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Overall, i would say he is highly effective.  Make sure you know your stuff prior to the exam, because the material just keeps building up on itself (seriously, how many ways can you interpret 3 equations?)\",\"course_id\":\"MATH 322\",\"date\":\"2009-05-28 16:50:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2fcd384b7981dc3a34d80090\",\"instructor_id\":\"rmp:1282435\",\"instructor_name\":\"Adrian Tudorascu\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE1OTA4MTg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1282435\"},{\"comment\":\"Great teacher. He is very devoted and passionate and does a great job in connecting math to reality. Exams are fair and attendance/notes is crucial.Course is applied pde's and feels like continuing 319 (321 isn't necessary). 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Very friendly and very smart, he is one of my favorite professors in the department\",\"course_id\":\"MATH 322\",\"date\":\"2013-05-27 10:34:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"cb92ab72519978644cf3fb76\",\"instructor_id\":\"rmp:1718673\",\"instructor_name\":\"Gerardo Hernandez-Duenas\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODMxMjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1718673\"},{\"comment\":\"She's Amazing, just look at her CV. She's Brilliant, and an amazing professor. 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I highly recommend her\",\"course_id\":\"MATH 322\",\"date\":\"2017-04-04 20:04:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8617b9f5a204b44d86b46607\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTk1MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"Above average professor who makes the math interesting and is helpful in office hours. Fair homework and exams, except there was some coding on most homeworks.\",\"course_id\":\"MATH 322\",\"date\":\"2019-05-12 04:11:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f5589c1420e861d9bf0803ee\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxODQ5MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"Look, at UW-Madison, you're not going to get a better math Professor. The math department is rough with lots of genius mathematicians that suck at lecturing and tough graders. Sam explains material really well (not perfect but well), and clearly CARES about his students. It's still a lot of work to do well, but he is a darn good math prof.\",\"course_id\":\"MATH 322\",\"date\":\"2020-12-22 22:24:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"77037a37a718b8b296eee66e\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0MTc5MzI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"I would believe that Sam would be the ceiling of the math prof I had and I will have. He writes his own notes for 322, and his notes are amazing - physical interpretation with clear derivation, full of insights. His lecture is amazing as well. Vey nice guy. 10/10 recommmended\",\"course_id\":\"MATH 322\",\"date\":\"2021-12-27 01:32:14 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3669506e8ea7688ca50ffbbd\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NjU4ODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"An incredible teacher, one of the best in the math department IMO. He relaxed the course difficulty throughout the semester in response to student scores, and was always available on piazza or office hours. Posts lecture notes, and the exams and homework are graded generously. Would go out of my way to take another of his classes\",\"course_id\":\"MATH 322\",\"date\":\"2024-12-21 02:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a4b631590c798532205552c1\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDA0MjIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"The best math professor I have had. Made a very challenging Math 322 course very digestible due to the quality of the lectures. Very open to questions during office hours and tries really hard to break down tough concepts. Clearly cares a ton about his students success. Exams are very reasonable and not insanely hard. 100% would take him again.\",\"course_id\":\"MATH 322\",\"date\":\"2025-04-28 15:23:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7bbe1e343f8a6ad0f79572aa\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMDY4ODg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"Great lecturer. The homework is difficult but not crazy. The exams are very fair. \\n\\nHe did these 5 minute quizzes that were 20% of the grade on things often from the previous lecture. Be worried about them.\",\"course_id\":\"MATH 322\",\"date\":\"2025-05-07 06:10:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"99bba485f0b577e87956cb05\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTkwODU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"Ethusiastic, charismatic, legendary. \",\"course_id\":\"MATH 322\",\"date\":\"2025-06-21 18:50:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"23ae9a42a73aec28b07e1b60\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDUyMDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"Dr. Saverio was a great lecturer.  I would definitely take a class with him again.\",\"course_id\":\"MATH 322\",\"date\":\"2025-10-07 00:48:06 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1903222f87d24482d9e1c296\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNjkyNzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"This man is an absolute legend. One of the nicest guys I have ever met. Kinetic lectures that make the time fly by, he makes very difficult content digestible. Reasonable exams. Nice, respectful, and extremely helpful in office hours. 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He is very devoted and passionate and does a great job in connecting math to reality. Exams are fair and attendance/notes is crucial.Course is applied pde's and feels like continuing 319 (321 isn't necessary). Physics background would make this class more interesting on the practical side but you don't need it, I did well without it.\",\"course_id\":\"MATH 322\",\"date\":\"2010-12-15 20:01:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e08ebb20d9c64737aae7e810\",\"instructor_id\":\"rmp:537392\",\"instructor_name\":\"Andrej Zlatos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3OTU1MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/537392\"},{\"comment\":\"OK professor, lectures were good, except I didn't learn much of anything from them. Taught myself from book mostly. If you understand the material, should be easy to get a good grade. Not the best at offering helpful advice. Hmwk isnt bad, should be an easy A, tests give a lot of partial credit and are FROM THE HMWK. Hilarious dude, though.\",\"course_id\":\"MATH 322\",\"date\":\"2016-05-21 13:33:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3eee8f9e9f97d1f5f2b31e05\",\"instructor_id\":\"rmp:1126510\",\"instructor_name\":\"Jean Luc Thiffeault\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjI5NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1126510\"},{\"comment\":\"Professor Smith was great, one of the best Professors I have had, especially in the Math Department.  Her lectures are very well organized and she puts all of her notes online for review. Her grading is fair and her tests are what one would expect; never any curveballs or anything. I highly recommend her\",\"course_id\":\"MATH 322\",\"date\":\"2017-04-04 20:04:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8617b9f5a204b44d86b46607\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTk1MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"Above average professor who makes the math interesting and is helpful in office hours. Fair homework and exams, except there was some coding on most homeworks.