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That same student reported hard midterms and no homework solutions, making it difficult to get an A, while others noted the material was manageable.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2017: 2.92 GPA, 41.6% A/AB (n=214 letter grades); Fall 2018: 3.01 GPA, 46.2% A/AB (n=338 letter grades).\"}]},{\"instructor_uid\":\"instructor_b72f557dc64939ca32f6a640\",\"message\":null,\"name\":\"Kaitlyn Phillipson\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2865117\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-04-11 18:31:43 +0000 UTC\",\"review_id\":\"4521b3ce2b483f4b5655b15b\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM3NjA5NDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-05-17 02:32:31 +0000 UTC\",\"review_id\":\"b101a718ef147d1a4ef31b3f\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM3OTQxNjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2024-01-29 20:10:21 +0000 UTC\",\"review_id\":\"a18644ea232d1e9067922968\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM4OTM0NDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Kaitlyn Phillipson delivered interactive lectures with well-structured materials and recorded sessions, which students found clear and engaging. While one student noted the material was difficult, others described the workload as fairly light and praised her patience in re-explaining concepts.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.03 GPA, 43.8% A/AB (n=89 letter grades); Spring 2023: 3.17 GPA, 51.6% A/AB (n=124 letter grades); Fall 2023: 3.17 GPA, 50.7% A/AB (n=215 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Autumn Kent\",\"review_date\":\"2019-02-03 05:29:42 +0000 UTC\",\"review_id\":\"514bae5133b9fb62b6848b29\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2216023\",\"source_review_id\":\"UmF0aW5nLTMxMzMwOTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2216023\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2024-01-29 20:10:21 +0000 UTC\",\"review_id\":\"a18644ea232d1e9067922968\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM4OTM0NDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"No homework was collected in Kent’s section, with grades based on exams and quizzes. Phillipson’s section was described as having a fairly light workload.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Alexandra Kjuchukova\",\"review_date\":\"2016-04-10 00:47:47 +0000 UTC\",\"review_id\":\"3be5fa1584952908a04ed2bc\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2091022\",\"source_review_id\":\"UmF0aW5nLTI2MjYzMTcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2091022\",\"type\":\"review\"},{\"instructor_name\":\"Nicholas Derr\",\"review_date\":\"2026-08-21 18:59:47 +0000 UTC\",\"review_id\":\"9305b178579c19714ace35d9\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3161381\",\"source_review_id\":\"UmF0aW5nLTQzMzgwNTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3161381\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Past students found the course manageable if they completed homework independently and practiced past exams. Alexandra Kjuchukova’s exams featured true/false proof questions, while Nicholas Derr explained concepts clearly and answered questions after each new topic.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-04-11 18:31:43 +0000 UTC\",\"review_id\":\"4521b3ce2b483f4b5655b15b\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM3NjA5NDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-09-27 15:06:52 +0000 UTC\",\"review_id\":\"10b1e018c915f655ef2bbb54\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM4MjM3Nzgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Autumn Kent\",\"review_date\":\"2018-12-14 00:14:18 +0000 UTC\",\"review_id\":\"b06e1679e1c2984c63d336fe\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2216023\",\"source_review_id\":\"UmF0aW5nLTMxMDE2MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2216023\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Kaitlyn Phillipson’s lectures were clear and concise with humor, while Autumn Kent’s exams were straightforward and focused on announced problem types.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.98 GPA, 40.7% A/AB (n=621 letter grades); Fall 2025: 2.92 GPA, 40.0% A/AB (n=608 letter grades); Spring 2026: 2.87 GPA, 40.1% A/AB (n=469 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Autumn Kent\",\"review_date\":\"2018-12-11 18:39:45 +0000 UTC\",\"review_id\":\"a8f2c6498c798d7e9d99b7d7\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2216023\",\"source_review_id\":\"UmF0aW5nLTMwOTcxNzQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2216023\",\"type\":\"review\"},{\"instructor_name\":\"Autumn Kent\",\"review_date\":\"2019-01-11 03:09:58 +0000 UTC\",\"review_id\":\"dd063dba60118da266dbab66\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2216023\",\"source_review_id\":\"UmF0aW5nLTMxMjQyMDA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2216023\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students found Kent’s lectures dry and noted that learning often required independent study using the textbook or online resources rather than relying solely on class instruction.