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Assessments relied heavily on three exams for which practice materials were provided, but students disagreed on whether lectures and worksheets were effective or a waste of time compared to self-study.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.09 GPA, 44.9% A/AB (n=118 letter grades); Spring 2026: 3.11 GPA, 45.8% A/AB (n=240 letter grades).\"}]},{\"instructor_uid\":\"instructor_6419be81226c791349ad5519\",\"message\":\"No course-specific reviews available\",\"name\":\"Shiva Chidambaram\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3064250\",\"summary\":[{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.10 GPA, 47.3% A/AB (n=91 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Scott Hiatt\",\"review_date\":\"2026-01-18 21:19:09 +0000 UTC\",\"review_id\":\"c052782fe083924463966fbf\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3153000\",\"source_review_id\":\"UmF0aW5nLTQyNTE3MDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153000\",\"type\":\"review\"},{\"instructor_name\":\"Scott Hiatt\",\"review_date\":\"2025-12-22 21:10:47 +0000 UTC\",\"review_id\":\"e9d2cab4c19a12e9df6ae3c8\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3153000\",\"source_review_id\":\"UmF0aW5nLTQyMzc3ODY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153000\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"The course involves very little homework, with three exams comprising almost the entire grade. 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Yang Yang went through examples and explained concepts well, using a chalkboard with filled-in notes to follow, and students found the course not too hard if they paid attention in lecture and completed the homework.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Scott Hiatt\",\"review_date\":\"2026-01-18 21:19:09 +0000 UTC\",\"review_id\":\"c052782fe083924463966fbf\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3153000\",\"source_review_id\":\"UmF0aW5nLTQyNTE3MDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153000\",\"type\":\"review\"},{\"instructor_name\":\"Scott Hiatt\",\"review_date\":\"2026-05-08 02:44:00 +0000 UTC\",\"review_id\":\"7159db9feacdce6fe80c2701\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3153000\",\"source_review_id\":\"UmF0aW5nLTQzMDY3NDk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153000\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Scott Hiatt teaches this 300-level math course with a focus on exams and minimal homework. Students found his explanations of concepts helpful, though some found the delivery style dry.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.14 GPA, 46.6% A/AB (n=746 letter grades); Fall 2025: 3.07 GPA, 45.9% A/AB (n=610 letter grades); Spring 2026: 3.16 GPA, 50.3% A/AB (n=787 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Scott Hiatt\",\"review_date\":\"2026-05-01 17:12:15 +0000 UTC\",\"review_id\":\"d2100b5648d7a16a75c98f3d\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3153000\",\"source_review_id\":\"UmF0aW5nLTQyOTk2MjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153000\",\"type\":\"review\"},{\"instructor_name\":\"Scott Hiatt\",\"review_date\":\"2026-05-08 02:44:00 +0000 UTC\",\"review_id\":\"7159db9feacdce6fe80c2701\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3153000\",\"source_review_id\":\"UmF0aW5nLTQzMDY3NDk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153000\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Opinions on Scott Hiatt's lectures were mixed; some found them hard to follow or boring, while others appreciated his willingness to answer questions and walk through problems.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"ADRIANA NENCIU is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"}],\"text\":\"BING WANG is recorded teaching in Fall 2012, Spring 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"FABIAN WALEFFE is recorded teaching in Spring 2013, Spring 2020, Fall 2020, Spring 2022, Spring 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"JOSEPH MILLER is recorded teaching in Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"LAURENTIU MAXIM is recorded teaching in Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"MATH 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Exams were good but were kind of tricky sometimes. It is very easy to make simple mistakes.  This class was for Engineers which I am not.  highly recommend.\",\"course_id\":\"MATH 320\",\"date\":\"2007-02-27 18:22:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6540a13e53b5806c28b0b13\",\"instructor_id\":\"rmp:908115\",\"instructor_name\":\"Adriana Nenciu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEyODg4NDU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/908115\"},{\"comment\":\"Breaks everything down to an understandable level.\",\"course_id\":\"MATH 320\",\"date\":\"2012-01-22 13:26:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"bbd55dd938cf3f24b475ed15\",\"instructor_id\":\"rmp:262518\",\"instructor_name\":\"Sigurd Angenent\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NzU3NDg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/262518\"},{\"comment\":\"Best math professor I've had at UW. His lectures actually coincide with the homework (what?! who would have guessed that was a thing!) and the tests are just like the homework with a few theory problems thrown in that we discussed in lecture- but definitely a fair grader. Great professor\",\"course_id\":\"MATH 320\",\"date\":\"2013-05-23 12:07:21 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"304580abfc1c44a53cd9dcfb\",\"instructor_id\":\"rmp:1795962\",\"instructor_name\":\"Matthew Johnston\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODE2MjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1795962\"},{\"comment\":\"He's a nice guy and can be funny at times, but an awful teacher. You won't follow a thing he does in lecture; he pretty much told us in the beginning that nothing he does in lecture would be on an exam. The only reason I got an A was because of our awesome TA Sabrina, and the fact that SHE made up the exams, not him. 