\",\"course_id\":\"MATH 322\",\"date\":\"2019-05-12 04:11:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f5589c1420e861d9bf0803ee\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxODQ5MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"The best math professor I have had. Made a very challenging Math 322 course very digestible due to the quality of the lectures. Very open to questions during office hours and tries really hard to break down tough concepts. Clearly cares a ton about his students success. Exams are very reasonable and not insanely hard. 100% would take him again.\",\"course_id\":\"MATH 322\",\"date\":\"2025-04-28 15:23:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7bbe1e343f8a6ad0f79572aa\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMDY4ODg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"Great lecturer. The homework is difficult but not crazy. The exams are very fair. \\n\\nHe did these 5 minute quizzes that were 20% of the grade on things often from the previous lecture. Be worried about them.\",\"course_id\":\"MATH 322\",\"date\":\"2025-05-07 06:10:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"99bba485f0b577e87956cb05\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTkwODU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"This man is an absolute legend. One of the nicest guys I have ever met. Kinetic lectures that make the time fly by, he makes very difficult content digestible. Reasonable exams. Nice, respectful, and extremely helpful in office hours. Professor Spagnolie is the best math professor at UW Madison. \",\"course_id\":\"MATH 322\",\"date\":\"2026-04-10 16:26:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dc57ba9c5f4cecb44d7df73c\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODEyNjEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"}],\"evidence_count\":7,\"review_ids\":[\"e08ebb20d9c64737aae7e810\",\"3eee8f9e9f97d1f5f2b31e05\",\"8617b9f5a204b44d86b46607\",\"f5589c1420e861d9bf0803ee\",\"7bbe1e343f8a6ad0f79572aa\",\"99bba485f0b577e87956cb05\",\"dc57ba9c5f4cecb44d7df73c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1126510\",\"name\":\"Jean Luc Thiffeault\"},{\"id\":\"rmp:152262\",\"name\":\"Leslie Smith\"},{\"id\":\"rmp:1671306\",\"name\":\"Samuel Stechmann\"},{\"id\":\"rmp:2045894\",\"name\":\"Saverio Spagnolie\"},{\"id\":\"rmp:537392\",\"name\":\"Andrej Zlatos\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2010\"},\"sentiment\":\"positive\",\"summary\":\"Exams are generally considered fair, reasonable, and often derived from homework problems, with generous partial credit.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"OK professor, lectures were good, except I didn't learn much of anything from them. Taught myself from book mostly. If you understand the material, should be easy to get a good grade. Not the best at offering helpful advice. Hmwk isnt bad, should be an easy A, tests give a lot of partial credit and are FROM THE HMWK. Hilarious dude, though.\",\"course_id\":\"MATH 322\",\"date\":\"2016-05-21 13:33:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3eee8f9e9f97d1f5f2b31e05\",\"instructor_id\":\"rmp:1126510\",\"instructor_name\":\"Jean Luc Thiffeault\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjI5NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1126510\"},{\"comment\":\"Sam is better than the average math prof here (as you mightve noticed already, they are usually bad). However: he often writes things on the board without explaining them. He sort of assumes you know exactly what hes talking about;things get confusing. Frequently makes mistakes that students have to correct. Weekly HW is OK, not lengthy.\",\"course_id\":\"MATH 322\",\"date\":\"2019-04-11 18:00:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fa6ce9ba962119e6201ccc1a\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMxNTc1Mjk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"Look, at UW-Madison, you're not going to get a better math Professor. The math department is rough with lots of genius mathematicians that suck at lecturing and tough graders. Sam explains material really well (not perfect but well), and clearly CARES about his students. It's still a lot of work to do well, but he is a darn good math prof.\",\"course_id\":\"MATH 322\",\"date\":\"2020-12-22 22:24:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"77037a37a718b8b296eee66e\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0MTc5MzI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"Great lecturer. The homework is difficult but not crazy. The exams are very fair. \\n\\nHe did these 5 minute quizzes that were 20% of the grade on things often from the previous lecture. Be worried about them.\",\"course_id\":\"MATH 322\",\"date\":\"2025-05-07 06:10:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"99bba485f0b577e87956cb05\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTkwODU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"}],\"evidence_count\":4,\"review_ids\":[\"3eee8f9e9f97d1f5f2b31e05\",\"fa6ce9ba962119e6201ccc1a\",\"77037a37a718b8b296eee66e\",\"99bba485f0b577e87956cb05\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1126510\",\"name\":\"Jean Luc Thiffeault\"},{\"id\":\"rmp:1671306\",\"name\":\"Samuel Stechmann\"},{\"id\":\"rmp:2045894\",\"name\":\"Saverio Spagnolie\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies by instructor; some find homework easy and self-study sufficient, while others note difficult homework and the need for consistent effort.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"She's Amazing, just look at her CV. She's Brilliant, and an amazing professor. She will put the effort in to make sure you understand the material.\",\"course_id\":\"MATH 322\",\"date\":\"2016-10-17 20:11:13 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ad6051ccaf5902083c9880bc\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3MDQ2ODc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"Professor Smith was great, one of the best Professors I have had, especially in the Math Department.  Her lectures are very well organized and she puts all of her notes online for review. Her grading is fair and her tests are what one would expect; never any curveballs or anything. I highly recommend her\",\"course_id\":\"MATH 322\",\"date\":\"2017-04-04 20:04:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8617b9f5a204b44d86b46607\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTk1MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"An incredible teacher, one of the best in the math department IMO. He relaxed the course difficulty throughout the semester in response to student scores, and was always available on piazza or office hours. Posts lecture notes, and the exams and homework are graded generously. Would go out of my way to take another of his classes\",\"course_id\":\"MATH 322\",\"date\":\"2024-12-21 02:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a4b631590c798532205552c1\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDA0MjIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"The best math professor I have had. Made a very challenging Math 322 course very digestible due to the quality of the lectures. Very open to questions during office hours and tries really hard to break down tough concepts. Clearly cares a ton about his students success. Exams are very reasonable and not insanely hard. 100% would take him again.