e\",\"instructor_id\":\"rmp:2908146\",\"instructor_name\":\"Kristina Talkowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\"},{\"comment\":\"Directions for assignments were never clear. \",\"course_id\":\"RMI 640\",\"date\":\"2026-04-22 04:13:59 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d9334ad9ddcd8e09aff29312\",\"instructor_id\":\"rmp:2908146\",\"instructor_name\":\"Kristina Talkowski\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyODk2NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\"}],\"evidence_count\":4,\"review_ids\":[\"69529925a676b21bd695eb57\",\"cf87be3185d23c87265ff9f5\",\"1ac62b8ac8627c793bf0032e\",\"d9334ad9ddcd8e09aff29312\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1796940\",\"name\":\"Daniel Kaiser\"},{\"id\":\"rmp:2186074\",\"name\":\"Carl Barlett\"},{\"id\":\"rmp:2908146\",\"name\":\"Kristina Talkowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; Carl Barlett is praised for engaging lectures but criticized for subjective grading and unclear exam rubrics, while Kristina Talkowski is noted for clarity but occasional ambiguity in assignment directions.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Carl is one of the best professors I have ever taken. He challenges you and truly believes it's important to prepare you for the real world. There isn't a lot of work outside of class, and each lecture is really engaging.\",\"course_id\":\"RMI 640\",\"date\":\"2019-09-10 01:14:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"083c1d784dddae47e8354639\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMjIwMjkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"Carl was my favorite professor in the entire business school. He really cares about his students and puts so much effort into the course. RMI 640 is not an easy class and you almost certainly will not do well if you do not come to lecture. That being said, if you find the content enjoyable and/or are willing to work hard, you can get an A.\",\"course_id\":\"RMI 640\",\"date\":\"2019-03-28 03:47:02 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"16c029cc7604c014b7093a9d\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNDkxODU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"}],\"evidence_count\":2,\"review_ids\":[\"083c1d784dddae47e8354639\",\"16c029cc7604c014b7093a9d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2186074\",\"name\":\"Carl Barlett\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is described as having 'not a lot of work outside of class' with engaging lectures, though some students find the class challenging and require attendance to succeed.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"His midterm was 2 free response questions. Extremely open ended questions. He says there's no right answer and has no objective rubric. He admitted grading is heavily subjective and based on "application". Basically an english class and does not provide any feedback on your essay or clear guidelines on how to reach a certain score. Completely bs\",\"course_id\":\"RMI 640\",\"date\":\"2021-10-18 17:52:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"cf87be3185d23c87265ff9f5\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"},{\"comment\":\"Has 2 exams (final and midterm) which Carries 70% of your grade. In these exams, they are free response exams where you arent given specific feedback on what and where you could have done better. Very unclear of how he grades the exams and does not provide students with much opportunity to improve when they dont know what theyre doing wrong\",\"course_id\":\"RMI 640\",\"date\":\"2021-12-27 18:21:06 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"456745b1fe3169090110d3d6\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"},{\"comment\":\"Comes across as a nice guy but quite honestly was a very bad professor. While he is able to speak on his industry experience, it seems like he has limited to no experience teaching. 3/4 of grades that go in are subjectively graded and there is no feedback. The other 1/4 is a simulation, which is essentially game theory and out of your controlbad.\",\"course_id\":\"RMI 640\",\"date\":\"2022-01-11 21:07:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"}],\"evidence_count\":3,\"review_ids\":[\"cf87be3185d23c87265ff9f5\",\"456745b1fe3169090110d3d6\",\"7ebf7ef40cc39bc0e77ca5b1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1796940\",\"name\":\"Daniel Kaiser\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2021\"},\"sentiment\":\"negative\",\"summary\":\"Assessment methods, particularly free-response exams and subjective grading, are heavily criticized by students of Daniel Kaiser for lacking feedback and clear guidelines.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Cares about his students and is enthusiastic while teaching. Gives students material to think about which is applicable in the \\\"real world\\\".  Helps students succeed by working through difficult problems in class, encourages collaboration with other students for peer teaching. Very intelligent and makes his students feel comfortable asking questions\",\"course_id\":\"RMI 640\",\"date\":\"2017-02-28 19:56:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69529925a676b21bd695eb57\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"Carl is one of my absolute favorite professors of all time! He is brilliant, enthusiastic, and always willing to help students with both class material and career advice. He focuses on material that is relevant for real life, and his classes are really valuable for anyone going into business. I wish I could take more classes with him!\",\"course_id\":\"RMI 640\",\"date\":\"2017-12-09 23:54:15 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"afdba3a467349f953515d3be\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5MTE0MjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"KT is a gem of the RMI department, for someone who has an additional full time job, you wouldn't know it because of how responsive she is to her students. I can't recommend her enough. Lectures are 1x for 3 hours, but it is so worth it as class is interactive and she gives breaks. Exams aren't bad if you pay attention and engage in lecture. \",\"course_id\":\"RMI 640\",\"date\":\"2023-05-09 14:02:16 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"1ac62b8ac8627c793bf0032e\",\"instructor_id\":\"rmp:2908146\",\"instructor_name\":\"Kristina Talkowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\"}],\"evidence_count\":3,\"review_ids\":[\"69529925a676b21bd695eb57\",\"afdba3a467349f953515d3be\",\"1ac62b8ac8627c793bf0032e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2186074\",\"name\":\"Carl Barlett\"},{\"id\":\"rmp:2908146\",\"name\":\"Kristina Talkowski\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"The course is highly regarded for its real-world applicability, engaging simulations, and supportive instructors like Carl Barlett, who is frequently cited as a favorite.