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Tests and h/w were a breeze.\",\"course_id\":\"MATH 320\",\"date\":\"2009-01-02 21:44:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f32154316a2cebd49666f468\",\"instructor_id\":\"rmp:1090935\",\"instructor_name\":\"Yannan Qiu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MzA3NTYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1090935\"}],\"evidence_count\":6,\"review_ids\":[\"d6540a13e53b5806c28b0b13\",\"bbd55dd938cf3f24b475ed15\",\"304580abfc1c44a53cd9dcfb\",\"e0e42a32452d9bff9179149d\",\"63f52b3734f8afc9829b1749\",\"f32154316a2cebd49666f468\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1090935\",\"name\":\"Yannan Qiu\"},{\"id\":\"rmp:1795962\",\"name\":\"Matthew Johnston\"},{\"id\":\"rmp:262518\",\"name\":\"Sigurd Angenent\"},{\"id\":\"rmp:513807\",\"name\":\"Amir Assadi\"},{\"id\":\"rmp:517842\",\"name\":\"Xianghong Gong\"},{\"id\":\"rmp:908115\",\"name\":\"Adriana Nenciu\"}],\"review_year_end\":\"2013\",\"review_year_start\":\"2007\"},\"sentiment\":\"mixed\",\"summary\":\"Quality varies by instructor. 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Math 320 was easy overall but Professor Wen made it even easier with her great teaching.\",\"course_id\":\"MATH 320\",\"date\":\"2024-05-22 04:28:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"2de8115d0e3ddb0a039aa45b\",\"instructor_id\":\"rmp:2798807\",\"instructor_name\":\"Boya Wen\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NTA2MTkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2798807\"}],\"evidence_count\":1,\"review_ids\":[\"2de8115d0e3ddb0a039aa45b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2798807\",\"name\":\"Boya Wen\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2798807\",\"summary\":\"Cited reviews praise Boya Wen for clear lectures with a good variety of proofs and worked examples.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Great professor. He made everything so easy to understand, homework problems were super simple after attending lecture, and exams weren't difficult either.\",\"course_id\":\"MATH 320\",\"date\":\"2024-11-04 00:18:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6502187657711e01edab6359\",\"instructor_id\":\"rmp:2896307\",\"instructor_name\":\"Thomas Chandler\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5ODg3MzY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2896307\"}],\"evidence_count\":1,\"review_ids\":[\"6502187657711e01edab6359\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2896307\",\"name\":\"Thomas Chandler\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2896307\",\"summary\":\"Cited reviews praise Thomas Chandler for making everything easy to understand in lecture.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He's a nice guy and can be funny at times, but an awful teacher. You won't follow a thing he does in lecture; he pretty much told us in the beginning that nothing he does in lecture would be on an exam. The only reason I got an A was because of our awesome TA Sabrina, and the fact that SHE made up the exams, not him. Avoid Assadi.\",\"course_id\":\"MATH 320\",\"date\":\"2007-04-05 22:18:59 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e0e42a32452d9bff9179149d\",\"instructor_id\":\"rmp:513807\",\"instructor_name\":\"Amir Assadi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTEyOTc4NTk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/513807\"}],\"evidence_count\":1,\"review_ids\":[\"e0e42a32452d9bff9179149d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:513807\",\"name\":\"Amir Assadi\"}],\"review_year_end\":\"2007\",\"review_year_start\":\"2007\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:513807\",\"summary\":\"Cited reviews criticize Amir Assadi for being an awful teacher whose lectures are difficult to follow.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Worst math teacher I've ever had. He's boring and doesn't effectively convey the material. He's also very arrogant. This class was the exception to the rule, discussion was very helpful and lecture was completely worthless. Avoid Gong at any cost!\",\"course_id\":\"MATH 320\",\"date\":\"2008-04-07 19:15:03 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"63f52b3734f8afc9829b1749\",\"instructor_id\":\"rmp:517842\",\"instructor_name\":\"Xianghong Gong\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE0MjU1MTA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/517842\"}],\"evidence_count\":1,\"review_ids\":[\"63f52b3734f8afc9829b1749\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:517842\",\"name\":\"Xianghong Gong\"}],\"review_year_end\":\"2008\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:517842\",\"summary\":\"Cited reviews criticize Xianghong Gong for boring lectures that do not effectively convey the material.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_0002a781bc9543f3a2ac1a94","course_id":"MATH 320","catalog_version_id":"386c096d62fa5db330868e599a746e0c51a2c76b7c39f5c5ef3372ff7416fc97","record_version_id":"c534c0ddb1819f18e76333daf72b576a9b7a2966383de2a8001978c1d5d92d2d","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"effe3b95659a99449f3f9160e95d90e7f3c13579ebea423a1d00f4cab984344c","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222or graduate/professional standing. 