\",\"course_id\":\"MATH 322\",\"date\":\"2025-04-28 15:23:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7bbe1e343f8a6ad0f79572aa\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMDY4ODg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"This man is an absolute legend. One of the nicest guys I have ever met. Kinetic lectures that make the time fly by, he makes very difficult content digestible. Reasonable exams. Nice, respectful, and extremely helpful in office hours. Professor Spagnolie is the best math professor at UW Madison. \",\"course_id\":\"MATH 322\",\"date\":\"2026-04-10 16:26:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dc57ba9c5f4cecb44d7df73c\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODEyNjEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"}],\"evidence_count\":5,\"review_ids\":[\"ad6051ccaf5902083c9880bc\",\"8617b9f5a204b44d86b46607\",\"a4b631590c798532205552c1\",\"7bbe1e343f8a6ad0f79572aa\",\"dc57ba9c5f4cecb44d7df73c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:152262\",\"name\":\"Leslie Smith\"},{\"id\":\"rmp:2045894\",\"name\":\"Saverio Spagnolie\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"Professors are noted for well-organized lectures, providing notes online, and being available for help in office hours.\"}]}","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_82c0e2f81301acacf0a46a15","course_id":"MATH 322","catalog_version_id":"ad763d9114192957a1b3ee668cd52040ce8941c9e25914e9745d450d9ed1115d","record_version_id":"e8c3f86a1a6c05818803e91f6a8b2c189f5d8a9bc74e8380630dd4e2ce17e42d","job_id":"enrich-789789da373eecc1ff75f626","output_id":"149653c0a49d9f8027f4223c65d2a875f4849e2b0e1fd45a6610addca75a9f23","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 321,376, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":321,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 321\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"376\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_82c0e2f81301acacf0a46a15","course_id":"MATH 322","catalog_version_id":"ad763d9114192957a1b3ee668cd52040ce8941c9e25914e9745d450d9ed1115d","record_version_id":"e8c3f86a1a6c05818803e91f6a8b2c189f5d8a9bc74e8380630dd4e2ce17e42d","job_id":"enrich-789789da373eecc1ff75f626","output_id":"149653c0a49d9f8027f4223c65d2a875f4849e2b0e1fd45a6610addca75a9f23","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 321\",\"field\":\"description\",\"quote\":\"Vector analysis: algebra and geometry of vectors, index notation, 3D rotations, Euler angles; 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Overall, i would say he is highly effective.  Make sure you know your stuff prior to the exam, because the material just keeps building up on itself (seriously, how many ways can you interpret 3 equations?)\",\"course_id\":\"MATH 322\",\"date\":\"2009-05-28 16:50:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2fcd384b7981dc3a34d80090\",\"instructor_id\":\"rmp:1282435\",\"instructor_name\":\"Adrian Tudorascu\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE1OTA4MTg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1282435\"},{\"comment\":\"Great teacher. He is very devoted and passionate and does a great job in connecting math to reality. Exams are fair and attendance/notes is crucial.Course is applied pde's and feels like continuing 319 (321 isn't necessary). Physics background would make this class more interesting on the practical side but you don't need it, I did well without it.\",\"course_id\":\"MATH 322\",\"date\":\"2010-12-15 20:01:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e08ebb20d9c64737aae7e810\",\"instructor_id\":\"rmp:537392\",\"instructor_name\":\"Andrej Zlatos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3OTU1MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/537392\"},{\"comment\":\"He basically followed the book word-for-word, but was always willing to give in-depth explanations when asked.  Very open to questions.  He creates a great classroom atmosphere.  Very friendly and very smart, he is one of my favorite professors in the department\",\"course_id\":\"MATH 322\",\"date\":\"2013-05-27 10:34:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"cb92ab72519978644cf3fb76\",\"instructor_id\":\"rmp:1718673\",\"instructor_name\":\"Gerardo Hernandez-Duenas\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODMxMjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1718673\"},{\"comment\":\"She's Amazing, just look at her CV. She's Brilliant, and an amazing professor. She will put the effort in to make sure you understand the material.\",\"course_id\":\"MATH 322\",\"date\":\"2016-10-17 20:11:13 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ad6051ccaf5902083c9880bc\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3MDQ2ODc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"Professor Smith was great, one of the best Professors I have had, especially in the Math Department.  Her lectures are very well organized and she puts all of her notes online for review. Her grading is fair and her tests are what one would expect; never any curveballs or anything. I highly recommend her\",\"course_id\":\"MATH 322\",\"date\":\"2017-04-04 20:04:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8617b9f5a204b44d86b46607\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTk1MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"Above average professor who makes the math interesting and is helpful in office hours. Fair homework and exams, except there was some coding on most homeworks.\",\"course_id\":\"MATH 322\",\"date\":\"2019-05-12 04:11:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f5589c1420e861d9bf0803ee\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxODQ5MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"Look, at UW-Madison, you're not going to get a better math Professor. The math department is rough with lots of genius mathematicians that suck at lecturing and tough graders. Sam explains material really well (not perfect but well), and clearly CARES about his students. It's still a lot of work to do well, but he is a darn good math prof.\",\"course_id\":\"MATH 322\",\"date\":\"2020-12-22 22:24:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"77037a37a718b8b296eee66e\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0MTc5MzI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"I would believe that Sam would be the ceiling of the math prof I had and I will have. He writes his own notes for 322, and his notes are amazing - physical interpretation with clear derivation, full of insights. His lecture is amazing as well. Vey nice guy. 10/10 recommmended\",\"course_id\":\"MATH 322\",\"date\":\"2021-12-27 01:32:14 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3669506e8ea7688ca50ffbbd\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NjU4ODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"An incredible teacher, one of the best in the math department IMO. He relaxed the course difficulty throughout the semester in response to student scores, and was always available on piazza or office hours. Posts lecture notes, and the exams and homework are graded generously. Would go out of my way to take another of his classes\",\"course_id\":\"MATH 322\",\"date\":\"2024-12-21 02:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a4b631590c798532205552c1\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDA0MjIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"The best math professor I have had. Made a very challenging Math 322 course very digestible due to the quality of the lectures. Very open to questions during office hours and tries really hard to break down tough concepts. Clearly cares a ton about his students success. Exams are very reasonable and not insanely hard. 100% would take him again.\",\"course_id\":\"MATH 322\",\"date\":\"2025-04-28 15:23:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7bbe1e343f8a6ad0f79572aa\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMDY4ODg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"Great lecturer. The homework is difficult but not crazy. The exams are very fair. \\n\\nHe did these 5 minute quizzes that were 20% of the grade on things often from the previous lecture. Be worried about them.