\"}]}","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_d7c87b3d681edb5ba0a727c5","course_id":"RMI 640","catalog_version_id":"dce91fbd238b2c9af070300c47f72bf01eb01616f4f0d9f97616ae3b7a3b7a7f","record_version_id":"5eade0292a32853ce65f8fa7a91cf4746274fe399dfc174255052add2fe8efce","job_id":"enrich-4a6ef8610182aea3476b530d","output_id":"909ed80aee7be2d041f8a9458dd71d02ce3efd4d72239dffdf0c534107b655f6","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"b9188b177d0ee986caa98c798babf03657020a505709445c706a8bb87b77da63\",\"course_id\":\"RMI 640\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f40e4e3f7ac30ff7d852666b\",\"message\":\"No course-specific reviews available\",\"name\":\"Tyler Leverty\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2315986\",\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-03-28 03:47:02 +0000 UTC\",\"review_id\":\"16c029cc7604c014b7093a9d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMxNDkxODU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-10-18 17:52:36 +0000 UTC\",\"review_id\":\"cf87be3185d23c87265ff9f5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-12-27 18:21:06 +0000 UTC\",\"review_id\":\"456745b1fe3169090110d3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2022-01-11 21:07:49 +0000 UTC\",\"review_id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Kristina Talkowski\",\"review_date\":\"2023-05-09 14:02:16 +0000 UTC\",\"review_id\":\"1ac62b8ac8627c793bf0032e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2908146\",\"source_review_id\":\"UmF0aW5nLTM3ODY5NzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\",\"type\":\"review\"},{\"instructor_name\":\"Kristina Talkowski\",\"review_date\":\"2026-04-22 04:13:59 +0000 UTC\",\"review_id\":\"d9334ad9ddcd8e09aff29312\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2908146\",\"source_review_id\":\"UmF0aW5nLTQyODk2NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\",\"type\":\"review\"}],\"text\":\"Historical reviews of Carl Barlett, Daniel Kaiser, Kristina Talkowski: Barlett’s course requires attendance and hard work. Kaiser’s exams were free-response with no objective rubric or feedback, making grading unclear. Talkowski’s exams were manageable if students engaged in lecture, though one student found her assignment directions unclear.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2017-02-28 19:56:52 +0000 UTC\",\"review_id\":\"69529925a676b21bd695eb57\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2017-12-09 16:05:08 +0000 UTC\",\"review_id\":\"1f370d2545b1cf11da5551d7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTI5MTEwMDEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2018-11-20 12:05:10 +0000 UTC\",\"review_id\":\"2cdc1c69ae3ba5798371a6f1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMwNzYxNzg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-03-28 03:47:02 +0000 UTC\",\"review_id\":\"16c029cc7604c014b7093a9d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMxNDkxODU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-12-22 00:19:10 +0000 UTC\",\"review_id\":\"04e8cd0a1c1395a50fdc71df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMyNzQwNjgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2021-05-24 19:15:49 +0000 UTC\",\"review_id\":\"049e584dfd3953a5ec7071a7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTM0ODUwMzAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-10-18 17:52:36 +0000 UTC\",\"review_id\":\"cf87be3185d23c87265ff9f5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-12-27 18:21:06 +0000 UTC\",\"review_id\":\"456745b1fe3169090110d3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2022-01-11 21:07:49 +0000 UTC\",\"review_id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"}],\"text\":\"Historical reviews for Carl Barlett highlight his enthusiasm, real-world insurance simulation, and willingness to work through difficult problems, though one reviewer notes he struggled with online instruction. Conversely, Daniel Kaiser's exams are described as highly subjective free-response questions with unclear grading rubrics and minimal feedback.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2017-02-28 19:56:52 +0000 UTC\",\"review_id\":\"69529925a676b21bd695eb57\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2017-12-09 16:05:08 +0000 UTC\",\"review_id\":\"1f370d2545b1cf11da5551d7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTI5MTEwMDEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2018-11-20 12:05:10 +0000 UTC\",\"review_id\":\"2cdc1c69ae3ba5798371a6f1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMwNzYxNzg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-03-28 03:47:02 +0000 UTC\",\"review_id\":\"16c029cc7604c014b7093a9d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMxNDkxODU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-12-12 04:01:34 +0000 UTC\",\"review_id\":\"7721f33b75bb2b2c6c999fa4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMyNjIyNDAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-12-22 00:19:10 +0000 UTC\",\"review_id\":\"04e8cd0a1c1395a50fdc71df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMyNzQwNjgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2021-05-24 19:15:49 +0000 UTC\",\"review_id\":\"049e584dfd3953a5ec7071a7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTM0ODUwMzAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-10-18 17:52:36 +0000 UTC\",\"review_id\":\"cf87be3185d23c87265ff9f5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-12-27 18:21:06 +0000 UTC\",\"review_id\":\"456745b1fe3169090110d3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2022-01-11 21:07:49 +0000 UTC\",\"review_id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"}],\"text\":\"Historical reviews for Carl Barlett praise his enthusiasm and care, though one criticizes his adaptability. Daniel Kaiser received poor ratings for subjective grading and lack of feedback. Kristina Talkowski was highly recommended for her responsiveness, though one review cited unclear assignment directions.\"},{\"citations\":[{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.39 GPA, 61.4% A/AB (n=44 letter grades); Fall 2025: 3.40 GPA, 70.2% A/AB (n=47 letter grades); Spring 2026: 3.38 GPA, 55.4% A/AB (n=56 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2017-02-28 19:56:52 +0000 UTC\",\"review_id\":\"69529925a676b21bd695eb57\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2018-11-20 12:05:10 +0000 UTC\",\"review_id\":\"2cdc1c69ae3ba5798371a6f1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMwNzYxNzg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-12-22 00:19:10 +0000 UTC\",\"review_id\":\"04e8cd0a1c1395a50fdc71df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMyNzQwNjgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2021-05-24 19:15:49 +0000 UTC\",\"review_id\":\"049e584dfd3953a5ec7071a7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTM0ODUwMzAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-10-18 17:52:36 +0000 UTC\",\"review_id\":\"cf87be3185d23c87265ff9f5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-12-27 18:21:06 +0000 UTC\",\"review_id\":\"456745b1fe3169090110d3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2022-01-11 21:07:49 +0000 UTC\",\"review_id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Kristina Talkowski\",\"review_date\":\"2023-05-09 14:02:16 +0000 UTC\",\"review_id\":\"1ac62b8ac8627c793bf0032e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2908146\",\"source_review_id\":\"UmF0aW5nLTM3ODY5NzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\",\"type\":\"review\"},{\"instructor_name\":\"Kristina Talkowski\",\"review_date\":\"2026-04-22 04:13:59 +0000 UTC\",\"review_id\":\"d9334ad9ddcd8e09aff29312\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2908146\",\"source_review_id\":\"UmF0aW5nLTQyODk2NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\",\"type\":\"review\"}],\"text\":\"Historical reviews of Carl Barlett, Daniel Kaiser, Kristina Talkowski: Barlett’s class featured a fun simulation and collaboration, though one criticized his style. Kaiser’s course was frustrating due to lack of feedback. Talkowski’s lectures were interactive and worth the time, though one student found her assignment directions confusing.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"CARL BARLETT is recorded teaching in Fall 2016, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2020, Fall 2022, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"DANIEL KAISER is recorded teaching in Fall 2008, Fall 2009, Spring 2011, Spring 2012, Spring 2013, Spring 2014, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"KRISTINA TALKOWSKI is recorded teaching in Spring 2022, Spring 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_d7c87b3d681edb5ba0a727c5","course_id":"RMI 640","catalog_version_id":"dce91fbd238b2c9af070300c47f72bf01eb01616f4f0d9f97616ae3b7a3b7a7f","record_version_id":"5eade0292a32853ce65f8fa7a91cf4746274fe399dfc174255052add2fe8efce","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"4151a52f0c3e27de89f339b80c8aa407a7fc35aaa8dea58cdd216ae19749285e","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(R M I 300or700) or declared in the Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"RMI\"],\"timing\":\"prior\"},\"evidence\":\"R M I 300\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":700,\"minimum_grade\":null,\"subjects\":[\"RMI\"],\"timing\":\"prior\"},\"evidence\":\"700\",\"id\":\"n2\",\"kind\":\"course\"}],\"notes\":[\"Reference 'R M I 300or700' parsed as RMI 300 or RMI 700 based on linked_courses. 