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ODE\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"analytical and numerical techniques for solving differential equations\"}],\"text\":\"Applying analytical and numerical techniques to solve differential equations.\"},{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors\"}],\"text\":\"Analyzing linear systems, matrix algebra, vector spaces, and linear transformations.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra and differential equations with emphasis on the relationship between the theory of linear algebra and analytical and numerical techniques for solving differential equations.\"}],\"text\":\"Introduces linear algebra and differential equations, emphasizing the relationship between theory and numerical solution techniques.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"Linear algebra topics include linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors.\"}],\"text\":\"Linear algebra: linear systems, matrices, vector spaces, linear transformations, eigenvalues, and eigenvectors.\"},{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"Topics from differential equations include first order ODE, homogeneous and nonhomogeneous linear systems, and numerical methods.\"}],\"text\":\"Differential equations: first order ODE, homogeneous/nonhomogeneous linear systems, and numerical methods.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_0002a781bc9543f3a2ac1a94","course_id":"MATH 320","catalog_version_id":"386c096d62fa5db330868e599a746e0c51a2c76b7c39f5c5ef3372ff7416fc97","record_version_id":"c534c0ddb1819f18e76333daf72b576a9b7a2966383de2a8001978c1d5d92d2d","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"effe3b95659a99449f3f9160e95d90e7f3c13579ebea423a1d00f4cab984344c","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Best Math teacher I ever had... mind you I haven't had much luck with Math profs here.  Exams were good but were kind of tricky sometimes. It is very easy to make simple mistakes.  This class was for Engineers which I am not.  highly recommend.\",\"course_id\":\"MATH 320\",\"date\":\"2007-02-27 18:22:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6540a13e53b5806c28b0b13\",\"instructor_id\":\"rmp:908115\",\"instructor_name\":\"Adriana Nenciu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEyODg4NDU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/908115\"},{\"comment\":\"Breaks everything down to an understandable level.\",\"course_id\":\"MATH 320\",\"date\":\"2012-01-22 13:26:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"bbd55dd938cf3f24b475ed15\",\"instructor_id\":\"rmp:262518\",\"instructor_name\":\"Sigurd Angenent\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NzU3NDg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/262518\"},{\"comment\":\"Best math professor I've had at UW. His lectures actually coincide with the homework (what?! who would have guessed that was a thing!) and the tests are just like the homework with a few theory problems thrown in that we discussed in lecture- but definitely a fair grader. Great professor\",\"course_id\":\"MATH 320\",\"date\":\"2013-05-23 12:07:21 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"304580abfc1c44a53cd9dcfb\",\"instructor_id\":\"rmp:1795962\",\"instructor_name\":\"Matthew Johnston\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODE2MjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1795962\"},{\"comment\":\"He's a nice guy and can be funny at times, but an awful teacher. You won't follow a thing he does in lecture; he pretty much told us in the beginning that nothing he does in lecture would be on an exam. The only reason I got an A was because of our awesome TA Sabrina, and the fact that SHE made up the exams, not him. Avoid Assadi.\",\"course_id\":\"MATH 320\",\"date\":\"2007-04-05 22:18:59 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e0e42a32452d9bff9179149d\",\"instructor_id\":\"rmp:513807\",\"instructor_name\":\"Amir Assadi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTEyOTc4NTk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/513807\"},{\"comment\":\"Worst math teacher I've ever had. He's boring and doesn't effectively convey the material. He's also very arrogant. This class was the exception to the rule, discussion was very helpful and lecture was completely worthless. Avoid Gong at any cost!\",\"course_id\":\"MATH 320\",\"date\":\"2008-04-07 19:15:03 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"63f52b3734f8afc9829b1749\",\"instructor_id\":\"rmp:517842\",\"instructor_name\":\"Xianghong Gong\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE0MjU1MTA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/517842\"},{\"comment\":\"Professor Qiu's lectures were based almost entirely off of the book except they were more confusing because no one could understand him.  Asking a question in class is useless because he can't comprehend what you're asking.  Class was super easy though.  Mostly manipulating matrices.  Stuff you learned in 7th grade.  Tests and h/w were a breeze.\",\"course_id\":\"MATH 320\",\"date\":\"2009-01-02 21:44:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f32154316a2cebd49666f468\",\"instructor_id\":\"rmp:1090935\",\"instructor_name\":\"Yannan Qiu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MzA3NTYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1090935\"}],\"evidence_count\":6,\"review_ids\":[\"d6540a13e53b5806c28b0b13\",\"bbd55dd938cf3f24b475ed15\",\"304580abfc1c44a53cd9dcfb\",\"e0e42a32452d9bff9179149d\",\"63f52b3734f8afc9829b1749\",\"f32154316a2cebd49666f468\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1090935\",\"name\":\"Yannan Qiu\"},{\"id\":\"rmp:1795962\",\"name\":\"Matthew Johnston\"},{\"id\":\"rmp:262518\",\"name\":\"Sigurd Angenent\"},{\"id\":\"rmp:513807\",\"name\":\"Amir Assadi\"},{\"id\":\"rmp:517842\",\"name\":\"Xianghong Gong\"},{\"id\":\"rmp:908115\",\"name\":\"Adriana Nenciu\"}],\"review_year_end\":\"2013\",\"review_year_start\":\"2007\"},\"sentiment\":\"mixed\",\"summary\":\"Quality varies by instructor. Some are praised for clear, engaging lectures and helpful office hours, while others are criticized for being boring, arrogant, or having strong accents.