\",\"course_id\":\"MATH 322\",\"date\":\"2025-05-07 06:10:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"99bba485f0b577e87956cb05\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTkwODU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"Ethusiastic, charismatic, legendary. \",\"course_id\":\"MATH 322\",\"date\":\"2025-06-21 18:50:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"23ae9a42a73aec28b07e1b60\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDUyMDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"Dr. Saverio was a great lecturer.  I would definitely take a class with him again.\",\"course_id\":\"MATH 322\",\"date\":\"2025-10-07 00:48:06 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1903222f87d24482d9e1c296\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNjkyNzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"This man is an absolute legend. One of the nicest guys I have ever met. Kinetic lectures that make the time fly by, he makes very difficult content digestible. Reasonable exams. Nice, respectful, and extremely helpful in office hours. Professor Spagnolie is the best math professor at UW Madison. \",\"course_id\":\"MATH 322\",\"date\":\"2026-04-10 16:26:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dc57ba9c5f4cecb44d7df73c\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODEyNjEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"}],\"evidence_count\":14,\"review_ids\":[\"2fcd384b7981dc3a34d80090\",\"e08ebb20d9c64737aae7e810\",\"cb92ab72519978644cf3fb76\",\"ad6051ccaf5902083c9880bc\",\"8617b9f5a204b44d86b46607\",\"f5589c1420e861d9bf0803ee\",\"77037a37a718b8b296eee66e\",\"3669506e8ea7688ca50ffbbd\",\"a4b631590c798532205552c1\",\"7bbe1e343f8a6ad0f79572aa\",\"99bba485f0b577e87956cb05\",\"23ae9a42a73aec28b07e1b60\",\"1903222f87d24482d9e1c296\",\"dc57ba9c5f4cecb44d7df73c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1282435\",\"name\":\"Adrian Tudorascu\"},{\"id\":\"rmp:152262\",\"name\":\"Leslie Smith\"},{\"id\":\"rmp:1671306\",\"name\":\"Samuel Stechmann\"},{\"id\":\"rmp:1718673\",\"name\":\"Gerardo Hernandez-Duenas\"},{\"id\":\"rmp:2045894\",\"name\":\"Saverio Spagnolie\"},{\"id\":\"rmp:537392\",\"name\":\"Andrej Zlatos\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2009\"},\"sentiment\":\"positive\",\"summary\":\"Professors are consistently praised for clear, engaging lectures and excellent explanations of complex material.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Great teacher. He is very devoted and passionate and does a great job in connecting math to reality. Exams are fair and attendance/notes is crucial.Course is applied pde's and feels like continuing 319 (321 isn't necessary). Physics background would make this class more interesting on the practical side but you don't need it, I did well without it.\",\"course_id\":\"MATH 322\",\"date\":\"2010-12-15 20:01:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e08ebb20d9c64737aae7e810\",\"instructor_id\":\"rmp:537392\",\"instructor_name\":\"Andrej Zlatos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3OTU1MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/537392\"},{\"comment\":\"OK professor, lectures were good, except I didn't learn much of anything from them. Taught myself from book mostly. If you understand the material, should be easy to get a good grade. Not the best at offering helpful advice. Hmwk isnt bad, should be an easy A, tests give a lot of partial credit and are FROM THE HMWK. Hilarious dude, though.\",\"course_id\":\"MATH 322\",\"date\":\"2016-05-21 13:33:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3eee8f9e9f97d1f5f2b31e05\",\"instructor_id\":\"rmp:1126510\",\"instructor_name\":\"Jean Luc Thiffeault\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjI5NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1126510\"},{\"comment\":\"Professor Smith was great, one of the best Professors I have had, especially in the Math Department.  Her lectures are very well organized and she puts all of her notes online for review. Her grading is fair and her tests are what one would expect; never any curveballs or anything. I highly recommend her\",\"course_id\":\"MATH 322\",\"date\":\"2017-04-04 20:04:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8617b9f5a204b44d86b46607\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTk1MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"Above average professor who makes the math interesting and is helpful in office hours. Fair homework and exams, except there was some coding on most homeworks.\",\"course_id\":\"MATH 322\",\"date\":\"2019-05-12 04:11:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f5589c1420e861d9bf0803ee\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxODQ5MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"The best math professor I have had. Made a very challenging Math 322 course very digestible due to the quality of the lectures. Very open to questions during office hours and tries really hard to break down tough concepts. Clearly cares a ton about his students success. Exams are very reasonable and not insanely hard. 100% would take him again.\",\"course_id\":\"MATH 322\",\"date\":\"2025-04-28 15:23:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7bbe1e343f8a6ad0f79572aa\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMDY4ODg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"Great lecturer. The homework is difficult but not crazy. The exams are very fair. \\n\\nHe did these 5 minute quizzes that were 20% of the grade on things often from the previous lecture. Be worried about them.\",\"course_id\":\"MATH 322\",\"date\":\"2025-05-07 06:10:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"99bba485f0b577e87956cb05\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTkwODU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"This man is an absolute legend. One of the nicest guys I have ever met. Kinetic lectures that make the time fly by, he makes very difficult content digestible. Reasonable exams. Nice, respectful, and extremely helpful in office hours. Professor Spagnolie is the best math professor at UW Madison. \",\"course_id\":\"MATH 322\",\"date\":\"2026-04-10 16:26:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dc57ba9c5f4cecb44d7df73c\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODEyNjEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"}],\"evidence_count\":7,\"review_ids\":[\"e08ebb20d9c64737aae7e810\",\"3eee8f9e9f97d1f5f2b31e05\",\"8617b9f5a204b44d86b46607\",\"f5589c1420e861d9bf0803ee\",\"7bbe1e343f8a6ad0f79572aa\",\"99bba485f0b577e87956cb05\",\"dc57ba9c5f4cecb44d7df73c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1126510\",\"name\":\"Jean Luc Thiffeault\"},{\"id\":\"rmp:152262\",\"name\":\"Leslie Smith\"},{\"id\":\"rmp:1671306\",\"name\":\"Samuel Stechmann\"},{\"id\":\"rmp:2045894\",\"name\":\"Saverio Spagnolie\"},{\"id\":\"rmp:537392\",\"name\":\"Andrej Zlatos\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2010\"},\"sentiment\":\"positive\",\"summary\":\"Exams are generally considered fair, reasonable, and often derived from homework problems, with generous partial credit.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"OK professor, lectures were good, except I didn't learn much of anything from them. Taught myself from book mostly. If you understand the material, should be easy to get a good grade. Not the best at offering helpful advice. Hmwk isnt bad, should be an easy A, tests give a lot of partial credit and are FROM THE HMWK. Hilarious dude, though.\",\"course_id\":\"MATH 322\",\"date\":\"2016-05-21 13:33:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3eee8f9e9f97d1f5f2b31e05\",\"instructor_id\":\"rmp:1126510\",\"instructor_name\":\"Jean Luc Thiffeault\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjI5NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1126510\"},{\"comment\":\"Sam is better than the average math prof here (as you mightve noticed already, they are usually bad). However: he often writes things on the board without explaining them. He sort of assumes you know exactly what hes talking about;things get confusing. Frequently makes mistakes that students have to correct. Weekly HW is OK, not lengthy.