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'declared in the Business Exchange program' is a verbatim condition leaf but was omitted from the tree because the provided linked_courses did not include a 'B\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_d7c87b3d681edb5ba0a727c5","course_id":"RMI 640","catalog_version_id":"dce91fbd238b2c9af070300c47f72bf01eb01616f4f0d9f97616ae3b7a3b7a7f","record_version_id":"5eade0292a32853ce65f8fa7a91cf4746274fe399dfc174255052add2fe8efce","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"d42b49585766512432a3463bd01cee01fa5072db703395b27b54dc354226538d","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"RMI 300\",\"field\":\"description\",\"quote\":\"Nature of risk, principal techniques of risk management, including insurance markets, and the bases for decision-making in managing risk effectively.\"},{\"course_id\":\"RMI 700\",\"field\":\"description\",\"quote\":\"Nature of risk, principal techniques of risk management, including insurance markets, and the bases for decision-making in managing risk effectively.\"}],\"text\":\"Foundations of risk management and insurance markets\"}],\"search_phrases\":[\"insurance enterprise management\",\"RMI 640 insurance operations\",\"insurance underwriting rating regulation\",\"risk management principles\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"Functional analysis of the operations of insurance organizations\"}],\"text\":\"Functional analysis of insurance operations\"},{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"legal organization, marketing systems, management and control\"}],\"text\":\"Insurance legal and organizational structures\"},{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"underwriting, rating, financial analysis, rate making and regulation\"}],\"text\":\"Underwriting, rating, and financial analysis\"}],\"summary\":{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"title\",\"quote\":\"MANAGEMENT OF INSURANCE ENTERPRISE\"},{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"Functional analysis of the operations of insurance organizations; legal organization, marketing systems, management and control, underwriting, rating, financial analysis, rate making and regulation.\"}],\"text\":\"Management of insurance enterprise covering operations, underwriting, rating, and regulation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"operations of insurance organizations\"}],\"text\":\"Insurance operations\"},{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"legal organization, marketing systems, management and control\"}],\"text\":\"Legal and marketing systems\"},{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"underwriting, rating, financial analysis, rate making and regulation\"}],\"text\":\"Underwriting and rate making\"}]}","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_d7c87b3d681edb5ba0a727c5","course_id":"RMI 640","catalog_version_id":"dce91fbd238b2c9af070300c47f72bf01eb01616f4f0d9f97616ae3b7a3b7a7f","record_version_id":"5eade0292a32853ce65f8fa7a91cf4746274fe399dfc174255052add2fe8efce","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"d42b49585766512432a3463bd01cee01fa5072db703395b27b54dc354226538d","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Cares about his students and is enthusiastic while teaching. 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Completely bs\",\"course_id\":\"RMI 640\",\"date\":\"2021-10-18 17:52:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"cf87be3185d23c87265ff9f5\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"},{\"comment\":\"KT is a gem of the RMI department, for someone who has an additional full time job, you wouldn't know it because of how responsive she is to her students. I can't recommend her enough. Lectures are 1x for 3 hours, but it is so worth it as class is interactive and she gives breaks. Exams aren't bad if you pay attention and engage in lecture. \",\"course_id\":\"RMI 640\",\"date\":\"2023-05-09 14:02:16 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"1ac62b8ac8627c793bf0032e\",\"instructor_id\":\"rmp:2908146\",\"instructor_name\":\"Kristina Talkowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\"},{\"comment\":\"Directions for assignments were never clear. \",\"course_id\":\"RMI 640\",\"date\":\"2026-04-22 04:13:59 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d9334ad9ddcd8e09aff29312\",\"instructor_id\":\"rmp:2908146\",\"instructor_name\":\"Kristina Talkowski\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyODk2NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\"}],\"evidence_count\":4,\"review_ids\":[\"69529925a676b21bd695eb57\",\"cf87be3185d23c87265ff9f5\",\"1ac62b8ac8627c793bf0032e\",\"d9334ad9ddcd8e09aff29312\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1796940\",\"name\":\"Daniel Kaiser\"},{\"id\":\"rmp:2186074\",\"name\":\"Carl Barlett\"},{\"id\":\"rmp:2908146\",\"name\":\"Kristina Talkowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; Carl Barlett is praised for engaging lectures but criticized for subjective grading and unclear exam rubrics, while Kristina Talkowski is noted for clarity but occasional ambiguity in assignment directions.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Carl is one of the best professors I have ever taken. He challenges you and truly believes it's important to prepare you for the real world. There isn't a lot of work outside of class, and each lecture is really engaging.\",\"course_id\":\"RMI 640\",\"date\":\"2019-09-10 01:14:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"083c1d784dddae47e8354639\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMjIwMjkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"Carl was my favorite professor in the entire business school. He really cares about his students and puts so much effort into the course. RMI 640 is not an easy class and you almost certainly will not do well if you do not come to lecture. That being said, if you find the content enjoyable and/or are willing to work hard, you can get an A.\",\"course_id\":\"RMI 640\",\"date\":\"2019-03-28 03:47:02 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"16c029cc7604c014b7093a9d\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNDkxODU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"}],\"evidence_count\":2,\"review_ids\":[\"083c1d784dddae47e8354639\",\"16c029cc7604c014b7093a9d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2186074\",\"name\":\"Carl Barlett\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is described as having 'not a lot of work outside of class' with engaging lectures, though some students find the class challenging and require attendance to succeed.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"His midterm was 2 free response questions. Extremely open ended questions. He says there's no right answer and has no objective rubric. He admitted grading is heavily subjective and based on "application". Basically an english class and does not provide any feedback on your essay or clear guidelines on how to reach a certain score. Completely bs\",\"course_id\":\"RMI 640\",\"date\":\"2021-10-18 17:52:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"cf87be3185d23c87265ff9f5\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"},{\"comment\":\"Has 2 exams (final and midterm) which Carries 70% of your grade. In these exams, they are free response exams where you arent given specific feedback on what and where you could have done better. Very unclear of how he grades the exams and does not provide students with much opportunity to improve when they dont know what theyre doing wrong\",\"course_id\":\"RMI 640\",\"date\":\"2021-12-27 18:21:06 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"456745b1fe3169090110d3d6\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"},{\"comment\":\"Comes across as a nice guy but quite honestly was a very bad professor. While he is able to speak on his industry experience, it seems like he has limited to no experience teaching. 