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"ALEXANDRA KJUCHUKOVA is recorded teaching in Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"AUTUMN KENT is recorded teaching in Fall 2017, Fall 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":7,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"FENG ZHU is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"FLORIAN BERTRAND is recorded teaching in Spring 2010, Fall 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"GARY HOWARD SCHROEDER is recorded teaching in Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"}],\"text\":\"GREGORY SHINAULT is recorded teaching in Spring 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HONGCHANG JI is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"JIUHUA HU is recorded teaching in Fall 2021, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"KAITLYN PHILLIPSON is recorded teaching in Fall 2022, Spring 2023, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"}],\"text\":\"MUSTAFA KALAFAT is recorded teaching in Spring 2008, Spring 2010. 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The material itself is not bad and is honestly fun, but the lectures are not worth going to. \",\"course_id\":\"MATH 340\",\"date\":\"2026-04-20 18:08:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"84bdb917d91541355db40013\",\"instructor_id\":\"rmp:2432572\",\"instructor_name\":\"Jose Rodriguez\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyODc4MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2432572\"}],\"evidence_count\":4,\"review_ids\":[\"d407b7cf4dbd85a2fecee968\",\"5bde3439ca94d8728d82f59f\",\"93c55047ef6e6bf517b45d79\",\"84bdb917d91541355db40013\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1848210\",\"name\":\"Bing Wang\"},{\"id\":\"rmp:196238\",\"name\":\"Sharad Chandarana\"},{\"id\":\"rmp:2432572\",\"name\":\"Jose Rodriguez\"},{\"id\":\"rmp:394755\",\"name\":\"Andreas Seeger\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2007\"},\"sentiment\":\"negative\",\"subject_instructor_id\":null,\"summary\":\"Several reviewers criticize difficult exams, unfair grading curves, or tests containing untaught material like proofs or calculus topics.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"I've taken four math classes at UW and Grizzard is definitely the best professor I've had in the department. 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By the end of the semester our lecture dwindled from ~150 to ~15.\",\"course_id\":\"MATH 340\",\"date\":\"2025-05-19 19:41:05 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"1d1395529cdb52108774d641\",\"instructor_id\":\"rmp:3041657\",\"instructor_name\":\"Yayi Fu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMzIzNjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3041657\"}],\"evidence_count\":2,\"review_ids\":[\"84c3b043e2c4906eecea4e9d\",\"1d1395529cdb52108774d641\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1934009\",\"name\":\"Robert Grizzard\"},{\"id\":\"rmp:3041657\",\"name\":\"Yayi Fu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":null,\"summary\":\"Feedback varies on organization; one reviewer found the class disorganized while another described lectures as speedrunning textbook text.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_eec4aae06b946a73f1878be4","course_id":"MATH 340","catalog_version_id":"cefbf2dc7d4787e66105b3c4fc2a970a571fc71e77ba950f609ad81505520a48","record_version_id":"79e97d05aa8395fe45f72f040be7f0f90548c7a163ac2e667f6abcfb4492dab0","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"7d6a19f29b802fd7c14ee56e1ab735f1a0250c739788f7d8279779c918ceff86","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"7c7b382914734219b6810900292769151f6bfab82ad14a8ddc22d08347027978\",\"course_id\":\"MATH 340\",\"current_instructors\":[{\"instructor_uid\":\"instructor_54d1e7d980eceb10486a41ec\",\"message\":null,\"name\":\"Autumn Kent\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2216023\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Autumn Kent\",\"review_date\":\"2018-12-14 00:14:18 +0000 UTC\",\"review_id\":\"b06e1679e1c2984c63d336fe\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2216023\",\"source_review_id\":\"UmF0aW5nLTMxMDE2MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2216023\",\"type\":\"review\"},{\"instructor_name\":\"Autumn Kent\",\"review_date\":\"2019-02-03 05:29:42 +0000 UTC\",\"review_id\":\"514bae5133b9fb62b6848b29\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2216023\",\"source_review_id\":\"UmF0aW5nLTMxMzMwOTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2216023\",\"type\":\"review\"},{\"instructor_name\":\"Autumn