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He refuses to clarify things if he thinks it is already clear enough.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-23 22:42:30 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"459ae938ade23ad1ff990809\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MTg4MjU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"Absolutely no clue what was going on this entire class and I don't think I was alone - about 80% of class didn't attend lectures by the end. Even practical topics were presented in an incoherently abstract manner. I don't think she's any worse than the average math professor here but she certainly isn't any better.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2024-12-02 20:52:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ebb938216f88dfd5c548f209\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMDY5MTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"},{\"comment\":\"Horrible professor.  Disorganized, difficult to understand, lectures were like watching someone stumble around in the dark and not know how to lead anybody anywhere.  It's hard to hate listening to a lecture in British accent, but somehow Rycroft managed it.   Please don't subject yourself to taking a class with Rycroft.  \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2025-04-30 05:10:58 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fc134d87a7c193849b54c10f\",\"instructor_id\":\"rmp:2868294\",\"instructor_name\":\"Chris Rycroft\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMDk3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\"},{\"comment\":\"Very clear lectures, and extremely helpful handwritten notes posted on canvas. This course could have been a nightmare with a lesser professor. Exams are of very reasonable difficulty. There is a ton of homework, but it can be done with time. Would highly recommend Ohm for this challenging course, she made it easy and digestible. \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2025-11-28 21:16:35 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ff02df78eef0fc139fd00bbd\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTY1MDMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"}],\"evidence_count\":8,\"review_ids\":[\"dc4bd03251aa3769c2e7e3d1\",\"b548c2047381f6f62e056453\",\"f3192ba4974064931f744dbf\",\"bba838303db351a1104306e5\",\"459ae938ade23ad1ff990809\",\"ebb938216f88dfd5c548f209\",\"fc134d87a7c193849b54c10f\",\"ff02df78eef0fc139fd00bbd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2059558\",\"name\":\"Qin  Li\"},{\"id\":\"rmp:2652881\",\"name\":\"Chenxi Wu\"},{\"id\":\"rmp:2868294\",\"name\":\"Chris Rycroft\"},{\"id\":\"rmp:2924874\",\"name\":\"Laurel Ohm\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2015\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching styles vary drastically by instructor. Some are praised for clear, engaging lectures and helpful office hours, while others are criticized for confusing, abstract, or disorganized presentations.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Very nice professor! Actually I've taken 3 courses taught by her. I love her! She always gives you clear explanations in the class and relative HW (not much and not tough when understand what she said in class). She will tell you what will appear in the exam in review section before every exam and if you review by her guide, you'll have good grade.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-05-03 21:15:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f3192ba4974064931f744dbf\",\"instructor_id\":\"rmp:2059558\",\"instructor_name\":\"Qin  Li\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTkwNzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\"},{\"comment\":\"Rycroft is very enthusiastic about math. While he tends to teach out of the textbook, he does it well and gives motivation for everything. Exams can be challenging but he gives out a lot of partial credit. The final project was fun, and he even gives less homework to let students focus on it. Homework can get very tedious.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2023-05-17 20:57:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"bdbac56f84a062e6b2519725\",\"instructor_id\":\"rmp:2868294\",\"instructor_name\":\"Chris Rycroft\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3OTQ3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\"},{\"comment\":\"Please avoid him if you can. Literally impossible to understand his lecture. Makes every content super confusing. Hard exam with nothing related to hw or notes. The worst professor I've ever had. You gotta teach yourself.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-14 19:08:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bba838303db351a1104306e5\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDY4MTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"Man if i'd known what I was signing up for in the second half, id have dropped instantly. 95% of the effort I put in was wasted. His lectures were confusing and textbook was the only resort. 95% of the hw didn't matter at al in final\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-19 04:25:11 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0ef7255d3fbf58771d301776\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MTQ1Mzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"Very clear lectures, and extremely helpful handwritten notes posted on canvas. This course could have been a nightmare with a lesser professor. Exams are of very reasonable difficulty. There is a ton of homework, but it can be done with time. Would highly recommend Ohm for this challenging course, she made it easy and digestible. \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2025-11-28 21:16:35 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ff02df78eef0fc139fd00bbd\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTY1MDMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"},{\"comment\":\"This was the worst class, wish I had never taken it.  Disorganized, lectures were rambling, difficult to understand.  And the  color theme with coordinating nails!  Save yourself from sitting through this.