3/4 of grades that go in are subjectively graded and there is no feedback. The other 1/4 is a simulation, which is essentially game theory and out of your controlbad.\",\"course_id\":\"RMI 640\",\"date\":\"2022-01-11 21:07:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"}],\"evidence_count\":3,\"review_ids\":[\"cf87be3185d23c87265ff9f5\",\"456745b1fe3169090110d3d6\",\"7ebf7ef40cc39bc0e77ca5b1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1796940\",\"name\":\"Daniel Kaiser\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2021\"},\"sentiment\":\"negative\",\"summary\":\"Assessment methods, particularly free-response exams and subjective grading, are heavily criticized by students of Daniel Kaiser for lacking feedback and clear guidelines.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Cares about his students and is enthusiastic while teaching. 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I wish I could take more classes with him!\",\"course_id\":\"RMI 640\",\"date\":\"2017-12-09 23:54:15 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"afdba3a467349f953515d3be\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5MTE0MjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"KT is a gem of the RMI department, for someone who has an additional full time job, you wouldn't know it because of how responsive she is to her students. I can't recommend her enough. Lectures are 1x for 3 hours, but it is so worth it as class is interactive and she gives breaks. 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Gives students material to think about which is applicable in the \\\"real world\\\".  Helps students succeed by working through difficult problems in class, encourages collaboration with other students for peer teaching. Very intelligent and makes his students feel comfortable asking questions\",\"course_id\":\"RMI 640\",\"date\":\"2017-02-28 19:56:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69529925a676b21bd695eb57\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"His midterm was 2 free response questions. Extremely open ended questions. He says there's no right answer and has no objective rubric. He admitted grading is heavily subjective and based on "application". Basically an english class and does not provide any feedback on your essay or clear guidelines on how to reach a certain score. Completely bs\",\"course_id\":\"RMI 640\",\"date\":\"2021-10-18 17:52:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"cf87be3185d23c87265ff9f5\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"},{\"comment\":\"KT is a gem of the RMI department, for someone who has an additional full time job, you wouldn't know it because of how responsive she is to her students. I can't recommend her enough. Lectures are 1x for 3 hours, but it is so worth it as class is interactive and she gives breaks. Exams aren't bad if you pay attention and engage in lecture. \",\"course_id\":\"RMI 640\",\"date\":\"2023-05-09 14:02:16 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"1ac62b8ac8627c793bf0032e\",\"instructor_id\":\"rmp:2908146\",\"instructor_name\":\"Kristina Talkowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\"},{\"comment\":\"Directions for assignments were never clear. \",\"course_id\":\"RMI 640\",\"date\":\"2026-04-22 04:13:59 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d9334ad9ddcd8e09aff29312\",\"instructor_id\":\"rmp:2908146\",\"instructor_name\":\"Kristina Talkowski\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyODk2NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\"}],\"evidence_count\":4,\"review_ids\":[\"69529925a676b21bd695eb57\",\"cf87be3185d23c87265ff9f5\",\"1ac62b8ac8627c793bf0032e\",\"d9334ad9ddcd8e09aff29312\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1796940\",\"name\":\"Daniel Kaiser\"},{\"id\":\"rmp:2186074\",\"name\":\"Carl Barlett\"},{\"id\":\"rmp:2908146\",\"name\":\"Kristina Talkowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; Carl Barlett is praised for engaging lectures but criticized for subjective grading and unclear exam rubrics, while Kristina Talkowski is noted for clarity but occasional ambiguity in assignment directions.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Carl is one of the best professors I have ever taken. He challenges you and truly believes it's important to prepare you for the real world. There isn't a lot of work outside of class, and each lecture is really engaging.\",\"course_id\":\"RMI 640\",\"date\":\"2019-09-10 01:14:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"083c1d784dddae47e8354639\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMjIwMjkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"Carl was my favorite professor in the entire business school. He really cares about his students and puts so much effort into the course. RMI 640 is not an easy class and you almost certainly will not do well if you do not come to lecture. That being said, if you find the content enjoyable and/or are willing to work hard, you can get an A.\",\"course_id\":\"RMI 640\",\"date\":\"2019-03-28 03:47:02 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"16c029cc7604c014b7093a9d\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNDkxODU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"}],\"evidence_count\":2,\"review_ids\":[\"083c1d784dddae47e8354639\",\"16c029cc7604c014b7093a9d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2186074\",\"name\":\"Carl Barlett\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is described as having 'not a lot of work outside of class' with engaging lectures, though some students find the class challenging and require attendance to succeed.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"His midterm was 2 free response questions. Extremely open ended questions. He says there's no right answer and has no objective rubric. He admitted grading is heavily subjective and based on "application". Basically an english class and does not provide any feedback on your essay or clear guidelines on how to reach a certain score. Completely bs\",\"course_id\":\"RMI 640\",\"date\":\"2021-10-18 17:52:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"cf87be3185d23c87265ff9f5\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"},{\"comment\":\"Has 2 exams (final and midterm) which Carries 70% of your grade. In these exams, they are free response exams where you arent given specific feedback on what and where you could have done better. Very unclear of how he grades the exams and does not provide students with much opportunity to improve when they dont know what theyre doing wrong\",\"course_id\":\"RMI 640\",\"date\":\"2021-12-27 18:21:06 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"456745b1fe3169090110d3d6\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"},{\"comment\":\"Comes across as a nice guy but quite honestly was a very bad professor. While he is able to speak on his industry experience, it seems like he has limited to no experience teaching. 3/4 of grades that go in are subjectively graded and there is no feedback. The other 1/4 is a simulation, which is essentially game theory and out of your controlbad.