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Awesome professor. Care about students, I'll say he is extremely helpful in office hour. Exams pretty much just like the practice exam and you can bring a note card. HW is super hard but quiz is very easy. Very rare good professors in the entire math department.\",\"course_id\":\"MATH 320\",\"date\":\"2017-01-21 16:47:53 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f998ffb252da2dc28df45414\",\"instructor_id\":\"rmp:2118579\",\"instructor_name\":\"Alfredo Wetzel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NzYxNDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2118579\"},{\"comment\":\"Professor Qiu's lectures were based almost entirely off of the book except they were more confusing because no one could understand him.  Asking a question in class is useless because he can't comprehend what you're asking.  Class was super easy though.  Mostly manipulating matrices.  Stuff you learned in 7th grade.  Tests and h/w were a breeze.\",\"course_id\":\"MATH 320\",\"date\":\"2009-01-02 21:44:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f32154316a2cebd49666f468\",\"instructor_id\":\"rmp:1090935\",\"instructor_name\":\"Yannan Qiu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MzA3NTYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1090935\"},{\"comment\":\"Professor Spagnolie is a wonderful professor and the way he presents the class really makes you enjoy mathematics. Every class is something new and he always tries to present the intricacies of the subject in a way that makes you really enjoy mathematics and its way of explaining the world. The tests are challenging, but I highly recommend him.\",\"course_id\":\"MATH 320\",\"date\":\"2017-05-09 11:49:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d441005a1c9e13f3a34fd15d\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MjU4MTgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"At least 75% of the tests come straight out of the textbook, so if you do enough practice problems, you'll recognize most of the questions on the test. What he doesn't do a good job of explaining, the book will cover well. Good professor for an easy A.\",\"course_id\":\"MATH 320\",\"date\":\"2018-01-16 12:41:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"36182c07cd9228bded066214\",\"instructor_id\":\"rmp:952212\",\"instructor_name\":\"Paul Terwilliger\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5NDU5NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/952212\"},{\"comment\":\"My biggest problem is that it seems like he is teaching grad students. I have seen practice exams from other professors and heard about the class from others, and the class seems much easier. There were so many theoretical applications and proofs that sometimes it felt more like an English class. I guess I have a deeper understanding though.\",\"course_id\":\"MATH 320\",\"date\":\"2022-01-06 17:26:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"857f0546962cee107dfd0e8a\",\"instructor_id\":\"rmp:2539834\",\"instructor_name\":\"Yousheng Shi\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NzEwMTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2539834\"}],\"evidence_count\":5,\"review_ids\":[\"f998ffb252da2dc28df45414\",\"f32154316a2cebd49666f468\",\"d441005a1c9e13f3a34fd15d\",\"36182c07cd9228bded066214\",\"857f0546962cee107dfd0e8a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1090935\",\"name\":\"Yannan Qiu\"},{\"id\":\"rmp:2045894\",\"name\":\"Saverio Spagnolie\"},{\"id\":\"rmp:2118579\",\"name\":\"Alfredo Wetzel\"},{\"id\":\"rmp:2539834\",\"name\":\"Yousheng Shi\"},{\"id\":\"rmp:952212\",\"name\":\"Paul Terwilliger\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Perception of difficulty varies. Some find homework hard but quizzes easy, while others find the class easy overall. Exams range from a breeze to challenging.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Decent professor with an accent. He sometimes jumbles word together, but is always willing to explain things over again. He is the type of professor that allows you to interrupt him and encourages questions. He bases most of exams off of the practice exam so easy for the students who study.\",\"course_id\":\"MATH 320\",\"date\":\"2013-01-30 16:01:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"d8f380306e22ca7a2fcd8c0d\",\"instructor_id\":\"rmp:1718673\",\"instructor_name\":\"Gerardo Hernandez-Duenas\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIxMzA4ODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1718673\"},{\"comment\":\"Best math professor I've had at UW. His lectures actually coincide with the homework (what?! who would have guessed that was a thing!) and the tests are just like the homework with a few theory problems thrown in that we discussed in lecture- but definitely a fair grader. Great professor\",\"course_id\":\"MATH 320\",\"date\":\"2013-05-23 12:07:21 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"304580abfc1c44a53cd9dcfb\",\"instructor_id\":\"rmp:1795962\",\"instructor_name\":\"Matthew Johnston\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODE2MjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1795962\"},{\"comment\":\"Prof Stechmann is the best math prof I've ever had. He always welcomes questions during lectures and is willing to re-explain the logic behind his steps in solving problems. His structure for the course is mostly based on examples rather than proofs, which are rarely on Exams. A notecard is allowed on exams, and practice exams are published.