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2026-02-24 20:27:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0acfe30f01e96ce39c675a33\",\"instructor_id\":\"rmp:2868294\",\"instructor_name\":\"Chris Rycroft\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNjQwNTMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\"}],\"evidence_count\":6,\"review_ids\":[\"f3192ba4974064931f744dbf\",\"bdbac56f84a062e6b2519725\",\"bba838303db351a1104306e5\",\"0ef7255d3fbf58771d301776\",\"ff02df78eef0fc139fd00bbd\",\"0acfe30f01e96ce39c675a33\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2059558\",\"name\":\"Qin  Li\"},{\"id\":\"rmp:2652881\",\"name\":\"Chenxi Wu\"},{\"id\":\"rmp:2868294\",\"name\":\"Chris Rycroft\"},{\"id\":\"rmp:2924874\",\"name\":\"Laurel Ohm\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Workload intensity depends on the professor. Some students report reasonable homework and exams, while others describe excessive, tedious homework and exams that do not align with lecture content.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Very nice professor! Actually I've taken 3 courses taught by her. I love her! She always gives you clear explanations in the class and relative HW (not much and not tough when understand what she said in class). She will tell you what will appear in the exam in review section before every exam and if you review by her guide, you'll have good grade.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-05-03 21:15:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f3192ba4974064931f744dbf\",\"instructor_id\":\"rmp:2059558\",\"instructor_name\":\"Qin  Li\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTkwNzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\"},{\"comment\":\"Best professor I've had - insanely smart, helpful, and entertaining. The lectures go into a perfect amount of detail - only going into proofs when necessary, and giving great intuition on concepts. Homeworks were very fun and a good challenge, and exams were fair. He had plenty of ways to get help from him outside of class & he was very helpful.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2023-06-19 05:18:09 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d725cf31358fbd7b116caad7\",\"instructor_id\":\"rmp:2868294\",\"instructor_name\":\"Chris Rycroft\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MDU0Njcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\"},{\"comment\":\"Please avoid him if you can. Literally impossible to understand his lecture. Makes every content super confusing. Hard exam with nothing related to hw or notes. The worst professor I've ever had. You gotta teach yourself.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-14 19:08:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bba838303db351a1104306e5\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDY4MTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"I tried to understand his lecture, but I can't. My homework grade was about 96 (40%). My two exam grades were not high, 71 average. I got BC 0.3% lower than B. I spent a lot of time on homework and textbook. However, one-third of students got 80+. He did not use Honorlock. Maybe everyone is math expert.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-23 19:06:20 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"43fcea476ced245831a34fb3\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM0MTg2NDQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"The content in this class is tough but you could tell Prof. Ohm tried to make all concepts as clear as possible in her lecture notes. She also made the tests much easier than they could've been which I really appreciated. Don't know much about the lectures because I never went, but she made it extremely clear what was going to be on the exams. \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2024-12-15 05:43:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"bc0f8ed994ab66f73a7c7e05\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA1NjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"},{\"comment\":\"Very clear lectures, and extremely helpful handwritten notes posted on canvas. This course could have been a nightmare with a lesser professor. Exams are of very reasonable difficulty. There is a ton of homework, but it can be done with time. Would highly recommend Ohm for this challenging course, she made it easy and digestible. \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2025-11-28 21:16:35 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ff02df78eef0fc139fd00bbd\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTY1MDMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"}],\"evidence_count\":6,\"review_ids\":[\"f3192ba4974064931f744dbf\",\"d725cf31358fbd7b116caad7\",\"bba838303db351a1104306e5\",\"43fcea476ced245831a34fb3\",\"bc0f8ed994ab66f73a7c7e05\",\"ff02df78eef0fc139fd00bbd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2059558\",\"name\":\"Qin  Li\"},{\"id\":\"rmp:2652881\",\"name\":\"Chenxi Wu\"},{\"id\":\"rmp:2868294\",\"name\":\"Chris Rycroft\"},{\"id\":\"rmp:2924874\",\"name\":\"Laurel Ohm\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment fairness is inconsistent. Some professors provide clear exam guides and fair tests, while others have exams that are disconnected from homework and lectures, leading to poor grades despite effort.\"}]}","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_f237678d9fac59631b4aa4ff","course_id":"COMPSCI/MATH 514","catalog_version_id":"b24c8bb98ac4b841d578b988699fd857d6d565e261628d677303377c2b1efdc2","record_version_id":"c84dd1fee494acf75dab3c2092ffc8fc5bc0cb4784b7788f7567bd48a44588ff","job_id":"enrich-789789da373eecc1ff75f626","output_id":"1af5a21623d731a7e1b85823029be2a0b9d4a83061de72e7e0204d5d0a022e38","section":"requirements","status":"invalid","value_json":null,"candidate_json":"\"{\\\"nodes\\\": [{\\\"children\\\": [\\\"n1\\\", \\\"n19\\\", \\\"n20\\\"], \\\"condition\\\": null, \\\"course\\\": 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I don't think she's any worse than the average math professor here but she certainly isn't any better.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2024-12-02 20:52:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ebb938216f88dfd5c548f209\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMDY5MTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"},{\"comment\":\"Horrible professor.  Disorganized, difficult to understand, lectures were like watching someone stumble around in the dark and not know how to lead anybody anywhere.  It's hard to hate listening to a lecture in British accent, but somehow Rycroft managed it.   Please don't subject yourself to taking a class with Rycroft.  \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2025-04-30 05:10:58 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fc134d87a7c193849b54c10f\",\"instructor_id\":\"rmp:2868294\",\"instructor_name\":\"Chris Rycroft\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMDk3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\"},{\"comment\":\"Very clear lectures, and extremely helpful handwritten notes posted on canvas. This course could have been a nightmare with a lesser professor. Exams are of very reasonable difficulty. There is a ton of homework, but it can be done with time. Would highly recommend Ohm for this challenging course, she made it easy and digestible. \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2025-11-28 21:16:35 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ff02df78eef0fc139fd00bbd\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTY1MDMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"}],\"evidence_count\":8,\"review_ids\":[\"dc4bd03251aa3769c2e7e3d1\",\"b548c2047381f6f62e056453\",\"f3192ba4974064931f744dbf\",\"bba838303db351a1104306e5\",\"459ae938ade23ad1ff990809\",\"ebb938216f88dfd5c548f209\",\"fc134d87a7c193849b54c10f\",\"ff02df78eef0fc139fd00bbd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2059558\",\"name\":\"Qin  Li\"},{\"id\":\"rmp:2652881\",\"name\":\"Chenxi Wu\"},{\"id\":\"rmp:2868294\",\"name\":\"Chris Rycroft\"},{\"id\":\"rmp:2924874\",\"name\":\"Laurel Ohm\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2015\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching styles vary drastically by instructor. Some are praised for clear, engaging lectures and helpful office hours, while others are criticized for confusing, abstract, or disorganized presentations.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Very nice professor! Actually I've taken 3 courses taught by her. I love her! She always gives you clear explanations in the class and relative HW (not much and not tough when understand what she said in class). She will tell you what will appear in the exam in review section before every exam and if you review by her guide, you'll have good grade.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-05-03 21:15:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f3192ba4974064931f744dbf\",\"instructor_id\":\"rmp:2059558\",\"instructor_name\":\"Qin  Li\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTkwNzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\"},{\"comment\":\"Rycroft is very enthusiastic about math. While he tends to teach out of the textbook, he does it well and gives motivation for everything. Exams can be challenging but he gives out a lot of partial credit. The final project was fun, and he even gives less homework to let students focus on it. Homework can get very tedious.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2023-05-17 20:57:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"bdbac56f84a062e6b2519725\",\"instructor_id\":\"rmp:2868294\",\"instructor_name\":\"Chris Rycroft\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3OTQ3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\"},{\"comment\":\"Please avoid him if you can. Literally impossible to understand his lecture. Makes every content super confusing. Hard exam with nothing related to hw or notes. The worst professor I've ever had. You gotta teach yourself.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-14 19:08:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bba838303db351a1104306e5\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDY4MTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"Man if i'd known what I was signing up for in the second half, id have dropped instantly. 95% of the effort I put in was wasted. His lectures were confusing and textbook was the only resort. 95% of the hw didn't matter at al in final\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-19 04:25:11 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0ef7255d3fbf58771d301776\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MTQ1Mzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"Very clear lectures, and extremely helpful handwritten notes posted on canvas. This course could have been a nightmare with a lesser professor. Exams are of very reasonable difficulty. There is a ton of homework, but it can be done with time. Would highly recommend Ohm for this challenging course, she made it easy and digestible. \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2025-11-28 21:16:35 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ff02df78eef0fc139fd00bbd\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTY1MDMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"},{\"comment\":\"This was the worst class, wish I had never taken it.  Disorganized, lectures were rambling, difficult to understand.  And the  color theme with coordinating nails!  Save yourself from sitting through this.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2026-02-24 20:27:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0acfe30f01e96ce39c675a33\",\"instructor_id\":\"rmp:2868294\",\"instructor_name\":\"Chris Rycroft\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNjQwNTMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\"}],\"evidence_count\":6,\"review_ids\":[\"f3192ba4974064931f744dbf\",\"bdbac56f84a062e6b2519725\",\"bba838303db351a1104306e5\",\"0ef7255d3fbf58771d301776\",\"ff02df78eef0fc139fd00bbd\",\"0acfe30f01e96ce39c675a33\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2059558\",\"name\":\"Qin  Li\"},{\"id\":\"rmp:2652881\",\"name\":\"Chenxi Wu\"},{\"id\":\"rmp:2868294\",\"name\":\"Chris Rycroft\"},{\"id\":\"rmp:2924874\",\"name\":\"Laurel Ohm\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Workload intensity depends on the professor. Some students report reasonable homework and exams, while others describe excessive, tedious homework and exams that do not align with lecture content.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Very nice professor! Actually I've taken 3 courses taught by her. I love her! She always gives you clear explanations in the class and relative HW (not much and not tough when understand what she said in class). She will tell you what will appear in the exam in review section before every exam and if you review by her guide, you'll have good grade.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-05-03 21:15:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f3192ba4974064931f744dbf\",\"instructor_id\":\"rmp:2059558\",\"instructor_name\":\"Qin  Li\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTkwNzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\"},{\"comment\":\"Best professor I've had - insanely smart, helpful, and entertaining. The lectures go into a perfect amount of detail - only going into proofs when necessary, and giving great intuition on concepts. Homeworks were very fun and a good challenge, and exams were fair. He had plenty of ways to get help from him outside of class & he was very helpful.