\",\"course_id\":\"RMI 640\",\"date\":\"2022-01-11 21:07:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"}],\"evidence_count\":3,\"review_ids\":[\"cf87be3185d23c87265ff9f5\",\"456745b1fe3169090110d3d6\",\"7ebf7ef40cc39bc0e77ca5b1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1796940\",\"name\":\"Daniel Kaiser\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2021\"},\"sentiment\":\"negative\",\"summary\":\"Assessment methods, particularly free-response exams and subjective grading, are heavily criticized by students of Daniel Kaiser for lacking feedback and clear guidelines.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Cares about his students and is enthusiastic while teaching. Gives students material to think about which is applicable in the \\\"real world\\\".  Helps students succeed by working through difficult problems in class, encourages collaboration with other students for peer teaching. Very intelligent and makes his students feel comfortable asking questions\",\"course_id\":\"RMI 640\",\"date\":\"2017-02-28 19:56:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69529925a676b21bd695eb57\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"Carl is one of my absolute favorite professors of all time! He is brilliant, enthusiastic, and always willing to help students with both class material and career advice. He focuses on material that is relevant for real life, and his classes are really valuable for anyone going into business. I wish I could take more classes with him!\",\"course_id\":\"RMI 640\",\"date\":\"2017-12-09 23:54:15 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"afdba3a467349f953515d3be\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5MTE0MjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"KT is a gem of the RMI department, for someone who has an additional full time job, you wouldn't know it because of how responsive she is to her students. I can't recommend her enough. Lectures are 1x for 3 hours, but it is so worth it as class is interactive and she gives breaks. Exams aren't bad if you pay attention and engage in lecture. \",\"course_id\":\"RMI 640\",\"date\":\"2023-05-09 14:02:16 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"1ac62b8ac8627c793bf0032e\",\"instructor_id\":\"rmp:2908146\",\"instructor_name\":\"Kristina Talkowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\"}],\"evidence_count\":3,\"review_ids\":[\"69529925a676b21bd695eb57\",\"afdba3a467349f953515d3be\",\"1ac62b8ac8627c793bf0032e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2186074\",\"name\":\"Carl Barlett\"},{\"id\":\"rmp:2908146\",\"name\":\"Kristina Talkowski\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"The course is highly regarded for its real-world applicability, engaging simulations, and supportive instructors like Carl Barlett, who is frequently cited as a favorite.\"}]}","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_d7c87b3d681edb5ba0a727c5","course_id":"RMI 640","catalog_version_id":"dce91fbd238b2c9af070300c47f72bf01eb01616f4f0d9f97616ae3b7a3b7a7f","record_version_id":"5eade0292a32853ce65f8fa7a91cf4746274fe399dfc174255052add2fe8efce","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"78c67f5111c7d4a11a264564839bc61b15350e3b6c05f05f8220a5545a01b472","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"b9188b177d0ee986caa98c798babf03657020a505709445c706a8bb87b77da63\",\"course_id\":\"RMI 640\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f40e4e3f7ac30ff7d852666b\",\"message\":\"No course-specific reviews available\",\"name\":\"Tyler Leverty\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2315986\",\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-03-28 03:47:02 +0000 UTC\",\"review_id\":\"16c029cc7604c014b7093a9d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMxNDkxODU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-10-18 17:52:36 +0000 UTC\",\"review_id\":\"cf87be3185d23c87265ff9f5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-12-27 18:21:06 +0000 UTC\",\"review_id\":\"456745b1fe3169090110d3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2022-01-11 21:07:49 +0000 UTC\",\"review_id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Kristina Talkowski\",\"review_date\":\"2023-05-09 14:02:16 +0000 UTC\",\"review_id\":\"1ac62b8ac8627c793bf0032e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2908146\",\"source_review_id\":\"UmF0aW5nLTM3ODY5NzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\",\"type\":\"review\"},{\"instructor_name\":\"Kristina Talkowski\",\"review_date\":\"2026-04-22 04:13:59 +0000 UTC\",\"review_id\":\"d9334ad9ddcd8e09aff29312\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2908146\",\"source_review_id\":\"UmF0aW5nLTQyODk2NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\",\"type\":\"review\"}],\"text\":\"Historical reviews of Carl Barlett, Daniel Kaiser, Kristina Talkowski: Barlett’s course requires attendance and hard work. Kaiser’s exams were free-response with no objective rubric or feedback, making grading unclear. Talkowski’s exams were manageable if students engaged in lecture, though one student found her assignment directions unclear.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2017-02-28 19:56:52 +0000 UTC\",\"review_id\":\"69529925a676b21bd695eb57\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2017-12-09 16:05:08 +0000 UTC\",\"review_id\":\"1f370d2545b1cf11da5551d7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTI5MTEwMDEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2018-11-20 12:05:10 +0000 UTC\",\"review_id\":\"2cdc1c69ae3ba5798371a6f1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMwNzYxNzg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-03-28 03:47:02 +0000 UTC\",\"review_id\":\"16c029cc7604c014b7093a9d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMxNDkxODU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-12-12 04:01:34 +0000 UTC\",\"review_id\":\"7721f33b75bb2b2c6c999fa4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMyNjIyNDAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-12-22 00:19:10 +0000 UTC\",\"review_id\":\"04e8cd0a1c1395a50fdc71df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMyNzQwNjgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2021-05-24 19:15:49 +0000 UTC\",\"review_id\":\"049e584dfd3953a5ec7071a7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTM0ODUwMzAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-10-18 17:52:36 +0000 UTC\",\"review_id\":\"cf87be3185d23c87265ff9f5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-12-27 18:21:06 +0000 UTC\",\"review_id\":\"456745b1fe3169090110d3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2022-01-11 21:07:49 +0000 UTC\",\"review_id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"}],\"text\":\"Tyler Leverty has no reviewed history. Historical reviews for Carl Barlett praise his enthusiasm and care, though some note his specific questioning style and online adaptation issues. Daniel Kaiser received poor reviews for subjective grading and unclear feedback.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2017-02-28 19:56:52 +0000 UTC\",\"review_id\":\"69529925a676b21bd695eb57\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2017-12-09 16:05:08 +0000 UTC\",\"review_id\":\"1f370d2545b1cf11da5551d7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTI5MTEwMDEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2018-11-20 12:05:10 +0000 UTC\",\"review_id\":\"2cdc1c69ae3ba5798371a6f1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMwNzYxNzg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-03-28 03:47:02 +0000 UTC\",\"review_id\":\"16c029cc7604c014b7093a9d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMxNDkxODU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-12-12 04:01:34 +0000 UTC\",\"review_id\":\"7721f33b75bb2b2c6c999fa4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMyNjIyNDAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-12-22 00:19:10 +0000 UTC\",\"review_id\":\"04e8cd0a1c1395a50fdc71df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMyNzQwNjgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2021-05-24 19:15:49 +0000 UTC\",\"review_id\":\"049e584dfd3953a5ec7071a7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTM0ODUwMzAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-10-18 17:52:36 +0000 UTC\",\"review_id\":\"cf87be3185d23c87265ff9f5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-12-27 18:21:06 +0000 UTC\",\"review_id\":\"456745b1fe3169090110d3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2022-01-11 21:07:49 +0000 UTC\",\"review_id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"}],\"text\":\"Historical reviews for Carl Barlett praise his enthusiasm and care, though one criticizes his adaptability. Daniel Kaiser received poor ratings for subjective grading and lack of feedback. Kristina Talkowski was highly recommended for her responsiveness, though one review cited unclear assignment directions.