\",\"course_id\":\"MATH 320\",\"date\":\"2020-06-02 16:37:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6c0d1b4d0bd458f8f2ad3c12\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMzk5MDI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"Great math professor teaching a difficult subject. His lectures are very engaging, and he is quite funny. You really get the feeling he is dedicated to helping you succeed if you put the time in. Don't be afraid to approach him directly as he is very helpful. Exams are tough, and graded pretty strictly. Curve/grade rounding was quite generous.\",\"course_id\":\"MATH 320\",\"date\":\"2019-05-29 23:45:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"26c1944ccd012d342fb797cd\",\"instructor_id\":\"rmp:2147418\",\"instructor_name\":\"Chung Tzou\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxOTczMDA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2147418\"},{\"comment\":\"I got average grade for first midterm, 91 for second and 98 for the last midterm and still got a B. I asked the TA and he said AB was given only to people with 89% and my score is 88.58%. How could this happen? I feel like I am actually curved down and not being rewarded for making the effort along the way. Should have given a bad evaluation. \",\"course_id\":\"MATH 320\",\"date\":\"2015-12-16 17:50:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2c25c80c8d979388b1392d81\",\"instructor_id\":\"rmp:1227705\",\"instructor_name\":\"Jeff Viaclovsky\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1NzI5NDA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1227705\"}],\"evidence_count\":5,\"review_ids\":[\"d8f380306e22ca7a2fcd8c0d\",\"304580abfc1c44a53cd9dcfb\",\"6c0d1b4d0bd458f8f2ad3c12\",\"26c1944ccd012d342fb797cd\",\"2c25c80c8d979388b1392d81\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1227705\",\"name\":\"Jeff Viaclovsky\"},{\"id\":\"rmp:1671306\",\"name\":\"Samuel Stechmann\"},{\"id\":\"rmp:1718673\",\"name\":\"Gerardo Hernandez-Duenas\"},{\"id\":\"rmp:1795962\",\"name\":\"Matthew Johnston\"},{\"id\":\"rmp:2147418\",\"name\":\"Chung Tzou\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Methods vary. 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Fall 2025: 3.07 GPA, 45.9% A/AB (n=610 letter grades); Spring 2026: 3.16 GPA, 50.3% A/AB (n=787 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"ADRIANA NENCIU is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"}],\"text\":\"BING WANG is recorded teaching in Fall 2012, Spring 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"JOSEPH MILLER is recorded teaching in Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"LAURENTIU MAXIM is recorded teaching in Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"MATH 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ODE\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"analytical and numerical techniques for solving differential equations\"}],\"text\":\"Applying analytical and numerical techniques to solve differential equations.\"},{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors\"}],\"text\":\"Analyzing linear systems, matrix algebra, vector spaces, and linear transformations.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"An introduction to linear algebra and differential equations with emphasis on the relationship between the theory of linear algebra and analytical and numerical techniques for solving differential equations.\"}],\"text\":\"Introduces linear algebra and differential equations, emphasizing the relationship between theory and numerical solution techniques.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"Linear algebra topics include linear systems, matrices and their algebra, vector spaces and linear transformations, eigenvalues and eigenvectors.\"}],\"text\":\"Linear algebra: linear systems, matrices, vector spaces, linear transformations, eigenvalues, and eigenvectors.\"},{\"evidence\":[{\"course_id\":\"MATH 320\",\"field\":\"description\",\"quote\":\"Topics from differential equations include first order ODE, homogeneous and nonhomogeneous linear systems, and numerical methods.\"}],\"text\":\"Differential equations: first order ODE, homogeneous/nonhomogeneous linear systems, and numerical methods.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_0002a781bc9543f3a2ac1a94","course_id":"MATH 320","catalog_version_id":"386c096d62fa5db330868e599a746e0c51a2c76b7c39f5c5ef3372ff7416fc97","record_version_id":"c534c0ddb1819f18e76333daf72b576a9b7a2966383de2a8001978c1d5d92d2d","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"630b2b3303e0ca127837165f4067df6d9d4c0e0a793bf509674e5f508e0d3338","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Best Math teacher I ever had... mind you I haven't had much luck with Math profs here.  Exams were good but were kind of tricky sometimes. It is very easy to make simple mistakes.  This class was for Engineers which I am not.  highly recommend.\",\"course_id\":\"MATH 320\",\"date\":\"2007-02-27 18:22:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6540a13e53b5806c28b0b13\",\"instructor_id\":\"rmp:908115\",\"instructor_name\":\"Adriana Nenciu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEyODg4NDU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/908115\"},{\"comment\":\"Breaks everything down to an understandable level.