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2023-06-19 05:18:09 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d725cf31358fbd7b116caad7\",\"instructor_id\":\"rmp:2868294\",\"instructor_name\":\"Chris Rycroft\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MDU0Njcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\"},{\"comment\":\"Please avoid him if you can. Literally impossible to understand his lecture. Makes every content super confusing. Hard exam with nothing related to hw or notes. The worst professor I've ever had. You gotta teach yourself.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-14 19:08:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bba838303db351a1104306e5\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDY4MTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"I tried to understand his lecture, but I can't. My homework grade was about 96 (40%). My two exam grades were not high, 71 average. I got BC 0.3% lower than B. I spent a lot of time on homework and textbook. However, one-third of students got 80+. He did not use Honorlock. Maybe everyone is math expert.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-23 19:06:20 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"43fcea476ced245831a34fb3\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM0MTg2NDQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"The content in this class is tough but you could tell Prof. Ohm tried to make all concepts as clear as possible in her lecture notes. She also made the tests much easier than they could've been which I really appreciated. Don't know much about the lectures because I never went, but she made it extremely clear what was going to be on the exams. \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2024-12-15 05:43:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"bc0f8ed994ab66f73a7c7e05\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA1NjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"},{\"comment\":\"Very clear lectures, and extremely helpful handwritten notes posted on canvas. This course could have been a nightmare with a lesser professor. Exams are of very reasonable difficulty. There is a ton of homework, but it can be done with time. Would highly recommend Ohm for this challenging course, she made it easy and digestible. \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2025-11-28 21:16:35 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ff02df78eef0fc139fd00bbd\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTY1MDMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"}],\"evidence_count\":6,\"review_ids\":[\"f3192ba4974064931f744dbf\",\"d725cf31358fbd7b116caad7\",\"bba838303db351a1104306e5\",\"43fcea476ced245831a34fb3\",\"bc0f8ed994ab66f73a7c7e05\",\"ff02df78eef0fc139fd00bbd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2059558\",\"name\":\"Qin  Li\"},{\"id\":\"rmp:2652881\",\"name\":\"Chenxi Wu\"},{\"id\":\"rmp:2868294\",\"name\":\"Chris Rycroft\"},{\"id\":\"rmp:2924874\",\"name\":\"Laurel Ohm\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment fairness is inconsistent. Some professors provide clear exam guides and fair tests, while others have exams that are disconnected from homework and lectures, leading to poor grades despite effort.\"}]}","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_f237678d9fac59631b4aa4ff","course_id":"COMPSCI/MATH 514","catalog_version_id":"b24c8bb98ac4b841d578b988699fd857d6d565e261628d677303377c2b1efdc2","record_version_id":"c84dd1fee494acf75dab3c2092ffc8fc5bc0cb4784b7788f7567bd48a44588ff","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"32a9d5551fffb96ed64b06a6d0635eb51005e4e777633e2476544cfa2f6a5368","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"31389f08e399a8aaae0b2a8e33dc269a04e61b63803f1a9aa87c55e34cc0a93e\",\"course_id\":\"COMPSCI/MATH 514\",\"current_instructors\":[{\"instructor_uid\":\"instructor_ab5c68c5e0b538ecb5a4949f\",\"message\":\"Summary generation failed\",\"name\":\"Qin Li\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2059558\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2018: 2.98 GPA, 45.3% A/AB (n=106 letter grades); Fall 2020: 2.94 GPA, 42.0% A/AB (n=50 letter grades); Spring 2024: 2.89 GPA, 42.6% A/AB (n=47 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_ab5c68c5e0b538ecb5a4949f\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.40 GPA, 66.7% A/AB (n=30 letter grades); Fall 2025: 3.57 GPA, 71.7% A/AB (n=46 letter grades); Spring 2026: 3.77 GPA, 95.2% A/AB (n=42 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"CHENXI WU is recorded teaching in Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"CHRIS RYCROFT is recorded teaching in Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"LAUREL OHM is recorded teaching in Fall 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"QIN LI is recorded teaching in Fall 2015, Fall 2016, Fall 2018, Fall 2020, Spring 2024. 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514","catalog_version_id":"b24c8bb98ac4b841d578b988699fd857d6d565e261628d677303377c2b1efdc2","record_version_id":"c84dd1fee494acf75dab3c2092ffc8fc5bc0cb4784b7788f7567bd48a44588ff","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d0cc749cdefdb62694a6cbff00b3f89b9ffc869c0781a3b9474e9d5bc28d80fb","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/MATH 514\",\"field\":\"requirements_text\",\"quote\":\"(MATH 320,340,341,345, or375), (MATH 322,341,375,421, or521), and (COMP SCI 200,220,300, or placement intoCOMP SCI 300)\"}],\"text\":\"Prerequisite knowledge in linear algebra, differential equations, and programming fundamentals.\"}],\"search_phrases\":[\"numerical analysis polynomial interpolation\",\"numerical methods differential equations\",\"spline approximation Chebyshev\",\"COMPSCI MATH 514 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/MATH 514\",\"field\":\"description\",\"quote\":\"Polynomial interpolation. Polynomial approximation: uniform approximation and Chebyshev polynomials, least-squares approximation and orthogonal polynomials.\"}],\"text\":\"Polynomial interpolation and approximation using Chebyshev and orthogonal polynomials.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/MATH 514\",\"field\":\"description\",\"quote\":\"Numerical differentiation and integration.