Kent\",\"review_date\":\"2019-01-11 03:09:58 +0000 UTC\",\"review_id\":\"dd063dba60118da266dbab66\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2216023\",\"source_review_id\":\"UmF0aW5nLTMxMjQyMDA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2216023\",\"type\":\"review\"},{\"instructor_name\":\"Autumn Kent\",\"review_date\":\"2018-12-11 18:39:45 +0000 UTC\",\"review_id\":\"a8f2c6498c798d7e9d99b7d7\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2216023\",\"source_review_id\":\"UmF0aW5nLTMwOTcxNzQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2216023\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Autumn Kent taught MATH 340 with exams that were straightforward and focused on applications rather than proofs. She explicitly told students what problems to expect, though one student found the lectures dry and lacking intuitive instruction on abstract concepts. That same student reported hard midterms and no homework solutions, making it difficult to get an A, while others noted the material was manageable.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2017: 2.92 GPA, 41.6% A/AB (n=214 letter grades); Fall 2018: 3.01 GPA, 46.2% A/AB (n=338 letter grades).\"}]},{\"instructor_uid\":\"instructor_b72f557dc64939ca32f6a640\",\"message\":null,\"name\":\"Kaitlyn Phillipson\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2865117\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-04-11 18:31:43 +0000 UTC\",\"review_id\":\"4521b3ce2b483f4b5655b15b\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM3NjA5NDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-05-17 02:32:31 +0000 UTC\",\"review_id\":\"b101a718ef147d1a4ef31b3f\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM3OTQxNjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2024-01-29 20:10:21 +0000 UTC\",\"review_id\":\"a18644ea232d1e9067922968\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM4OTM0NDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Kaitlyn Phillipson delivered interactive lectures with well-structured materials and recorded sessions, which students found clear and engaging. While one student noted the material was difficult, others described the workload as fairly light and praised her patience in re-explaining concepts.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.03 GPA, 43.8% A/AB (n=89 letter grades); Spring 2023: 3.17 GPA, 51.6% A/AB (n=124 letter grades); Fall 2023: 3.17 GPA, 50.7% A/AB (n=215 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Autumn Kent\",\"review_date\":\"2019-02-03 05:29:42 +0000 UTC\",\"review_id\":\"514bae5133b9fb62b6848b29\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2216023\",\"source_review_id\":\"UmF0aW5nLTMxMzMwOTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2216023\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2024-01-29 20:10:21 +0000 UTC\",\"review_id\":\"a18644ea232d1e9067922968\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM4OTM0NDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"No homework was collected in Kent’s section, with grades based on exams and quizzes. Phillipson’s section was described as having a fairly light workload.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Alexandra Kjuchukova\",\"review_date\":\"2016-04-10 00:47:47 +0000 UTC\",\"review_id\":\"3be5fa1584952908a04ed2bc\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2091022\",\"source_review_id\":\"UmF0aW5nLTI2MjYzMTcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2091022\",\"type\":\"review\"},{\"instructor_name\":\"Nicholas Derr\",\"review_date\":\"2026-08-21 18:59:47 +0000 UTC\",\"review_id\":\"9305b178579c19714ace35d9\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3161381\",\"source_review_id\":\"UmF0aW5nLTQzMzgwNTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3161381\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Past students found the course manageable if they completed homework independently and practiced past exams. Alexandra Kjuchukova’s exams featured true/false proof questions, while Nicholas Derr explained concepts clearly and answered questions after each new topic.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-04-11 18:31:43 +0000 UTC\",\"review_id\":\"4521b3ce2b483f4b5655b15b\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM3NjA5NDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-09-27 15:06:52 +0000 UTC\",\"review_id\":\"10b1e018c915f655ef2bbb54\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM4MjM3Nzgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Autumn Kent\",\"review_date\":\"2018-12-14 00:14:18 +0000 UTC\",\"review_id\":\"b06e1679e1c2984c63d336fe\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2216023\",\"source_review_id\":\"UmF0aW5nLTMxMDE2MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2216023\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Kaitlyn Phillipson’s lectures were clear and concise with humor, while Autumn Kent’s exams were straightforward and focused on announced problem types.