\",\"course_id\":\"MATH 320\",\"date\":\"2012-01-22 13:26:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"bbd55dd938cf3f24b475ed15\",\"instructor_id\":\"rmp:262518\",\"instructor_name\":\"Sigurd Angenent\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE5NzU3NDg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/262518\"},{\"comment\":\"Best math professor I've had at UW. His lectures actually coincide with the homework (what?! who would have guessed that was a thing!) and the tests are just like the homework with a few theory problems thrown in that we discussed in lecture- but definitely a fair grader. Great professor\",\"course_id\":\"MATH 320\",\"date\":\"2013-05-23 12:07:21 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"304580abfc1c44a53cd9dcfb\",\"instructor_id\":\"rmp:1795962\",\"instructor_name\":\"Matthew Johnston\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODE2MjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1795962\"},{\"comment\":\"He's a nice guy and can be funny at times, but an awful teacher. You won't follow a thing he does in lecture; he pretty much told us in the beginning that nothing he does in lecture would be on an exam. The only reason I got an A was because of our awesome TA Sabrina, and the fact that SHE made up the exams, not him. Avoid Assadi.\",\"course_id\":\"MATH 320\",\"date\":\"2007-04-05 22:18:59 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e0e42a32452d9bff9179149d\",\"instructor_id\":\"rmp:513807\",\"instructor_name\":\"Amir Assadi\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTEyOTc4NTk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/513807\"},{\"comment\":\"Worst math teacher I've ever had. He's boring and doesn't effectively convey the material. He's also very arrogant. This class was the exception to the rule, discussion was very helpful and lecture was completely worthless. Avoid Gong at any cost!\",\"course_id\":\"MATH 320\",\"date\":\"2008-04-07 19:15:03 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"63f52b3734f8afc9829b1749\",\"instructor_id\":\"rmp:517842\",\"instructor_name\":\"Xianghong Gong\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE0MjU1MTA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/517842\"},{\"comment\":\"Professor Qiu's lectures were based almost entirely off of the book except they were more confusing because no one could understand him.  Asking a question in class is useless because he can't comprehend what you're asking.  Class was super easy though.  Mostly manipulating matrices.  Stuff you learned in 7th grade.  Tests and h/w were a breeze.\",\"course_id\":\"MATH 320\",\"date\":\"2009-01-02 21:44:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f32154316a2cebd49666f468\",\"instructor_id\":\"rmp:1090935\",\"instructor_name\":\"Yannan Qiu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MzA3NTYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1090935\"}],\"evidence_count\":6,\"review_ids\":[\"d6540a13e53b5806c28b0b13\",\"bbd55dd938cf3f24b475ed15\",\"304580abfc1c44a53cd9dcfb\",\"e0e42a32452d9bff9179149d\",\"63f52b3734f8afc9829b1749\",\"f32154316a2cebd49666f468\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1090935\",\"name\":\"Yannan Qiu\"},{\"id\":\"rmp:1795962\",\"name\":\"Matthew Johnston\"},{\"id\":\"rmp:262518\",\"name\":\"Sigurd Angenent\"},{\"id\":\"rmp:513807\",\"name\":\"Amir Assadi\"},{\"id\":\"rmp:517842\",\"name\":\"Xianghong Gong\"},{\"id\":\"rmp:908115\",\"name\":\"Adriana Nenciu\"}],\"review_year_end\":\"2013\",\"review_year_start\":\"2007\"},\"sentiment\":\"mixed\",\"summary\":\"Quality varies by instructor. Some are praised for clear, engaging lectures and helpful office hours, while others are criticized for being boring, arrogant, or having strong accents.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Awesome professor. Care about students, I'll say he is extremely helpful in office hour. Exams pretty much just like the practice exam and you can bring a note card. HW is super hard but quiz is very easy. Very rare good professors in the entire math department.\",\"course_id\":\"MATH 320\",\"date\":\"2017-01-21 16:47:53 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f998ffb252da2dc28df45414\",\"instructor_id\":\"rmp:2118579\",\"instructor_name\":\"Alfredo Wetzel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NzYxNDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2118579\"},{\"comment\":\"Professor Qiu's lectures were based almost entirely off of the book except they were more confusing because no one could understand him.  Asking a question in class is useless because he can't comprehend what you're asking.  Class was super easy though.  Mostly manipulating matrices.  Stuff you learned in 7th grade.  Tests and h/w were a breeze.\",\"course_id\":\"MATH 320\",\"date\":\"2009-01-02 21:44:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f32154316a2cebd49666f468\",\"instructor_id\":\"rmp:1090935\",\"instructor_name\":\"Yannan Qiu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MzA3NTYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1090935\"},{\"comment\":\"Professor Spagnolie is a wonderful professor and the way he presents the class really makes you enjoy mathematics. Every class is something new and he always tries to present the intricacies of the subject in a way that makes you really enjoy mathematics and its way of explaining the world. The tests are challenging, but I highly recommend him.