\"}],\"text\":\"Numerical differentiation and integration techniques.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/MATH 514\",\"field\":\"description\",\"quote\":\"Splines, B-splines and spline approximation.\"}],\"text\":\"Spline and B-spline approximation methods.\"},{\"evidence\":[{\"course_id\":\"COMPSCI/MATH 514\",\"field\":\"description\",\"quote\":\"Numerical methods for solving initial and boundary value problems for ordinary differential equations.\"}],\"text\":\"Solving initial and boundary value problems for ordinary differential equations.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/MATH 514\",\"field\":\"description\",\"quote\":\"Polynomial forms, divided differences. Polynomial interpolation. Polynomial approximation: uniform approximation and Chebyshev polynomials, least-squares approximation and orthogonal polynomials. Numerical differentiation and integration. Splines, B-splines and spline approximation. Numerical methods for solving initial and boundary value problems for ordinary differential equations.\"}],\"text\":\"Numerical Analysis covers polynomial approximation, interpolation, splines, numerical integration, and methods for solving ordinary differential equations.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/MATH 514\",\"field\":\"description\",\"quote\":\"Polynomial interpolation.\"}],\"text\":\"Polynomial interpolation\"},{\"evidence\":[{\"course_id\":\"COMPSCI/MATH 514\",\"field\":\"description\",\"quote\":\"Polynomial approximation: uniform approximation and Chebyshev polynomials, least-squares approximation and orthogonal polynomials.\"}],\"text\":\"Polynomial approximation\"},{\"evidence\":[{\"course_id\":\"COMPSCI/MATH 514\",\"field\":\"description\",\"quote\":\"Numerical differentiation and integration.\"}],\"text\":\"Numerical differentiation and integration\"},{\"evidence\":[{\"course_id\":\"COMPSCI/MATH 514\",\"field\":\"description\",\"quote\":\"Splines, B-splines and spline approximation.\"}],\"text\":\"Spline approximation\"},{\"evidence\":[{\"course_id\":\"COMPSCI/MATH 514\",\"field\":\"description\",\"quote\":\"Numerical methods for solving initial and boundary value problems for ordinary differential equations.\"}],\"text\":\"Numerical methods for ODEs\"}]}","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_f237678d9fac59631b4aa4ff","course_id":"COMPSCI/MATH 514","catalog_version_id":"b24c8bb98ac4b841d578b988699fd857d6d565e261628d677303377c2b1efdc2","record_version_id":"c84dd1fee494acf75dab3c2092ffc8fc5bc0cb4784b7788f7567bd48a44588ff","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d0cc749cdefdb62694a6cbff00b3f89b9ffc869c0781a3b9474e9d5bc28d80fb","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"She gave really clear lectures and were approachable. Very helpful during office hours. Tests were not bad.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2015-12-22 13:26:02 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dc4bd03251aa3769c2e7e3d1\",\"instructor_id\":\"rmp:2059558\",\"instructor_name\":\"Qin  Li\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI1ODAyMDYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\"},{\"comment\":\"Excellent lecturer and makes difficult concepts and theories easy to understand. Going to her in office hours, she was very helpful in re-explaining ideas and giving helpful tips on the assignments. Tests were fair but there is a lot of material in this class. I'd highly recommend having taken more math classes than listed in the pre-reqs.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2017-01-18 16:08:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b548c2047381f6f62e056453\",\"instructor_id\":\"rmp:2059558\",\"instructor_name\":\"Qin  Li\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NzQ5Nzg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\"},{\"comment\":\"Very nice professor! Actually I've taken 3 courses taught by her. I love her! She always gives you clear explanations in the class and relative HW (not much and not tough when understand what she said in class). She will tell you what will appear in the exam in review section before every exam and if you review by her guide, you'll have good grade.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-05-03 21:15:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f3192ba4974064931f744dbf\",\"instructor_id\":\"rmp:2059558\",\"instructor_name\":\"Qin  Li\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTkwNzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\"},{\"comment\":\"Please avoid him if you can. Literally impossible to understand his lecture. Makes every content super confusing. Hard exam with nothing related to hw or notes. The worst professor I've ever had. You gotta teach yourself.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-14 19:08:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bba838303db351a1104306e5\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDY4MTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"The good: he usually answers all questions, and usually fast. He asks for feedback. The bad: He is extremely inexperienced + has a gift to teach as confusing as possible. The ugly: he makes typos / numerical errors all the time. Sometimes serious/conceptual mistakes too. He refuses to clarify things if he thinks it is already clear enough.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-23 22:42:30 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"459ae938ade23ad1ff990809\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MTg4MjU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"Absolutely no clue what was going on this entire class and I don't think I was alone - about 80% of class didn't attend lectures by the end. Even practical topics were presented in an incoherently abstract manner. I don't think she's any worse than the average math professor here but she certainly isn't any better.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2024-12-02 20:52:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ebb938216f88dfd5c548f209\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMDY5MTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"},{\"comment\":\"Horrible professor.  Disorganized, difficult to understand, lectures were like watching someone stumble around in the dark and not know how to lead anybody anywhere.  It's hard to hate listening to a lecture in British accent, but somehow Rycroft managed it.   Please don't subject yourself to taking a class with Rycroft.  \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2025-04-30 05:10:58 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fc134d87a7c193849b54c10f\",\"instructor_id\":\"rmp:2868294\",\"instructor_name\":\"Chris Rycroft\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMDk3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\"},{\"comment\":\"Very clear lectures, and extremely helpful handwritten notes posted on canvas. This course could have been a nightmare with a lesser professor. Exams are of very reasonable difficulty. There is a ton of homework, but it can be done with time. Would highly recommend Ohm for this challenging course, she made it easy and digestible. \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2025-11-28 21:16:35 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ff02df78eef0fc139fd00bbd\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTY1MDMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"}],\"evidence_count\":8,\"review_ids\":[\"dc4bd03251aa3769c2e7e3d1\",\"b548c2047381f6f62e056453\",\"f3192ba4974064931f744dbf\",\"bba838303db351a1104306e5\",\"459ae938ade23ad1ff990809\",\"ebb938216f88dfd5c548f209\",\"fc134d87a7c193849b54c10f\",\"ff02df78eef0fc139fd00bbd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2059558\",\"name\":\"Qin  Li\"},{\"id\":\"rmp:2652881\",\"name\":\"Chenxi Wu\"},{\"id\":\"rmp:2868294\",\"name\":\"Chris Rycroft\"},{\"id\":\"rmp:2924874\",\"name\":\"Laurel Ohm\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2015\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching styles vary drastically by instructor. Some are praised for clear, engaging lectures and helpful office hours, while others are criticized for confusing, abstract, or disorganized presentations.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Very nice professor! Actually I've taken 3 courses taught by her. I love her! She always gives you clear explanations in the class and relative HW (not much and not tough when understand what she said in class). She will tell you what will appear in the exam in review section before every exam and if you review by her guide, you'll have good grade.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-05-03 21:15:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f3192ba4974064931f744dbf\",\"instructor_id\":\"rmp:2059558\",\"instructor_name\":\"Qin  Li\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTkwNzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\"},{\"comment\":\"Rycroft is very enthusiastic about math. While he tends to teach out of the textbook, he does it well and gives motivation for everything. Exams can be challenging but he gives out a lot of partial credit. The final project was fun, and he even gives less homework to let students focus on it. Homework can get very tedious.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2023-05-17 20:57:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"bdbac56f84a062e6b2519725\",\"instructor_id\":\"rmp:2868294\",\"instructor_name\":\"Chris Rycroft\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3OTQ3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\"},{\"comment\":\"Please avoid him if you can. Literally impossible to understand his lecture. Makes every content super confusing. Hard exam with nothing related to hw or notes. The worst professor I've ever had. You gotta teach yourself.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-14 19:08:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bba838303db351a1104306e5\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDY4MTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"Man if i'd known what I was signing up for in the second half, id have dropped instantly. 95% of the effort I put in was wasted. His lectures were confusing and textbook was the only resort. 95% of the hw didn't matter at al in final\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-19 04:25:11 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0ef7255d3fbf58771d301776\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MTQ1Mzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"Very clear lectures, and extremely helpful handwritten notes posted on canvas. This course could have been a nightmare with a lesser professor. Exams are of very reasonable difficulty. There is a ton of homework, but it can be done with time. Would highly recommend Ohm for this challenging course, she made it easy and digestible. \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2025-11-28 21:16:35 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ff02df78eef0fc139fd00bbd\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTY1MDMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"},{\"comment\":\"This was the worst class, wish I had never taken it.  Disorganized, lectures were rambling, difficult to understand.  And the  color theme with coordinating nails!  Save yourself from sitting through this.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2026-02-24 20:27:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0acfe30f01e96ce39c675a33\",\"instructor_id\":\"rmp:2868294\",\"instructor_name\":\"Chris Rycroft\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNjQwNTMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\"}],\"evidence_count\":6,\"review_ids\":[\"f3192ba4974064931f744dbf\",\"bdbac56f84a062e6b2519725\",\"bba838303db351a1104306e5\",\"0ef7255d3fbf58771d301776\",\"ff02df78eef0fc139fd00bbd\",\"0acfe30f01e96ce39c675a33\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2059558\",\"name\":\"Qin  Li\"},{\"id\":\"rmp:2652881\",\"name\":\"Chenxi Wu\"},{\"id\":\"rmp:2868294\",\"name\":\"Chris Rycroft\"},{\"id\":\"rmp:2924874\",\"name\":\"Laurel Ohm\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Workload intensity depends on the professor. Some students report reasonable homework and exams, while others describe excessive, tedious homework and exams that do not align with lecture content.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Very nice professor! Actually I've taken 3 courses taught by her. I love her! She always gives you clear explanations in the class and relative HW (not much and not tough when understand what she said in class). She will tell you what will appear in the exam in review section before every exam and if you review by her guide, you'll have good grade.