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.98 GPA, 40.7% A/AB (n=621 letter grades); Fall 2025: 2.92 GPA, 40.0% A/AB (n=608 letter grades); Spring 2026: 2.87 GPA, 40.1% A/AB (n=469 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Autumn Kent\",\"review_date\":\"2018-12-11 18:39:45 +0000 UTC\",\"review_id\":\"a8f2c6498c798d7e9d99b7d7\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2216023\",\"source_review_id\":\"UmF0aW5nLTMwOTcxNzQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2216023\",\"type\":\"review\"},{\"instructor_name\":\"Autumn Kent\",\"review_date\":\"2019-01-11 03:09:58 +0000 UTC\",\"review_id\":\"dd063dba60118da266dbab66\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2216023\",\"source_review_id\":\"UmF0aW5nLTMxMjQyMDA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2216023\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students found Kent’s lectures dry and noted that learning often required independent study using the textbook or online resources rather than relying solely on class instruction.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"ALEXANDRA KJUCHUKOVA is recorded teaching in Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"AUTUMN KENT is recorded teaching in Fall 2017, Fall 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":7,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"FENG ZHU is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"FLORIAN BERTRAND is recorded teaching in Spring 2010, Fall 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"GARY HOWARD SCHROEDER is recorded teaching in Fall 2019. 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He used this wacko theory book and his curve (lack there of) resulted in 1 A in the ENTIRE section.\",\"course_id\":\"MATH 340\",\"date\":\"2007-11-15 11:25:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d407b7cf4dbd85a2fecee968\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTEzNjU4NjY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"Wang is bad, but not as bad as the other reviews suggest. He chooses the most difficult and obscure questions to put on tests and I think he actually likes making students do poorly. He makes sure the curve is no better than a BC which is brutal and unfair for a class like 340. 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Unlike too many math lectures, it will actually be worth your time.  His office hours are incredibly helpful if you have questions, and\",\"course_id\":\"MATH 340\",\"date\":\"2003-09-11 17:49:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ba8dd5ea4267f8618e611e86\",\"instructor_id\":\"rmp:239910\",\"instructor_name\":\"Robert Wilson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTExMjk2MTA=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/239910\"},{\"comment\":\"Adam is the best TA ever!  He makes everything clear and uses the best analogies EVER!  He also makes all of us cookies  before every exam, and sometimes just for the heck of it!  If you can ever take a class with Adam as your TA, do it!  I've had him twice already, and if I could, I would have him again.  He really cares about his students!\",\"course_id\":\"MATH 340\",\"date\":\"2006-11-20 21:54:03 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"bd632c801df2d6961aef4ccd\",\"instructor_id\":\"rmp:904604\",\"instructor_name\":\"Adam Berliner\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEyNDU0OTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/904604\"},{\"comment\":\"He is a great teacher who really makes the material interesting and understandable. Plus he is super attractive and has a sexy french accent :)\",\"course_id\":\"MATH 340\",\"date\":\"2011-01-15 17:02:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ff88f30c9db1da14540764bb\",\"instructor_id\":\"rmp:1277603\",\"instructor_name\":\"Florian Bertrand\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MTQzMzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1277603\"},{\"comment\":\"She writes challenging exams but her grading scale more than compensates for this. 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A nice, well intentioned person, but definitely the worst professor I have ever had.\",\"course_id\":\"MATH 340\",\"date\":\"2009-03-30 11:24:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"56cd87346728e42c1f2af1cf\",\"instructor_id\":\"rmp:488109\",\"instructor_name\":\"Concha Gomez\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1NTgzOTkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/488109\"},{\"comment\":\"The lectures were impossible to follow along due to the amount of proofs that he tries to cram into a 50 minute period. The tests are also half proofs, making it difficult to get a good grade even if you know your stuff. He even threw in some Calc 2 on the final because why not! The book and discussion section will be your friend with this prof.