\",\"course_id\":\"MATH 320\",\"date\":\"2017-05-09 11:49:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d441005a1c9e13f3a34fd15d\",\"instructor_id\":\"rmp:2045894\",\"instructor_name\":\"Saverio Spagnolie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MjU4MTgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2045894\"},{\"comment\":\"At least 75% of the tests come straight out of the textbook, so if you do enough practice problems, you'll recognize most of the questions on the test. What he doesn't do a good job of explaining, the book will cover well. Good professor for an easy A.\",\"course_id\":\"MATH 320\",\"date\":\"2018-01-16 12:41:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"36182c07cd9228bded066214\",\"instructor_id\":\"rmp:952212\",\"instructor_name\":\"Paul Terwilliger\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5NDU5NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/952212\"},{\"comment\":\"My biggest problem is that it seems like he is teaching grad students. I have seen practice exams from other professors and heard about the class from others, and the class seems much easier. There were so many theoretical applications and proofs that sometimes it felt more like an English class. I guess I have a deeper understanding though.\",\"course_id\":\"MATH 320\",\"date\":\"2022-01-06 17:26:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"857f0546962cee107dfd0e8a\",\"instructor_id\":\"rmp:2539834\",\"instructor_name\":\"Yousheng Shi\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NzEwMTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2539834\"}],\"evidence_count\":5,\"review_ids\":[\"f998ffb252da2dc28df45414\",\"f32154316a2cebd49666f468\",\"d441005a1c9e13f3a34fd15d\",\"36182c07cd9228bded066214\",\"857f0546962cee107dfd0e8a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1090935\",\"name\":\"Yannan Qiu\"},{\"id\":\"rmp:2045894\",\"name\":\"Saverio Spagnolie\"},{\"id\":\"rmp:2118579\",\"name\":\"Alfredo Wetzel\"},{\"id\":\"rmp:2539834\",\"name\":\"Yousheng Shi\"},{\"id\":\"rmp:952212\",\"name\":\"Paul Terwilliger\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Perception of difficulty varies. Some find homework hard but quizzes easy, while others find the class easy overall. Exams range from a breeze to challenging.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Decent professor with an accent. He sometimes jumbles word together, but is always willing to explain things over again. He is the type of professor that allows you to interrupt him and encourages questions. He bases most of exams off of the practice exam so easy for the students who study.\",\"course_id\":\"MATH 320\",\"date\":\"2013-01-30 16:01:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"d8f380306e22ca7a2fcd8c0d\",\"instructor_id\":\"rmp:1718673\",\"instructor_name\":\"Gerardo Hernandez-Duenas\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIxMzA4ODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1718673\"},{\"comment\":\"Best math professor I've had at UW. His lectures actually coincide with the homework (what?! who would have guessed that was a thing!) and the tests are just like the homework with a few theory problems thrown in that we discussed in lecture- but definitely a fair grader. Great professor\",\"course_id\":\"MATH 320\",\"date\":\"2013-05-23 12:07:21 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"304580abfc1c44a53cd9dcfb\",\"instructor_id\":\"rmp:1795962\",\"instructor_name\":\"Matthew Johnston\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODE2MjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1795962\"},{\"comment\":\"Prof Stechmann is the best math prof I've ever had. He always welcomes questions during lectures and is willing to re-explain the logic behind his steps in solving problems. His structure for the course is mostly based on examples rather than proofs, which are rarely on Exams. A notecard is allowed on exams, and practice exams are published.\",\"course_id\":\"MATH 320\",\"date\":\"2020-06-02 16:37:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6c0d1b4d0bd458f8f2ad3c12\",\"instructor_id\":\"rmp:1671306\",\"instructor_name\":\"Samuel Stechmann\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMzk5MDI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1671306\"},{\"comment\":\"Great math professor teaching a difficult subject. His lectures are very engaging, and he is quite funny. You really get the feeling he is dedicated to helping you succeed if you put the time in. Don't be afraid to approach him directly as he is very helpful. Exams are tough, and graded pretty strictly. Curve/grade rounding was quite generous.\",\"course_id\":\"MATH 320\",\"date\":\"2019-05-29 23:45:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"26c1944ccd012d342fb797cd\",\"instructor_id\":\"rmp:2147418\",\"instructor_name\":\"Chung Tzou\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxOTczMDA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2147418\"},{\"comment\":\"I got average grade for first midterm, 91 for second and 98 for the last midterm and still got a B. I asked the TA and he said AB was given only to people with 89% and my score is 88.58%. How could this happen? I feel like I am actually curved down and not being rewarded for making the effort along the way. Should have given a bad evaluation. \",\"course_id\":\"MATH 320\",\"date\":\"2015-12-16 17:50:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2c25c80c8d979388b1392d81\",\"instructor_id\":\"rmp:1227705\",\"instructor_name\":\"Jeff Viaclovsky\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1NzI5NDA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1227705\"}],\"evidence_count\":5,\"review_ids\":[\"d8f380306e22ca7a2fcd8c0d\",\"304580abfc1c44a53cd9dcfb\",\"6c0d1b4d0bd458f8f2ad3c12\",\"26c1944ccd012d342fb797cd\",\"2c25c80c8d979388b1392d81\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1227705\",\"name\":\"Jeff Viaclovsky\"},{\"id\":\"rmp:1671306\",\"name\":\"Samuel Stechmann\"},{\"id\":\"rmp:1718673\",\"name\":\"Gerardo Hernandez-Duenas\"},{\"id\":\"rmp:1795962\",\"name\":\"Matthew Johnston\"},{\"id\":\"rmp:2147418\",\"name\":\"Chung Tzou\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Methods vary. Some base exams on textbooks or practice exams, making them predictable. Others have tough, strictly graded exams with theory problems.