\"},{\"citations\":[{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.39 GPA, 61.4% A/AB (n=44 letter grades); Fall 2025: 3.40 GPA, 70.2% A/AB (n=47 letter grades); Spring 2026: 3.38 GPA, 55.4% A/AB (n=56 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2017-02-28 19:56:52 +0000 UTC\",\"review_id\":\"69529925a676b21bd695eb57\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2018-11-20 12:05:10 +0000 UTC\",\"review_id\":\"2cdc1c69ae3ba5798371a6f1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMwNzYxNzg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-12-22 00:19:10 +0000 UTC\",\"review_id\":\"04e8cd0a1c1395a50fdc71df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMyNzQwNjgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2021-05-24 19:15:49 +0000 UTC\",\"review_id\":\"049e584dfd3953a5ec7071a7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTM0ODUwMzAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-10-18 17:52:36 +0000 UTC\",\"review_id\":\"cf87be3185d23c87265ff9f5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-12-27 18:21:06 +0000 UTC\",\"review_id\":\"456745b1fe3169090110d3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2022-01-11 21:07:49 +0000 UTC\",\"review_id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Kristina Talkowski\",\"review_date\":\"2023-05-09 14:02:16 +0000 UTC\",\"review_id\":\"1ac62b8ac8627c793bf0032e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2908146\",\"source_review_id\":\"UmF0aW5nLTM3ODY5NzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\",\"type\":\"review\"},{\"instructor_name\":\"Kristina Talkowski\",\"review_date\":\"2026-04-22 04:13:59 +0000 UTC\",\"review_id\":\"d9334ad9ddcd8e09aff29312\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2908146\",\"source_review_id\":\"UmF0aW5nLTQyODk2NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\",\"type\":\"review\"}],\"text\":\"Historical reviews of Carl Barlett, Daniel Kaiser, Kristina Talkowski: Barlett’s class featured a fun simulation and collaboration, though one criticized his style. Kaiser’s course was frustrating due to lack of feedback. Talkowski’s lectures were interactive and worth the time, though one student found her assignment directions confusing.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"CARL BARLETT is recorded teaching in Fall 2016, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2020, Fall 2022, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"DANIEL KAISER is recorded teaching in Fall 2008, Fall 2009, Spring 2011, Spring 2012, Spring 2013, Spring 2014, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"KRISTINA TALKOWSKI is recorded teaching in Spring 2022, Spring 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_d7c87b3d681edb5ba0a727c5","course_id":"RMI 640","catalog_version_id":"dce91fbd238b2c9af070300c47f72bf01eb01616f4f0d9f97616ae3b7a3b7a7f","record_version_id":"5eade0292a32853ce65f8fa7a91cf4746274fe399dfc174255052add2fe8efce","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"7aacc084188a0b10d9289d678c23363a78c1a293bcb2737ed867c6eff0af1c1c","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(R M I 300or700) or declared in the Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"RMI\"],\"timing\":\"prior\"},\"evidence\":\"R M I 300\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":700,\"minimum_grade\":null,\"subjects\":[\"RMI\"],\"timing\":\"prior\"},\"evidence\":\"700\",\"id\":\"n2\",\"kind\":\"course\"}],\"notes\":[\"Reference 'R M I 300or700' parsed as RMI 300 or RMI 700 based on linked_courses. 'declared in the Business Exchange program' is a verbatim condition leaf but was omitted from the tree because the provided linked_courses did not include a 'B\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_d7c87b3d681edb5ba0a727c5","course_id":"RMI 640","catalog_version_id":"dce91fbd238b2c9af070300c47f72bf01eb01616f4f0d9f97616ae3b7a3b7a7f","record_version_id":"5eade0292a32853ce65f8fa7a91cf4746274fe399dfc174255052add2fe8efce","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"7aacc084188a0b10d9289d678c23363a78c1a293bcb2737ed867c6eff0af1c1c","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"RMI 300\",\"field\":\"description\",\"quote\":\"Nature of risk, principal techniques of risk management, including insurance markets, and the bases for decision-making in managing risk effectively.\"},{\"course_id\":\"RMI 700\",\"field\":\"description\",\"quote\":\"Nature of risk, principal techniques of risk management, including insurance markets, and the bases for decision-making in managing risk effectively.\"}],\"text\":\"Foundations of risk management and insurance markets\"}],\"search_phrases\":[\"insurance enterprise management\",\"RMI 640 insurance operations\",\"insurance underwriting rating regulation\",\"risk management principles\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"Functional analysis of the operations of insurance organizations\"}],\"text\":\"Functional analysis of insurance operations\"},{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"legal organization, marketing systems, management and control\"}],\"text\":\"Insurance legal and organizational structures\"},{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"underwriting, rating, financial analysis, rate making and regulation\"}],\"text\":\"Underwriting, rating, and financial analysis\"}],\"summary\":{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"title\",\"quote\":\"MANAGEMENT OF INSURANCE ENTERPRISE\"},{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"Functional analysis of the operations of insurance organizations; legal organization, marketing systems, management and control, underwriting, rating, financial analysis, rate making and regulation.\"}],\"text\":\"Management of insurance enterprise covering operations, underwriting, rating, and regulation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"operations of insurance organizations\"}],\"text\":\"Insurance operations\"},{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"legal organization, marketing systems, management and control\"}],\"text\":\"Legal and marketing systems\"},{\"evidence\":[{\"course_id\":\"RMI 640\",\"field\":\"description\",\"quote\":\"underwriting, rating, financial analysis, rate making and regulation\"}],\"text\":\"Underwriting and rate making\"}]}","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_d7c87b3d681edb5ba0a727c5","course_id":"RMI 640","catalog_version_id":"dce91fbd238b2c9af070300c47f72bf01eb01616f4f0d9f97616ae3b7a3b7a7f","record_version_id":"5eade0292a32853ce65f8fa7a91cf4746274fe399dfc174255052add2fe8efce","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"7aacc084188a0b10d9289d678c23363a78c1a293bcb2737ed867c6eff0af1c1c","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Cares about his students and is enthusiastic while teaching. Gives students material to think about which is applicable in the \\\"real world\\\".  