\",\"course_id\":\"MATH 322\",\"date\":\"2019-04-11 18:00:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fa6ce9ba962119e6201ccc1a\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMxNTc1Mjk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"Look, at UW-Madison, you're not going to get a better math Professor. The math department is rough with lots of genius mathematicians that suck at lecturing and tough graders. Sam explains material really well (not perfect but well), and clearly CARES about his students. It's still a lot of work to do well, but he is a darn good math prof.\",\"course_id\":\"MATH 322\",\"date\":\"2020-12-22 22:24:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"77037a37a718b8b296eee66e\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0MTc5MzI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"Great lecturer. The homework is difficult but not crazy. The exams are very fair. \\n\\nHe did these 5 minute quizzes that were 20% of the grade on things often from the previous lecture. Be worried about them.\",\"course_id\":\"MATH 322\",\"date\":\"2025-05-07 06:10:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"99bba485f0b577e87956cb05\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTkwODU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"}],\"evidence_count\":4,\"review_ids\":[\"3eee8f9e9f97d1f5f2b31e05\",\"fa6ce9ba962119e6201ccc1a\",\"77037a37a718b8b296eee66e\",\"99bba485f0b577e87956cb05\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1126510\",\"name\":\"Jean Luc Thiffeault\"},{\"id\":\"rmp:1671306\",\"name\":\"Samuel Stechmann\"},{\"id\":\"rmp:2045894\",\"name\":\"Saverio Spagnolie\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies by instructor; some find homework easy and self-study sufficient, while others note difficult homework and the need for consistent effort.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"She's Amazing, just look at her CV. She's Brilliant, and an amazing professor. She will put the effort in to make sure you understand the material.\",\"course_id\":\"MATH 322\",\"date\":\"2016-10-17 20:11:13 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ad6051ccaf5902083c9880bc\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3MDQ2ODc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"Professor Smith was great, one of the best Professors I have had, especially in the Math Department.  Her lectures are very well organized and she puts all of her notes online for review. Her grading is fair and her tests are what one would expect; never any curveballs or anything. I highly recommend her\",\"course_id\":\"MATH 322\",\"date\":\"2017-04-04 20:04:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8617b9f5a204b44d86b46607\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTk1MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"An incredible teacher, one of the best in the math department IMO. He relaxed the course difficulty throughout the semester in response to student scores, and was always available on piazza or office hours. Posts lecture notes, and the exams and homework are graded generously. Would go out of my way to take another of his classes\",\"course_id\":\"MATH 322\",\"date\":\"2024-12-21 02:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a4b631590c798532205552c1\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDA0MjIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"The best math professor I have had. Made a very challenging Math 322 course very digestible due to the quality of the lectures. Very open to questions during office hours and tries really hard to break down tough concepts. Clearly cares a ton about his students success. Exams are very reasonable and not insanely hard. 100% would take him again.\",\"course_id\":\"MATH 322\",\"date\":\"2025-04-28 15:23:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7bbe1e343f8a6ad0f79572aa\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMDY4ODg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"This man is an absolute legend. One of the nicest guys I have ever met. Kinetic lectures that make the time fly by, he makes very difficult content digestible. Reasonable exams. Nice, respectful, and extremely helpful in office hours. Professor Spagnolie is the best math professor at UW Madison. \",\"course_id\":\"MATH 322\",\"date\":\"2026-04-10 16:26:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dc57ba9c5f4cecb44d7df73c\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODEyNjEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"}],\"evidence_count\":5,\"review_ids\":[\"ad6051ccaf5902083c9880bc\",\"8617b9f5a204b44d86b46607\",\"a4b631590c798532205552c1\",\"7bbe1e343f8a6ad0f79572aa\",\"dc57ba9c5f4cecb44d7df73c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:152262\",\"name\":\"Leslie Smith\"},{\"id\":\"rmp:2045894\",\"name\":\"Saverio Spagnolie\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"Professors are noted for well-organized lectures, providing notes online, and being available for help in office hours.\"}]}","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_82c0e2f81301acacf0a46a15","course_id":"MATH 322","catalog_version_id":"ad763d9114192957a1b3ee668cd52040ce8941c9e25914e9745d450d9ed1115d","record_version_id":"e8c3f86a1a6c05818803e91f6a8b2c189f5d8a9bc74e8380630dd4e2ce17e42d","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"344436ae3bba8c6651c604ef5526c8e985242d0606b40dde07d627222be6f64c","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"c743826fef9bebd5d015856fa7f64fee339975cee426127a7cc250d2cdefdb51\",\"course_id\":\"MATH 322\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 2.93 GPA, 40.9% A/AB (n=22 letter grades); Spring 2025: 2.88 GPA, 52.0% A/AB (n=25 letter grades); Spring 2026: 2.64 GPA, 30.3% A/AB (n=33 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"}],\"text\":\"ADRIAN TUDORASCU is recorded teaching in Spring 2009. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"ANDREJ ZLATOS is recorded teaching in Fall 2010, Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"}],\"text\":\"GERARDO HERNANDEZ-DUENAS is recorded teaching in Spring 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"JEAN-LUC THIFFEAULT is recorded teaching in Fall 2011, Spring 2012, Fall 2013, Spring 2016, Spring 2017, Spring 2018, Fall 2018, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"LESLIE SMITH is recorded teaching in Fall 2016, Fall 2017, Fall 2022, Spring 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"SAMUEL STECHMANN is recorded teaching in Spring 2019, Fall 2020, Fall 2021, Spring 2023. 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Overall, i would say he is highly effective.  Make sure you know your stuff prior to the exam, because the material just keeps building up on itself (seriously, how many ways can you interpret 3 equations?)\",\"course_id\":\"MATH 322\",\"date\":\"2009-05-28 16:50:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2fcd384b7981dc3a34d80090\",\"instructor_id\":\"rmp:1282435\",\"instructor_name\":\"Adrian Tudorascu\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE1OTA4MTg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1282435\"},{\"comment\":\"Great teacher. He is very devoted and passionate and does a great job in connecting math to reality. Exams are fair and attendance/notes is crucial.Course is applied pde's and feels like continuing 319 (321 isn't necessary). Physics background would make this class more interesting on the practical side but you don't need it, I did well without it.\",\"course_id\":\"MATH 322\",\"date\":\"2010-12-15 20:01:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e08ebb20d9c64737aae7e810\",\"instructor_id\":\"rmp:537392\",\"instructor_name\":\"Andrej Zlatos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3OTU1MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/537392\"},{\"comment\":\"He basically followed the book word-for-word, but was always willing to give in-depth explanations when asked.  