\",\"course_id\":\"MATH 340\",\"date\":\"2019-05-08 20:24:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"93c55047ef6e6bf517b45d79\",\"instructor_id\":\"rmp:196238\",\"instructor_name\":\"Sharad Chandarana\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxODE0NTY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/196238\"},{\"comment\":\"Good luck reading his handwriting. I wasted so much time just trying to figure out what he was writing.\",\"course_id\":\"MATH 340\",\"date\":\"2026-01-27 19:10:36 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2912e2f8fcd64fc3841f75af\",\"instructor_id\":\"rmp:3066542\",\"instructor_name\":\"Yassine  Tissaoui\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNTU1MzI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066542\"},{\"comment\":\"lectures are really really bad\",\"course_id\":\"MATH 340\",\"date\":\"2024-08-27 19:50:57 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"4bb1e0f5165fbdade60e2153\",\"instructor_id\":\"rmp:1029779\",\"instructor_name\":\"Sean Paul\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5NzA5OTQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1029779\"}],\"evidence_count\":9,\"review_ids\":[\"ba8dd5ea4267f8618e611e86\",\"bd632c801df2d6961aef4ccd\",\"ff88f30c9db1da14540764bb\",\"3483f669481ab0dff60e653f\",\"44cf33ae68d11d3c5556bff1\",\"56cd87346728e42c1f2af1cf\",\"93c55047ef6e6bf517b45d79\",\"2912e2f8fcd64fc3841f75af\",\"4bb1e0f5165fbdade60e2153\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1029779\",\"name\":\"Sean Paul\"},{\"id\":\"rmp:1079222\",\"name\":\"Mustafa Kalafat\"},{\"id\":\"rmp:1277603\",\"name\":\"Florian Bertrand\"},{\"id\":\"rmp:1786920\",\"name\":\"Betsy (Lindsay) Stovall\"},{\"id\":\"rmp:196238\",\"name\":\"Sharad Chandarana\"},{\"id\":\"rmp:239910\",\"name\":\"Robert Wilson\"},{\"id\":\"rmp:3066542\",\"name\":\"Yassine  Tissaoui\"},{\"id\":\"rmp:488109\",\"name\":\"Concha Gomez\"},{\"id\":\"rmp:904604\",\"name\":\"Adam Berliner\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2003\"},\"sentiment\":\"mixed\",\"summary\":\"Quality varies by instructor. Some are praised for clear explanations and analogies, while others are criticized for disorganized lectures or poor handwriting.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"boring.  one midterm and the final.  homework is graded.  assigns a lot of homework.  gets off topic and the lectures are sometimes hard to follow.  it takes a little while to get used to his english as well.\",\"course_id\":\"MATH 340\",\"date\":\"2005-07-02 20:52:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a46349477b026ff74532fc2b\",\"instructor_id\":\"rmp:513807\",\"instructor_name\":\"Amir Assadi\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwNTQzMTM=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/513807\"},{\"comment\":\"Wang is bad, but not as bad as the other reviews suggest. He chooses the most difficult and obscure questions to put on tests and I think he actually likes making students do poorly. He makes sure the curve is no better than a BC which is brutal and unfair for a class like 340. To do well, you must master every textbook problem.\",\"course_id\":\"MATH 340\",\"date\":\"2015-12-21 16:52:05 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5bde3439ca94d8728d82f59f\",\"instructor_id\":\"rmp:1848210\",\"instructor_name\":\"Bing Wang\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NzkyODE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1848210\"},{\"comment\":\"Let's cut to the chase: Professor Lee is terrible at teaching. However, it is critical to go to lectures because he hints at the proofs that he will put on the exams. Other than this, complete the homework and you should be fine for the class.\",\"course_id\":\"MATH 340\",\"date\":\"2018-09-24 21:14:39 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"98518425b819791ded6f0431\",\"instructor_id\":\"rmp:2142977\",\"instructor_name\":\"Donghyun Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTIwMzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2142977\"},{\"comment\":\"Timur is ok, you can consider him average for Linear Algebra lecturers. The only issue is how Math 340 is structured as a course at UW-Madison. The course is so test heavy and a lot of the test questions are meant to confuse you or test esoteric rules sometimes.\",\"course_id\":\"MATH 340\",\"date\":\"2026-05-01 21:46:46 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"885419bc1f3b35fd386d9f7f\",\"instructor_id\":\"rmp:3039897\",\"instructor_name\":\"Timur  Yastrzhembskiy\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyOTk5MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3039897\"}],\"evidence_count\":4,\"review_ids\":[\"a46349477b026ff74532fc2b\",\"5bde3439ca94d8728d82f59f\",\"98518425b819791ded6f0431\",\"885419bc1f3b35fd386d9f7f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1848210\",\"name\":\"Bing Wang\"},{\"id\":\"rmp:2142977\",\"name\":\"Donghyun Lee\"},{\"id\":\"rmp:3039897\",\"name\":\"Timur  Yastrzhembskiy\"},{\"id\":\"rmp:513807\",\"name\":\"Amir Assadi\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2005\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies; some find homework manageable, while others report excessive assignments and brutal grading curves.