Helps students succeed by working through difficult problems in class, encourages collaboration with other students for peer teaching. Very intelligent and makes his students feel comfortable asking questions\",\"course_id\":\"RMI 640\",\"date\":\"2017-02-28 19:56:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69529925a676b21bd695eb57\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"His midterm was 2 free response questions. Extremely open ended questions. He says there's no right answer and has no objective rubric. He admitted grading is heavily subjective and based on "application". Basically an english class and does not provide any feedback on your essay or clear guidelines on how to reach a certain score. Completely bs\",\"course_id\":\"RMI 640\",\"date\":\"2021-10-18 17:52:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"cf87be3185d23c87265ff9f5\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"},{\"comment\":\"KT is a gem of the RMI department, for someone who has an additional full time job, you wouldn't know it because of how responsive she is to her students. I can't recommend her enough. Lectures are 1x for 3 hours, but it is so worth it as class is interactive and she gives breaks. Exams aren't bad if you pay attention and engage in lecture. \",\"course_id\":\"RMI 640\",\"date\":\"2023-05-09 14:02:16 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"1ac62b8ac8627c793bf0032e\",\"instructor_id\":\"rmp:2908146\",\"instructor_name\":\"Kristina Talkowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\"},{\"comment\":\"Directions for assignments were never clear. \",\"course_id\":\"RMI 640\",\"date\":\"2026-04-22 04:13:59 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d9334ad9ddcd8e09aff29312\",\"instructor_id\":\"rmp:2908146\",\"instructor_name\":\"Kristina Talkowski\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyODk2NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\"}],\"evidence_count\":4,\"review_ids\":[\"69529925a676b21bd695eb57\",\"cf87be3185d23c87265ff9f5\",\"1ac62b8ac8627c793bf0032e\",\"d9334ad9ddcd8e09aff29312\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1796940\",\"name\":\"Daniel Kaiser\"},{\"id\":\"rmp:2186074\",\"name\":\"Carl Barlett\"},{\"id\":\"rmp:2908146\",\"name\":\"Kristina Talkowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; Carl Barlett is praised for engaging lectures but criticized for subjective grading and unclear exam rubrics, while Kristina Talkowski is noted for clarity but occasional ambiguity in assignment directions.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Carl is one of the best professors I have ever taken. He challenges you and truly believes it's important to prepare you for the real world. There isn't a lot of work outside of class, and each lecture is really engaging.\",\"course_id\":\"RMI 640\",\"date\":\"2019-09-10 01:14:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"083c1d784dddae47e8354639\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMjIwMjkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"Carl was my favorite professor in the entire business school. He really cares about his students and puts so much effort into the course. RMI 640 is not an easy class and you almost certainly will not do well if you do not come to lecture. That being said, if you find the content enjoyable and/or are willing to work hard, you can get an A.\",\"course_id\":\"RMI 640\",\"date\":\"2019-03-28 03:47:02 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"16c029cc7604c014b7093a9d\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNDkxODU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"}],\"evidence_count\":2,\"review_ids\":[\"083c1d784dddae47e8354639\",\"16c029cc7604c014b7093a9d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2186074\",\"name\":\"Carl Barlett\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is described as having 'not a lot of work outside of class' with engaging lectures, though some students find the class challenging and require attendance to succeed.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"His midterm was 2 free response questions. Extremely open ended questions. He says there's no right answer and has no objective rubric. He admitted grading is heavily subjective and based on "application". Basically an english class and does not provide any feedback on your essay or clear guidelines on how to reach a certain score. Completely bs\",\"course_id\":\"RMI 640\",\"date\":\"2021-10-18 17:52:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"cf87be3185d23c87265ff9f5\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"},{\"comment\":\"Has 2 exams (final and midterm) which Carries 70% of your grade. In these exams, they are free response exams where you arent given specific feedback on what and where you could have done better. Very unclear of how he grades the exams and does not provide students with much opportunity to improve when they dont know what theyre doing wrong\",\"course_id\":\"RMI 640\",\"date\":\"2021-12-27 18:21:06 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"456745b1fe3169090110d3d6\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"},{\"comment\":\"Comes across as a nice guy but quite honestly was a very bad professor. While he is able to speak on his industry experience, it seems like he has limited to no experience teaching. 3/4 of grades that go in are subjectively graded and there is no feedback. The other 1/4 is a simulation, which is essentially game theory and out of your controlbad.\",\"course_id\":\"RMI 640\",\"date\":\"2022-01-11 21:07:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"instructor_id\":\"rmp:1796940\",\"instructor_name\":\"Daniel Kaiser\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\"}],\"evidence_count\":3,\"review_ids\":[\"cf87be3185d23c87265ff9f5\",\"456745b1fe3169090110d3d6\",\"7ebf7ef40cc39bc0e77ca5b1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1796940\",\"name\":\"Daniel Kaiser\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2021\"},\"sentiment\":\"negative\",\"summary\":\"Assessment methods, particularly free-response exams and subjective grading, are heavily criticized by students of Daniel Kaiser for lacking feedback and clear guidelines.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Cares about his students and is enthusiastic while teaching. Gives students material to think about which is applicable in the \\\"real world\\\".  Helps students succeed by working through difficult problems in class, encourages collaboration with other students for peer teaching. Very intelligent and makes his students feel comfortable asking questions\",\"course_id\":\"RMI 640\",\"date\":\"2017-02-28 19:56:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69529925a676b21bd695eb57\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"Carl is one of my absolute favorite professors of all time! He is brilliant, enthusiastic, and always willing to help students with both class material and career advice. He focuses on material that is relevant for real life, and his classes are really valuable for anyone going into business. I wish I could take more classes with him!\",\"course_id\":\"RMI 640\",\"date\":\"2017-12-09 23:54:15 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"afdba3a467349f953515d3be\",\"instructor_id\":\"rmp:2186074\",\"instructor_name\":\"Carl Barlett\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5MTE0MjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\"},{\"comment\":\"KT is a gem of the RMI department, for someone who has an additional full time job, you wouldn't know it because of how responsive she is to her students. I can't recommend her enough. Lectures are 1x for 3 hours, but it is so worth it as class is interactive and she gives breaks. Exams aren't bad if you pay attention and engage in lecture. \",\"course_id\":\"RMI 640\",\"date\":\"2023-05-09 14:02:16 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"1ac62b8ac8627c793bf0032e\",\"instructor_id\":\"rmp:2908146\",\"instructor_name\":\"Kristina Talkowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODY5NzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\"}],\"evidence_count\":3,\"review_ids\":[\"69529925a676b21bd695eb57\",\"afdba3a467349f953515d3be\",\"1ac62b8ac8627c793bf0032e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2186074\",\"name\":\"Carl Barlett\"},{\"id\":\"rmp:2908146\",\"name\":\"Kristina Talkowski\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"The course is highly regarded for its real-world applicability, engaging simulations, and supportive instructors like Carl Barlett, who is frequently cited as a favorite.