Very open to questions.  He creates a great classroom atmosphere.  Very friendly and very smart, he is one of my favorite professors in the department\",\"course_id\":\"MATH 322\",\"date\":\"2013-05-27 10:34:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"cb92ab72519978644cf3fb76\",\"instructor_id\":\"rmp:1718673\",\"instructor_name\":\"Gerardo Hernandez-Duenas\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODMxMjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1718673\"},{\"comment\":\"She's Amazing, just look at her CV. She's Brilliant, and an amazing professor. She will put the effort in to make sure you understand the material.\",\"course_id\":\"MATH 322\",\"date\":\"2016-10-17 20:11:13 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ad6051ccaf5902083c9880bc\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3MDQ2ODc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"Professor Smith was great, one of the best Professors I have had, especially in the Math Department.  Her lectures are very well organized and she puts all of her notes online for review. Her grading is fair and her tests are what one would expect; never any curveballs or anything. I highly recommend her\",\"course_id\":\"MATH 322\",\"date\":\"2017-04-04 20:04:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8617b9f5a204b44d86b46607\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTk1MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"Above average professor who makes the math interesting and is helpful in office hours. Fair homework and exams, except there was some coding on most homeworks.\",\"course_id\":\"MATH 322\",\"date\":\"2019-05-12 04:11:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f5589c1420e861d9bf0803ee\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxODQ5MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"Look, at UW-Madison, you're not going to get a better math Professor. The math department is rough with lots of genius mathematicians that suck at lecturing and tough graders. Sam explains material really well (not perfect but well), and clearly CARES about his students. It's still a lot of work to do well, but he is a darn good math prof.\",\"course_id\":\"MATH 322\",\"date\":\"2020-12-22 22:24:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"77037a37a718b8b296eee66e\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0MTc5MzI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"I would believe that Sam would be the ceiling of the math prof I had and I will have. He writes his own notes for 322, and his notes are amazing - physical interpretation with clear derivation, full of insights. His lecture is amazing as well. Vey nice guy. 10/10 recommmended\",\"course_id\":\"MATH 322\",\"date\":\"2021-12-27 01:32:14 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3669506e8ea7688ca50ffbbd\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NjU4ODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"An incredible teacher, one of the best in the math department IMO. He relaxed the course difficulty throughout the semester in response to student scores, and was always available on piazza or office hours. Posts lecture notes, and the exams and homework are graded generously. Would go out of my way to take another of his classes\",\"course_id\":\"MATH 322\",\"date\":\"2024-12-21 02:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a4b631590c798532205552c1\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDA0MjIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"The best math professor I have had. Made a very challenging Math 322 course very digestible due to the quality of the lectures. Very open to questions during office hours and tries really hard to break down tough concepts. Clearly cares a ton about his students success. Exams are very reasonable and not insanely hard. 100% would take him again.\",\"course_id\":\"MATH 322\",\"date\":\"2025-04-28 15:23:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7bbe1e343f8a6ad0f79572aa\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMDY4ODg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"Great lecturer. The homework is difficult but not crazy. The exams are very fair. \\n\\nHe did these 5 minute quizzes that were 20% of the grade on things often from the previous lecture. Be worried about them.\",\"course_id\":\"MATH 322\",\"date\":\"2025-05-07 06:10:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"99bba485f0b577e87956cb05\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTkwODU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"Ethusiastic, charismatic, legendary. \",\"course_id\":\"MATH 322\",\"date\":\"2025-06-21 18:50:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"23ae9a42a73aec28b07e1b60\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDUyMDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"Dr. Saverio was a great lecturer.  I would definitely take a class with him again.\",\"course_id\":\"MATH 322\",\"date\":\"2025-10-07 00:48:06 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1903222f87d24482d9e1c296\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNjkyNzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"This man is an absolute legend. One of the nicest guys I have ever met. Kinetic lectures that make the time fly by, he makes very difficult content digestible. Reasonable exams. Nice, respectful, and extremely helpful in office hours. Professor Spagnolie is the best math professor at UW Madison. \",\"course_id\":\"MATH 322\",\"date\":\"2026-04-10 16:26:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dc57ba9c5f4cecb44d7df73c\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODEyNjEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"}],\"evidence_count\":14,\"review_ids\":[\"2fcd384b7981dc3a34d80090\",\"e08ebb20d9c64737aae7e810\",\"cb92ab72519978644cf3fb76\",\"ad6051ccaf5902083c9880bc\",\"8617b9f5a204b44d86b46607\",\"f5589c1420e861d9bf0803ee\",\"77037a37a718b8b296eee66e\",\"3669506e8ea7688ca50ffbbd\",\"a4b631590c798532205552c1\",\"7bbe1e343f8a6ad0f79572aa\",\"99bba485f0b577e87956cb05\",\"23ae9a42a73aec28b07e1b60\",\"1903222f87d24482d9e1c296\",\"dc57ba9c5f4cecb44d7df73c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1282435\",\"name\":\"Adrian Tudorascu\"},{\"id\":\"rmp:152262\",\"name\":\"Leslie Smith\"},{\"id\":\"rmp:1671306\",\"name\":\"Samuel Stechmann\"},{\"id\":\"rmp:1718673\",\"name\":\"Gerardo Hernandez-Duenas\"},{\"id\":\"rmp:2045894\",\"name\":\"Saverio Spagnolie\"},{\"id\":\"rmp:537392\",\"name\":\"Andrej Zlatos\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2009\"},\"sentiment\":\"positive\",\"summary\":\"Professors are consistently praised for clear, engaging lectures and excellent explanations of complex material.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Great teacher. He is very devoted and passionate and does a great job in connecting math to reality. Exams are fair and attendance/notes is crucial.Course is applied pde's and feels like continuing 319 (321 isn't necessary). Physics background would make this class more interesting on the practical side but you don't need it, I did well without it.\",\"course_id\":\"MATH 322\",\"date\":\"2010-12-15 20:01:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e08ebb20d9c64737aae7e810\",\"instructor_id\":\"rmp:537392\",\"instructor_name\":\"Andrej Zlatos\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3OTU1MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/537392\"},{\"comment\":\"OK professor, lectures were good, except I didn't learn much of anything from them. Taught myself from book mostly. If you understand the material, should be easy to get a good grade. Not the best at offering helpful advice. Hmwk isnt bad, should be an easy A, tests give a lot of partial credit and are FROM THE HMWK. Hilarious dude, though.