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"She writes challenging exams but her grading scale more than compensates for this. Her lectures were fascinating. Her method of presentation was to write a proof while leading the students through it. At crucial points she would stop and make sure we were still with her. Do the assigned readings, start the homework early, and you will do well.\",\"course_id\":\"MATH 340\",\"date\":\"2013-01-12 15:18:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3483f669481ab0dff60e653f\",\"instructor_id\":\"rmp:1786920\",\"instructor_name\":\"Betsy (Lindsay) Stovall\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIxMjUwMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1786920\"},{\"comment\":\"He's really helpful and he's always available at his office hours. He seems to really like teaching and he is charismatic and fun to be around. If you ever take Linear Algebra, remember to study eigenstuff (eigenvectors, eigenspaces, eigenvalues). He's quite passionate about both his teaching and his love of math.\",\"course_id\":\"MATH 340\",\"date\":\"2013-05-20 22:59:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"358f8a975b4a9a7424ba5b7a\",\"instructor_id\":\"rmp:1772334\",\"instructor_name\":\"Gregory Shinault\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODAwNTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1772334\"},{\"comment\":\"He is one of the best math professors I met in UW-Madison! He provided extra credit for midterm 1/2 for completing related questions in the final. With his detailed notes and detailed solution to practice problems to exams, it's quite easy to get a satisfying grade.\",\"course_id\":\"MATH 340\",\"date\":\"2020-05-01 22:12:25 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9373ad2aeeab0e56a66a22cc\",\"instructor_id\":\"rmp:2470499\",\"instructor_name\":\"Trevor Leslie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTc5NjI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2470499\"},{\"comment\":\"The lectures were impossible to follow along due to the amount of proofs that he tries to cram into a 50 minute period. The tests are also half proofs, making it difficult to get a good grade even if you know your stuff. He even threw in some Calc 2 on the final because why not! The book and discussion section will be your friend with this prof.\",\"course_id\":\"MATH 340\",\"date\":\"2019-05-08 20:24:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"93c55047ef6e6bf517b45d79\",\"instructor_id\":\"rmp:196238\",\"instructor_name\":\"Sharad Chandarana\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxODE0NTY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/196238\"},{\"comment\":\"Let's cut to the chase: Professor Lee is terrible at teaching. However, it is critical to go to lectures because he hints at the proofs that he will put on the exams. Other than this, complete the homework and you should be fine for the class.\",\"course_id\":\"MATH 340\",\"date\":\"2018-09-24 21:14:39 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"98518425b819791ded6f0431\",\"instructor_id\":\"rmp:2142977\",\"instructor_name\":\"Donghyun Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTIwMzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2142977\"},{\"comment\":\"Timur is ok, you can consider him average for Linear Algebra lecturers. The only issue is how Math 340 is structured as a course at UW-Madison. The course is so test heavy and a lot of the test questions are meant to confuse you or test esoteric rules sometimes.\",\"course_id\":\"MATH 340\",\"date\":\"2026-05-01 21:46:46 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"885419bc1f3b35fd386d9f7f\",\"instructor_id\":\"rmp:3039897\",\"instructor_name\":\"Timur  Yastrzhembskiy\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyOTk5MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3039897\"}],\"evidence_count\":6,\"review_ids\":[\"3483f669481ab0dff60e653f\",\"358f8a975b4a9a7424ba5b7a\",\"9373ad2aeeab0e56a66a22cc\",\"93c55047ef6e6bf517b45d79\",\"98518425b819791ded6f0431\",\"885419bc1f3b35fd386d9f7f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1772334\",\"name\":\"Gregory Shinault\"},{\"id\":\"rmp:1786920\",\"name\":\"Betsy (Lindsay) Stovall\"},{\"id\":\"rmp:196238\",\"name\":\"Sharad Chandarana\"},{\"id\":\"rmp:2142977\",\"name\":\"Donghyun Lee\"},{\"id\":\"rmp:2470499\",\"name\":\"Trevor Leslie\"},{\"id\":\"rmp:3039897\",\"name\":\"Timur  Yastrzhembskiy\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment styles vary from clear exams with fair grading to confusing, proof-heavy tests with harsh curves.