\"}]}","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_d7c87b3d681edb5ba0a727c5","course_id":"RMI 640","catalog_version_id":"dce91fbd238b2c9af070300c47f72bf01eb01616f4f0d9f97616ae3b7a3b7a7f","record_version_id":"5eade0292a32853ce65f8fa7a91cf4746274fe399dfc174255052add2fe8efce","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"7aacc084188a0b10d9289d678c23363a78c1a293bcb2737ed867c6eff0af1c1c","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"b9188b177d0ee986caa98c798babf03657020a505709445c706a8bb87b77da63\",\"course_id\":\"RMI 640\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f40e4e3f7ac30ff7d852666b\",\"message\":\"No course-specific reviews available\",\"name\":\"Tyler Leverty\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2315986\",\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-03-28 03:47:02 +0000 UTC\",\"review_id\":\"16c029cc7604c014b7093a9d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMxNDkxODU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-10-18 17:52:36 +0000 UTC\",\"review_id\":\"cf87be3185d23c87265ff9f5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-12-27 18:21:06 +0000 UTC\",\"review_id\":\"456745b1fe3169090110d3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2022-01-11 21:07:49 +0000 UTC\",\"review_id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Kristina Talkowski\",\"review_date\":\"2023-05-09 14:02:16 +0000 UTC\",\"review_id\":\"1ac62b8ac8627c793bf0032e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2908146\",\"source_review_id\":\"UmF0aW5nLTM3ODY5NzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\",\"type\":\"review\"},{\"instructor_name\":\"Kristina Talkowski\",\"review_date\":\"2026-04-22 04:13:59 +0000 UTC\",\"review_id\":\"d9334ad9ddcd8e09aff29312\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2908146\",\"source_review_id\":\"UmF0aW5nLTQyODk2NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\",\"type\":\"review\"}],\"text\":\"Historical reviews of Carl Barlett, Daniel Kaiser, Kristina Talkowski: Barlett’s course requires attendance and hard work. Kaiser’s exams were free-response with no objective rubric or feedback, making grading unclear. Talkowski’s exams were manageable if students engaged in lecture, though one student found her assignment directions unclear.\"}],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"history\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2017-02-28 19:56:52 +0000 UTC\",\"review_id\":\"69529925a676b21bd695eb57\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2017-12-09 16:05:08 +0000 UTC\",\"review_id\":\"1f370d2545b1cf11da5551d7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTI5MTEwMDEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2018-11-20 12:05:10 +0000 UTC\",\"review_id\":\"2cdc1c69ae3ba5798371a6f1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMwNzYxNzg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-03-28 03:47:02 +0000 UTC\",\"review_id\":\"16c029cc7604c014b7093a9d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMxNDkxODU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-12-12 04:01:34 +0000 UTC\",\"review_id\":\"7721f33b75bb2b2c6c999fa4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMyNjIyNDAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-12-22 00:19:10 +0000 UTC\",\"review_id\":\"04e8cd0a1c1395a50fdc71df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMyNzQwNjgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2021-05-24 19:15:49 +0000 UTC\",\"review_id\":\"049e584dfd3953a5ec7071a7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTM0ODUwMzAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-10-18 17:52:36 +0000 UTC\",\"review_id\":\"cf87be3185d23c87265ff9f5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-12-27 18:21:06 +0000 UTC\",\"review_id\":\"456745b1fe3169090110d3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2022-01-11 21:07:49 +0000 UTC\",\"review_id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"}],\"text\":\"Historical reviews for Carl Barlett praise his enthusiasm and care, though one criticizes his adaptability. Daniel Kaiser received poor ratings for subjective grading and lack of feedback. Kristina Talkowski was highly recommended for her responsiveness, though one review cited unclear assignment directions.\"},{\"citations\":[{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.39 GPA, 61.4% A/AB (n=44 letter grades); Fall 2025: 3.40 GPA, 70.2% A/AB (n=47 letter grades); Spring 2026: 3.38 GPA, 55.4% A/AB (n=56 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2017-02-28 19:56:52 +0000 UTC\",\"review_id\":\"69529925a676b21bd695eb57\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTI3ODY1ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2018-11-20 12:05:10 +0000 UTC\",\"review_id\":\"2cdc1c69ae3ba5798371a6f1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMwNzYxNzg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2019-12-22 00:19:10 +0000 UTC\",\"review_id\":\"04e8cd0a1c1395a50fdc71df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTMyNzQwNjgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Carl Barlett\",\"review_date\":\"2021-05-24 19:15:49 +0000 UTC\",\"review_id\":\"049e584dfd3953a5ec7071a7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2186074\",\"source_review_id\":\"UmF0aW5nLTM0ODUwMzAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2186074\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-10-18 17:52:36 +0000 UTC\",\"review_id\":\"cf87be3185d23c87265ff9f5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1MTMzMDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2021-12-27 18:21:06 +0000 UTC\",\"review_id\":\"456745b1fe3169090110d3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NjYyMDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Daniel Kaiser\",\"review_date\":\"2022-01-11 21:07:49 +0000 UTC\",\"review_id\":\"7ebf7ef40cc39bc0e77ca5b1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1796940\",\"source_review_id\":\"UmF0aW5nLTM1NzM3Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1796940\",\"type\":\"review\"},{\"instructor_name\":\"Kristina Talkowski\",\"review_date\":\"2023-05-09 14:02:16 +0000 UTC\",\"review_id\":\"1ac62b8ac8627c793bf0032e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2908146\",\"source_review_id\":\"UmF0aW5nLTM3ODY5NzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\",\"type\":\"review\"},{\"instructor_name\":\"Kristina Talkowski\",\"review_date\":\"2026-04-22 04:13:59 +0000 UTC\",\"review_id\":\"d9334ad9ddcd8e09aff29312\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2908146\",\"source_review_id\":\"UmF0aW5nLTQyODk2NTYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2908146\",\"type\":\"review\"}],\"text\":\"Historical reviews of Carl Barlett, Daniel Kaiser, Kristina Talkowski: Barlett’s class featured a fun simulation and collaboration, though one criticized his style. Kaiser’s course was frustrating due to lack of feedback. Talkowski’s lectures were interactive and worth the time, though one student found her assignment directions confusing.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"CARL BARLETT is recorded teaching in Fall 2016, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2020, Fall 2022, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"DANIEL KAISER is recorded teaching in Fall 2008, Fall 2009, Spring 2011, Spring 2012, Spring 2013, Spring 2014, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"RMI 640\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"source_record\":{\"entity_id\":\"082a0a3c-2376-3d7e-9d00-c5c43c2aeffb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"KRISTINA TALKOWSKI is recorded teaching in Spring 2022, Spring 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]