\",\"course_id\":\"MATH 322\",\"date\":\"2016-05-21 13:33:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3eee8f9e9f97d1f5f2b31e05\",\"instructor_id\":\"rmp:1126510\",\"instructor_name\":\"Jean Luc Thiffeault\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjI5NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1126510\"},{\"comment\":\"Professor Smith was great, one of the best Professors I have had, especially in the Math Department.  Her lectures are very well organized and she puts all of her notes online for review. Her grading is fair and her tests are what one would expect; never any curveballs or anything. I highly recommend her\",\"course_id\":\"MATH 322\",\"date\":\"2017-04-04 20:04:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8617b9f5a204b44d86b46607\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTk1MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"Above average professor who makes the math interesting and is helpful in office hours. Fair homework and exams, except there was some coding on most homeworks.\",\"course_id\":\"MATH 322\",\"date\":\"2019-05-12 04:11:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f5589c1420e861d9bf0803ee\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxODQ5MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"The best math professor I have had. Made a very challenging Math 322 course very digestible due to the quality of the lectures. Very open to questions during office hours and tries really hard to break down tough concepts. Clearly cares a ton about his students success. Exams are very reasonable and not insanely hard. 100% would take him again.\",\"course_id\":\"MATH 322\",\"date\":\"2025-04-28 15:23:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7bbe1e343f8a6ad0f79572aa\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMDY4ODg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"Great lecturer. The homework is difficult but not crazy. The exams are very fair. \\n\\nHe did these 5 minute quizzes that were 20% of the grade on things often from the previous lecture. Be worried about them.\",\"course_id\":\"MATH 322\",\"date\":\"2025-05-07 06:10:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"99bba485f0b577e87956cb05\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTkwODU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"This man is an absolute legend. One of the nicest guys I have ever met. Kinetic lectures that make the time fly by, he makes very difficult content digestible. Reasonable exams. Nice, respectful, and extremely helpful in office hours. Professor Spagnolie is the best math professor at UW Madison. \",\"course_id\":\"MATH 322\",\"date\":\"2026-04-10 16:26:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dc57ba9c5f4cecb44d7df73c\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODEyNjEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"}],\"evidence_count\":7,\"review_ids\":[\"e08ebb20d9c64737aae7e810\",\"3eee8f9e9f97d1f5f2b31e05\",\"8617b9f5a204b44d86b46607\",\"f5589c1420e861d9bf0803ee\",\"7bbe1e343f8a6ad0f79572aa\",\"99bba485f0b577e87956cb05\",\"dc57ba9c5f4cecb44d7df73c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1126510\",\"name\":\"Jean Luc Thiffeault\"},{\"id\":\"rmp:152262\",\"name\":\"Leslie Smith\"},{\"id\":\"rmp:1671306\",\"name\":\"Samuel Stechmann\"},{\"id\":\"rmp:2045894\",\"name\":\"Saverio Spagnolie\"},{\"id\":\"rmp:537392\",\"name\":\"Andrej Zlatos\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2010\"},\"sentiment\":\"positive\",\"summary\":\"Exams are generally considered fair, reasonable, and often derived from homework problems, with generous partial credit.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"OK professor, lectures were good, except I didn't learn much of anything from them. Taught myself from book mostly. If you understand the material, should be easy to get a good grade. Not the best at offering helpful advice. Hmwk isnt bad, should be an easy A, tests give a lot of partial credit and are FROM THE HMWK. Hilarious dude, though.\",\"course_id\":\"MATH 322\",\"date\":\"2016-05-21 13:33:54 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3eee8f9e9f97d1f5f2b31e05\",\"instructor_id\":\"rmp:1126510\",\"instructor_name\":\"Jean Luc Thiffeault\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2NjI5NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1126510\"},{\"comment\":\"Sam is better than the average math prof here (as you mightve noticed already, they are usually bad). However: he often writes things on the board without explaining them. He sort of assumes you know exactly what hes talking about;things get confusing. Frequently makes mistakes that students have to correct. Weekly HW is OK, not lengthy.\",\"course_id\":\"MATH 322\",\"date\":\"2019-04-11 18:00:22 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fa6ce9ba962119e6201ccc1a\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMxNTc1Mjk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"Look, at UW-Madison, you're not going to get a better math Professor. The math department is rough with lots of genius mathematicians that suck at lecturing and tough graders. Sam explains material really well (not perfect but well), and clearly CARES about his students. It's still a lot of work to do well, but he is a darn good math prof.\",\"course_id\":\"MATH 322\",\"date\":\"2020-12-22 22:24:53 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"77037a37a718b8b296eee66e\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0MTc5MzI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"Great lecturer. The homework is difficult but not crazy. The exams are very fair. \\n\\nHe did these 5 minute quizzes that were 20% of the grade on things often from the previous lecture. Be worried about them.\",\"course_id\":\"MATH 322\",\"date\":\"2025-05-07 06:10:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"99bba485f0b577e87956cb05\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTkwODU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"}],\"evidence_count\":4,\"review_ids\":[\"3eee8f9e9f97d1f5f2b31e05\",\"fa6ce9ba962119e6201ccc1a\",\"77037a37a718b8b296eee66e\",\"99bba485f0b577e87956cb05\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1126510\",\"name\":\"Jean Luc Thiffeault\"},{\"id\":\"rmp:1671306\",\"name\":\"Samuel Stechmann\"},{\"id\":\"rmp:2045894\",\"name\":\"Saverio Spagnolie\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2016\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies by instructor; some find homework easy and self-study sufficient, while others note difficult homework and the need for consistent effort.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"She's Amazing, just look at her CV. She's Brilliant, and an amazing professor. She will put the effort in to make sure you understand the material.\",\"course_id\":\"MATH 322\",\"date\":\"2016-10-17 20:11:13 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ad6051ccaf5902083c9880bc\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3MDQ2ODc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"Professor Smith was great, one of the best Professors I have had, especially in the Math Department.  