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"I've taken four math classes at UW and Grizzard is definitely the best professor I've had in the department. Teaches in a way so that topics are constantly building off the previous ones, and emphasizes understanding things conceptually and practicing the arithmetic. My only complaint is the class was somewhat disorganized and inconsistent.\",\"course_id\":\"MATH 340\",\"date\":\"2019-05-14 01:25:35 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"84c3b043e2c4906eecea4e9d\",\"instructor_id\":\"rmp:1934009\",\"instructor_name\":\"Robert Grizzard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxODY0MDA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1934009\"},{\"comment\":\"Professor Niedorf is great professor because he uses very organized notes, is easily accessible outside of class, and he genuinely cares about his students. If you have to take Math 340, Professor Niedorf is a good choice.\",\"course_id\":\"MATH 340\",\"date\":\"2025-07-03 16:15:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"31e2e33abfa991967335a792\",\"instructor_id\":\"rmp:3063233\",\"instructor_name\":\"Lars Niedorf\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDc5NTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063233\"},{\"comment\":\"One of the best professors I've had so far. His lectures are very clear, and he uses class time really efficiently. His board work is super easy to follow, which helped me a lot. I've been to his office hours multiple times, and he is always patient and willing to explain things until they make sense. I definitely improved a lot in his class.10/10!\",\"course_id\":\"MATH 340\",\"date\":\"2026-04-09 23:26:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"eace67e5750dee4e076d3c69\",\"instructor_id\":\"rmp:3153448\",\"instructor_name\":\"Giorgio Young\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODA5MjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153448\"},{\"comment\":\"One of my favorite professors. He is fun and he explain all the concept extremely clear and easy to understand. He answer questions after every new concept or topics which is really helpful. If he has other courses I would definitely love to take! As for the course itself, paying attention in lecture and practicing the past exams is enough.\",\"course_id\":\"MATH 340\",\"date\":\"2026-08-21 18:59:47 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9305b178579c19714ace35d9\",\"instructor_id\":\"rmp:3161381\",\"instructor_name\":\"Nicholas Derr\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzgwNTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3161381\"}],\"evidence_count\":4,\"review_ids\":[\"84c3b043e2c4906eecea4e9d\",\"31e2e33abfa991967335a792\",\"eace67e5750dee4e076d3c69\",\"9305b178579c19714ace35d9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1934009\",\"name\":\"Robert Grizzard\"},{\"id\":\"rmp:3063233\",\"name\":\"Lars Niedorf\"},{\"id\":\"rmp:3153448\",\"name\":\"Giorgio Young\"},{\"id\":\"rmp:3161381\",\"name\":\"Nicholas Derr\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Organization depends on the instructor. 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He's clearly passionate and willing to go in more depth while he explains concepts clearly. He'll also crack a witty joke or statement every know and then, and he might occasionally do something really funny. He always shows up to class with a smile and cares about his students. 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He used this wacko theory book and his curve (lack there of) resulted in 1 A in the ENTIRE section.\",\"course_id\":\"MATH 340\",\"date\":\"2007-11-15 11:25:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d407b7cf4dbd85a2fecee968\",\"instructor_id\":\"rmp:394755\",\"instructor_name\":\"Andreas Seeger\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTEzNjU4NjY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/394755\"},{\"comment\":\"Wang is bad, but not as bad as the other reviews suggest. He chooses the most difficult and obscure questions to put on tests and I think he actually likes making students do poorly. He makes sure the curve is no better than a BC which is brutal and unfair for a class like 340. To do well, you must master every textbook problem.\",\"course_id\":\"MATH 340\",\"date\":\"2015-12-21 16:52:05 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5bde3439ca94d8728d82f59f\",\"instructor_id\":\"rmp:1848210\",\"instructor_name\":\"Bing Wang\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NzkyODE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1848210\"},{\"comment\":\"The lectures were impossible to follow along due to the amount of proofs that he tries to cram into a 50 minute period. The tests are also half proofs, making it difficult to get a good grade even if you know your stuff. He even threw in some Calc 2 on the final because why not! 