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-05-03 21:15:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f3192ba4974064931f744dbf\",\"instructor_id\":\"rmp:2059558\",\"instructor_name\":\"Qin  Li\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTkwNzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\"},{\"comment\":\"Best professor I've had - insanely smart, helpful, and entertaining. The lectures go into a perfect amount of detail - only going into proofs when necessary, and giving great intuition on concepts. Homeworks were very fun and a good challenge, and exams were fair. He had plenty of ways to get help from him outside of class & he was very helpful.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2023-06-19 05:18:09 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d725cf31358fbd7b116caad7\",\"instructor_id\":\"rmp:2868294\",\"instructor_name\":\"Chris Rycroft\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MDU0Njcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\"},{\"comment\":\"Please avoid him if you can. Literally impossible to understand his lecture. Makes every content super confusing. Hard exam with nothing related to hw or notes. The worst professor I've ever had. You gotta teach yourself.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-14 19:08:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bba838303db351a1104306e5\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MDY4MTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"I tried to understand his lecture, but I can't. My homework grade was about 96 (40%). My two exam grades were not high, 71 average. I got BC 0.3% lower than B. I spent a lot of time on homework and textbook. However, one-third of students got 80+. He did not use Honorlock. Maybe everyone is math expert.\",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2020-12-23 19:06:20 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"43fcea476ced245831a34fb3\",\"instructor_id\":\"rmp:2652881\",\"instructor_name\":\"Chenxi Wu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM0MTg2NDQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\"},{\"comment\":\"The content in this class is tough but you could tell Prof. Ohm tried to make all concepts as clear as possible in her lecture notes. She also made the tests much easier than they could've been which I really appreciated. Don't know much about the lectures because I never went, but she made it extremely clear what was going to be on the exams. \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2024-12-15 05:43:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"bc0f8ed994ab66f73a7c7e05\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzA1NjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"},{\"comment\":\"Very clear lectures, and extremely helpful handwritten notes posted on canvas. This course could have been a nightmare with a lesser professor. Exams are of very reasonable difficulty. There is a ton of homework, but it can be done with time. Would highly recommend Ohm for this challenging course, she made it easy and digestible. \",\"course_id\":\"COMPSCI/MATH 514\",\"date\":\"2025-11-28 21:16:35 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ff02df78eef0fc139fd00bbd\",\"instructor_id\":\"rmp:2924874\",\"instructor_name\":\"Laurel Ohm\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTY1MDMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\"}],\"evidence_count\":6,\"review_ids\":[\"f3192ba4974064931f744dbf\",\"d725cf31358fbd7b116caad7\",\"bba838303db351a1104306e5\",\"43fcea476ced245831a34fb3\",\"bc0f8ed994ab66f73a7c7e05\",\"ff02df78eef0fc139fd00bbd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2059558\",\"name\":\"Qin  Li\"},{\"id\":\"rmp:2652881\",\"name\":\"Chenxi Wu\"},{\"id\":\"rmp:2868294\",\"name\":\"Chris Rycroft\"},{\"id\":\"rmp:2924874\",\"name\":\"Laurel Ohm\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment fairness is inconsistent. Some professors provide clear exam guides and fair tests, while others have exams that are disconnected from homework and lectures, leading to poor grades despite effort.\"}]}","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_f237678d9fac59631b4aa4ff","course_id":"COMPSCI/MATH 514","catalog_version_id":"b24c8bb98ac4b841d578b988699fd857d6d565e261628d677303377c2b1efdc2","record_version_id":"c84dd1fee494acf75dab3c2092ffc8fc5bc0cb4784b7788f7567bd48a44588ff","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d0cc749cdefdb62694a6cbff00b3f89b9ffc869c0781a3b9474e9d5bc28d80fb","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"31389f08e399a8aaae0b2a8e33dc269a04e61b63803f1a9aa87c55e34cc0a93e\",\"course_id\":\"COMPSCI/MATH 514\",\"current_instructors\":[{\"instructor_uid\":\"instructor_ab5c68c5e0b538ecb5a4949f\",\"message\":null,\"name\":\"Qin Li\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2059558\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2015-12-22 13:26:02 +0000 UTC\",\"review_id\":\"dc4bd03251aa3769c2e7e3d1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTI1ODAyMDYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2017-01-18 16:08:45 +0000 UTC\",\"review_id\":\"b548c2047381f6f62e056453\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTI3NzQ5Nzg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2018-12-31 01:15:28 +0000 UTC\",\"review_id\":\"74adc4040ee9f474c8ad9b38\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTMxMTc4MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2019-01-29 16:43:17 +0000 UTC\",\"review_id\":\"d02b5f419b12026501d4f11f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTMxMzE2MzQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2020-05-03 21:15:27 +0000 UTC\",\"review_id\":\"f3192ba4974064931f744dbf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTMzMTkwNzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2024-06-01 02:14:34 +0000 UTC\",\"review_id\":\"76c06214e8007d6af932ae74\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTM5NTQwNzQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"}],\"text\":\"Qin Li receives consistent praise for clear lectures, approachability, and helpful office hours. Reviewers note she explains difficult concepts well and provides exam guidance. While some find the workload light, others describe the class as tough but meaningful, highlighting her kindness and deep knowledge.\"},{\"citations\":[{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 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grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2017-01-18 16:08:45 +0000 UTC\",\"review_id\":\"b548c2047381f6f62e056453\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTI3NzQ5Nzg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2020-05-03 21:15:27 +0000 UTC\",\"review_id\":\"f3192ba4974064931f744dbf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTMzMTkwNzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2024-06-01 02:14:34 +0000 UTC\",\"review_id\":\"76c06214e8007d6af932ae74\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTM5NTQwNzQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"}],\"text\":\"Reviewers describe the workload as manageable with relative homework, but note a large volume of material and a tough class environment requiring strong math preparation.