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_0002a781bc9543f3a2ac1a94","course_id":"MATH 320","catalog_version_id":"386c096d62fa5db330868e599a746e0c51a2c76b7c39f5c5ef3372ff7416fc97","record_version_id":"c534c0ddb1819f18e76333daf72b576a9b7a2966383de2a8001978c1d5d92d2d","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"630b2b3303e0ca127837165f4067df6d9d4c0e0a793bf509674e5f508e0d3338","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"1dbf8b9cf19d8de717edc8028bc8c8a0f8306d1e9365d19fb3ed03c9c4f3b6c5\",\"course_id\":\"MATH 320\",\"current_instructors\":[{\"instructor_uid\":\"instructor_4bb7740e09e01877ed99b331\",\"message\":\"No course-specific reviews available\",\"name\":\"Lars Niedorf\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3063233\",\"summary\":[]},{\"instructor_uid\":\"instructor_17b950f81888f4c4542d9e13\",\"message\":\"No course-specific reviews available\",\"name\":\"Matt DeLong\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3113562\",\"summary\":[]},{\"instructor_uid\":\"instructor_cbaa7816d43c2386e541298e\",\"message\":null,\"name\":\"Scott Hiatt\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:3153000\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Scott Hiatt\",\"review_date\":\"2025-12-22 21:10:47 +0000 UTC\",\"review_id\":\"e9d2cab4c19a12e9df6ae3c8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3153000\",\"source_review_id\":\"UmF0aW5nLTQyMzc3ODY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153000\",\"type\":\"review\"},{\"instructor_name\":\"Scott Hiatt\",\"review_date\":\"2026-03-06 19:09:01 +0000 UTC\",\"review_id\":\"b0ffc24de1844d7b416f5d2d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3153000\",\"source_review_id\":\"UmF0aW5nLTQyNjc0MTg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153000\",\"type\":\"review\"},{\"instructor_name\":\"Scott Hiatt\",\"review_date\":\"2026-05-01 17:12:15 +0000 UTC\",\"review_id\":\"d2100b5648d7a16a75c98f3d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3153000\",\"source_review_id\":\"UmF0aW5nLTQyOTk2MjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153000\",\"type\":\"review\"}],\"text\":\"Scott Hiatt receives criticism for mediocre lectures using fill-in-the-blank worksheets. Reviewers describe him as a tough grader with strict cutoffs and minimal exam help, noting practice exams often differ from actual tests.\"},{\"citations\":[{\"instructor_name\":\"Scott Hiatt\",\"review_date\":\"2026-01-18 21:19:09 +0000 UTC\",\"review_id\":\"c052782fe083924463966fbf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3153000\",\"source_review_id\":\"UmF0aW5nLTQyNTE3MDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153000\",\"type\":\"review\"},{\"instructor_name\":\"Scott Hiatt\",\"review_date\":\"2026-05-08 02:44:00 +0000 UTC\",\"review_id\":\"7159db9feacdce6fe80c2701\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3153000\",\"source_review_id\":\"UmF0aW5nLTQzMDY3NDk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153000\",\"type\":\"review\"}],\"text\":\"Conversely, other students praise Hiatt for being helpful and explaining concepts clearly. These reviewers appreciate his care for student understanding and the availability of previous exams that closely mirror actual tests.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.09 GPA, 44.9% A/AB (n=118 letter grades); Spring 2026: 3.11 GPA, 45.8% A/AB (n=240 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Scott Hiatt\",\"review_date\":\"2025-12-22 21:10:47 +0000 UTC\",\"review_id\":\"e9d2cab4c19a12e9df6ae3c8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3153000\",\"source_review_id\":\"UmF0aW5nLTQyMzc3ODY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153000\",\"type\":\"review\"},{\"instructor_name\":\"Scott Hiatt\",\"review_date\":\"2026-01-18 21:19:09 +0000 UTC\",\"review_id\":\"c052782fe083924463966fbf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3153000\",\"source_review_id\":\"UmF0aW5nLTQyNTE3MDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153000\",\"type\":\"review\"}],\"text\":\"The course features a sharp difficulty curve and strict grading with no rounding. 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320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"LESLIE SMITH is recorded teaching in Spring 2008, Spring 2009, Fall 2009, Fall 2010, Fall 2011, Fall 2014, Spring 2016, Spring 2017, Spring 2020, Fall 2020, Fall 2021, Spring 2023, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"}],\"text\":\"MIKHAIL FELDMAN is recorded teaching in Fall 2008. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"SAVERIO SPAGNOLIE is recorded teaching in Fall 2015, Spring 2016, Fall 2016, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SCOTT HIATT is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"SEAN ROSTAMI is recorded teaching in Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"SIGURD ANGENENT is recorded teaching in Spring 2010, Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"YANG YANG is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 320\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"source_record\":{\"entity_id\":\"2cff971f-1ac1-35f2-9871-853b5a3255c5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"YUCHEN LIAO is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]