Her lectures are very well organized and she puts all of her notes online for review. Her grading is fair and her tests are what one would expect; never any curveballs or anything. I highly recommend her\",\"course_id\":\"MATH 322\",\"date\":\"2017-04-04 20:04:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8617b9f5a204b44d86b46607\",\"instructor_id\":\"rmp:152262\",\"instructor_name\":\"Leslie Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTk1MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\"},{\"comment\":\"An incredible teacher, one of the best in the math department IMO. He relaxed the course difficulty throughout the semester in response to student scores, and was always available on piazza or office hours. Posts lecture notes, and the exams and homework are graded generously. Would go out of my way to take another of his classes\",\"course_id\":\"MATH 322\",\"date\":\"2024-12-21 02:51:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a4b631590c798532205552c1\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDA0MjIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"The best math professor I have had. Made a very challenging Math 322 course very digestible due to the quality of the lectures. Very open to questions during office hours and tries really hard to break down tough concepts. Clearly cares a ton about his students success. Exams are very reasonable and not insanely hard. 100% would take him again.\",\"course_id\":\"MATH 322\",\"date\":\"2025-04-28 15:23:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7bbe1e343f8a6ad0f79572aa\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMDY4ODg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"This man is an absolute legend. One of the nicest guys I have ever met. Kinetic lectures that make the time fly by, he makes very difficult content digestible. Reasonable exams. Nice, respectful, and extremely helpful in office hours. Professor Spagnolie is the best math professor at UW Madison. \",\"course_id\":\"MATH 322\",\"date\":\"2026-04-10 16:26:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dc57ba9c5f4cecb44d7df73c\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODEyNjEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"}],\"evidence_count\":5,\"review_ids\":[\"ad6051ccaf5902083c9880bc\",\"8617b9f5a204b44d86b46607\",\"a4b631590c798532205552c1\",\"7bbe1e343f8a6ad0f79572aa\",\"dc57ba9c5f4cecb44d7df73c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:152262\",\"name\":\"Leslie Smith\"},{\"id\":\"rmp:2045894\",\"name\":\"Saverio Spagnolie\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"summary\":\"Professors are noted for well-organized lectures, providing notes online, and being available for help in office hours.\"}]}","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_82c0e2f81301acacf0a46a15","course_id":"MATH 322","catalog_version_id":"ad763d9114192957a1b3ee668cd52040ce8941c9e25914e9745d450d9ed1115d","record_version_id":"e8c3f86a1a6c05818803e91f6a8b2c189f5d8a9bc74e8380630dd4e2ce17e42d","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"de59cd2a283ad20c369392c3965fb8d53cb278b4e647b81a83fe348e4fce71d1","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"c743826fef9bebd5d015856fa7f64fee339975cee426127a7cc250d2cdefdb51\",\"course_id\":\"MATH 322\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Saverio Spagnolie\",\"review_date\":\"2025-05-07 06:10:14 +0000 UTC\",\"review_id\":\"99bba485f0b577e87956cb05\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2045894\",\"source_review_id\":\"UmF0aW5nLTQxMTkwODU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\",\"type\":\"review\"},{\"instructor_name\":\"Adrian Tudorascu\",\"review_date\":\"2009-05-28 16:50:43 +0000 UTC\",\"review_id\":\"2fcd384b7981dc3a34d80090\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1282435\",\"source_review_id\":\"UmF0aW5nLTE1OTA4MTg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1282435\",\"type\":\"review\"}],\"text\":\"Historical reviews of Adrian Tudorascu, Saverio Spagnolie: Spagnolie assigns difficult homework and short quizzes worth significant grades, while Tudorascu warns that material builds cumulatively and requires prior knowledge.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Saverio Spagnolie\",\"review_date\":\"2024-12-21 02:51:44 +0000 UTC\",\"review_id\":\"a4b631590c798532205552c1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2045894\",\"source_review_id\":\"UmF0aW5nLTQwNDA0MjIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\",\"type\":\"review\"},{\"instructor_name\":\"Saverio Spagnolie\",\"review_date\":\"2025-05-07 06:10:14 +0000 UTC\",\"review_id\":\"99bba485f0b577e87956cb05\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2045894\",\"source_review_id\":\"UmF0aW5nLTQxMTkwODU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\",\"type\":\"review\"},{\"instructor_name\":\"Saverio Spagnolie\",\"review_date\":\"2026-04-10 16:26:28 +0000 UTC\",\"review_id\":\"dc57ba9c5f4cecb44d7df73c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2045894\",\"source_review_id\":\"UmF0aW5nLTQyODEyNjEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\",\"type\":\"review\"}],\"text\":\"Historical reviews of Saverio Spagnolie: Saverio Spagnolie is highly praised for kinetic lectures that make difficult content digestible and for being extremely helpful in office hours. Reviewers note that while homework can be difficult, exams are fair and grading is generous. He actively adjusts course difficulty based on student performance and provides comprehensive lecture notes.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Saverio Spagnolie\",\"review_date\":\"2024-12-21 02:51:44 +0000 UTC\",\"review_id\":\"a4b631590c798532205552c1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2045894\",\"source_review_id\":\"UmF0aW5nLTQwNDA0MjIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\",\"type\":\"review\"},{\"instructor_name\":\"Saverio Spagnolie\",\"review_date\":\"2026-04-10 16:26:28 +0000 UTC\",\"review_id\":\"dc57ba9c5f4cecb44d7df73c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2045894\",\"source_review_id\":\"UmF0aW5nLTQyODEyNjEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\",\"type\":\"review\"}],\"text\":\"Historical reviews of Saverio Spagnolie: Saverio Spagnolie is described as an incredible teacher who makes difficult content digestible through kinetic lectures and is extremely helpful in office hours.\"},{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 2.93 GPA, 40.9% A/AB (n=22 letter grades); Spring 2025: 2.88 GPA, 52.0% A/AB (n=25 letter grades); Spring 2026: 2.64 GPA, 30.3% A/AB (n=33 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Saverio Spagnolie\",\"review_date\":\"2024-12-21 02:51:44 +0000 UTC\",\"review_id\":\"a4b631590c798532205552c1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2045894\",\"source_review_id\":\"UmF0aW5nLTQwNDA0MjIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\",\"type\":\"review\"},{\"instructor_name\":\"Leslie Smith\",\"review_date\":\"2017-04-04 20:04:11 +0000 UTC\",\"review_id\":\"8617b9f5a204b44d86b46607\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:152262\",\"source_review_id\":\"UmF0aW5nLTI3OTk1MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152262\",\"type\":\"review\"}],\"text\":\"Historical reviews of Leslie Smith, Saverio Spagnolie: Spagnolie offers generous grading and posted notes, while Smith provides well-organized lectures and fair tests without curveballs.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"}],\"text\":\"ADRIAN TUDORASCU is recorded teaching in Spring 2009. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"ANDREJ ZLATOS is recorded teaching in Fall 2010, Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"}],\"text\":\"GERARDO HERNANDEZ-DUENAS is recorded teaching in Spring 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"JEAN-LUC THIFFEAULT is recorded teaching in Fall 2011, Spring 2012, Fall 2013, Spring 2016, Spring 2017, Spring 2018, Fall 2018, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"LESLIE SMITH is recorded teaching in Fall 2016, Fall 2017, Fall 2022, Spring 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"SAMUEL STECHMANN is recorded teaching in Spring 2019, Fall 2020, Fall 2021, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 322\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"source_record\":{\"entity_id\":\"d4c13f37-4227-3fdd-8d0a-dbe117707b43\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"SAVERIO SPAGNOLIE is recorded teaching in Fall 2024, Spring 2025. 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}]