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Chenxi Wu\",\"review_date\":\"2020-12-14 19:08:53 +0000 UTC\",\"review_id\":\"bba838303db351a1104306e5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2652881\",\"source_review_id\":\"UmF0aW5nLTM0MDY4MTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2652881\",\"type\":\"review\"},{\"instructor_name\":\"Chenxi Wu\",\"review_date\":\"2020-12-19 04:25:11 +0000 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Spagnolie\",\"review_date\":\"2021-12-24 02:06:41 +0000 UTC\",\"review_id\":\"4121fe2e12b2dcb96880a035\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2045894\",\"source_review_id\":\"UmF0aW5nLTM1NjQ2MzY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\",\"type\":\"review\"},{\"instructor_name\":\"Chris Rycroft\",\"review_date\":\"2023-05-17 20:57:10 +0000 UTC\",\"review_id\":\"bdbac56f84a062e6b2519725\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2868294\",\"source_review_id\":\"UmF0aW5nLTM3OTQ3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\",\"type\":\"review\"},{\"instructor_name\":\"Chris Rycroft\",\"review_date\":\"2023-10-29 22:02:24 +0000 UTC\",\"review_id\":\"512899ecabc7ec18a2f26ba0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2868294\",\"source_review_id\":\"UmF0aW5nLTM4MzIwMjI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\",\"type\":\"review\"},{\"instructor_name\":\"Laurel Ohm\",\"review_date\":\"2024-12-02 20:52:42 +0000 UTC\",\"review_id\":\"ebb938216f88dfd5c548f209\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2924874\",\"source_review_id\":\"UmF0aW5nLTQwMDY5MTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\",\"type\":\"review\"},{\"instructor_name\":\"Laurel Ohm\",\"review_date\":\"2024-12-15 05:43:44 +0000 UTC\",\"review_id\":\"bc0f8ed994ab66f73a7c7e05\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2924874\",\"source_review_id\":\"UmF0aW5nLTQwMzA1NjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2924874\",\"type\":\"review\"},{\"instructor_name\":\"Chris Rycroft\",\"review_date\":\"2025-04-30 05:10:58 +0000 UTC\",\"review_id\":\"fc134d87a7c193849b54c10f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2868294\",\"source_review_id\":\"UmF0aW5nLTQxMDk3MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2868294\",\"type\":\"review\"}],\"text\":\"Qin Li is the current instructor, but reviews for historical professors like Chenxi Wu describe confusing lectures and exams unrelated to coursework. Chris Rycroft receives polarized feedback, with some praising his enthusiasm and others calling his lectures disorganized. Saverio Spagnolie is noted for engaging lectures and breaking down difficult concepts effectively.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2015-12-22 13:26:02 +0000 UTC\",\"review_id\":\"dc4bd03251aa3769c2e7e3d1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTI1ODAyMDYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2017-01-18 16:08:45 +0000 UTC\",\"review_id\":\"b548c2047381f6f62e056453\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTI3NzQ5Nzg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2018-12-31 01:15:28 +0000 UTC\",\"review_id\":\"74adc4040ee9f474c8ad9b38\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTMxMTc4MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2019-01-29 16:43:17 +0000 UTC\",\"review_id\":\"d02b5f419b12026501d4f11f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTMxMzE2MzQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2020-05-03 21:15:27 +0000 UTC\",\"review_id\":\"f3192ba4974064931f744dbf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTMzMTkwNzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2024-06-01 02:14:34 +0000 UTC\",\"review_id\":\"76c06214e8007d6af932ae74\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTM5NTQwNzQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"}],\"text\":\"Qin Li receives consistent praise for clear lectures, approachability, and helpful office hours, though one review notes the class material is extensive and the course itself is tough.\"},{\"citations\":[{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.40 GPA, 66.7% A/AB (n=30 letter grades); Fall 2025: 3.57 GPA, 71.7% A/AB (n=46 letter grades); Spring 2026: 3.77 GPA, 95.2% A/AB (n=42 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2015-12-22 13:26:02 +0000 UTC\",\"review_id\":\"dc4bd03251aa3769c2e7e3d1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTI1ODAyMDYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2017-01-18 16:08:45 +0000 UTC\",\"review_id\":\"b548c2047381f6f62e056453\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTI3NzQ5Nzg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2020-05-03 21:15:27 +0000 UTC\",\"review_id\":\"f3192ba4974064931f744dbf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTMzMTkwNzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"},{\"instructor_name\":\"Qin  Li\",\"review_date\":\"2024-06-01 02:14:34 +0000 UTC\",\"review_id\":\"76c06214e8007d6af932ae74\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2059558\",\"source_review_id\":\"UmF0aW5nLTM5NTQwNzQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2059558\",\"type\":\"review\"}],\"text\":\"Students value Qin Li's clear explanations, exam guidance, and accessibility, finding her kind and helpful, while one reviewer highlights her inspirational and research-oriented teaching style.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"CHENXI WU is recorded teaching in Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"CHRIS RYCROFT is recorded teaching in Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"LAUREL OHM is recorded teaching in Fall 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"QIN LI is recorded teaching in Fall 2015, Fall 2016, Fall 2018, Fall 2020, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/MATH 514\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"source_record\":{\"entity_id\":\"2d69544c-2270-33fa-bee5-fbd76b1e2df0\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"SAVERIO SPAGNOLIE is recorded teaching in Fall 2017, Fall 2019, Fall 2021, Fall 2022, Fall 2023. 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}]