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Unlike too many math lectures, it will actually be worth your time.  His office hours are incredibly helpful if you have questions, and\",\"course_id\":\"MATH 340\",\"date\":\"2003-09-11 17:49:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ba8dd5ea4267f8618e611e86\",\"instructor_id\":\"rmp:239910\",\"instructor_name\":\"Robert Wilson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTExMjk2MTA=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/239910\"},{\"comment\":\"Adam is the best TA ever!  He makes everything clear and uses the best analogies EVER!  He also makes all of us cookies  before every exam, and sometimes just for the heck of it!  If you can ever take a class with Adam as your TA, do it!  I've had him twice already, and if I could, I would have him again.  He really cares about his students!\",\"course_id\":\"MATH 340\",\"date\":\"2006-11-20 21:54:03 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"bd632c801df2d6961aef4ccd\",\"instructor_id\":\"rmp:904604\",\"instructor_name\":\"Adam Berliner\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEyNDU0OTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/904604\"},{\"comment\":\"He is a great teacher who really makes the material interesting and understandable. Plus he is super attractive and has a sexy french accent :)\",\"course_id\":\"MATH 340\",\"date\":\"2011-01-15 17:02:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ff88f30c9db1da14540764bb\",\"instructor_id\":\"rmp:1277603\",\"instructor_name\":\"Florian Bertrand\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MTQzMzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1277603\"},{\"comment\":\"She writes challenging exams but her grading scale more than compensates for this. Her lectures were fascinating. Her method of presentation was to write a proof while leading the students through it. At crucial points she would stop and make sure we were still with her. Do the assigned readings, start the homework early, and you will do well.\",\"course_id\":\"MATH 340\",\"date\":\"2013-01-12 15:18:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3483f669481ab0dff60e653f\",\"instructor_id\":\"rmp:1786920\",\"instructor_name\":\"Betsy (Lindsay) Stovall\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIxMjUwMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1786920\"},{\"comment\":\"Read out of the text book, copied it onto the board extremely slowly. Writes really slow, seems like he has OCD to write perfect letters, erasing and re-erasing multiple times. Pauses while speaking many times and overall does not help at all. Reading the text is more useful, class is a waste. I like math, and would not recommend taking 340.\",\"course_id\":\"MATH 340\",\"date\":\"2008-08-09 15:36:44 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"44cf33ae68d11d3c5556bff1\",\"instructor_id\":\"rmp:1079222\",\"instructor_name\":\"Mustafa Kalafat\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE0NzI5MjM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1079222\"},{\"comment\":\"Late almost every day. Unacceptable number of mistakes during lecture. Completely absurd grading and she sometimes wears shirts that are see-through (ew). A nice, well intentioned person, but definitely the worst professor I have ever had.\",\"course_id\":\"MATH 340\",\"date\":\"2009-03-30 11:24:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"56cd87346728e42c1f2af1cf\",\"instructor_id\":\"rmp:488109\",\"instructor_name\":\"Concha Gomez\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1NTgzOTkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/488109\"},{\"comment\":\"The lectures were impossible to follow along due to the amount of proofs that he tries to cram into a 50 minute period. The tests are also half proofs, making it difficult to get a good grade even if you know your stuff. He even threw in some Calc 2 on the final because why not! The book and discussion section will be your friend with this prof.\",\"course_id\":\"MATH 340\",\"date\":\"2019-05-08 20:24:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"93c55047ef6e6bf517b45d79\",\"instructor_id\":\"rmp:196238\",\"instructor_name\":\"Sharad Chandarana\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxODE0NTY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/196238\"},{\"comment\":\"Good luck reading his handwriting. I wasted so much time just trying to figure out what he was writing.\",\"course_id\":\"MATH 340\",\"date\":\"2026-01-27 19:10:36 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2912e2f8fcd64fc3841f75af\",\"instructor_id\":\"rmp:3066542\",\"instructor_name\":\"Yassine  Tissaoui\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNTU1MzI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066542\"},{\"comment\":\"lectures are really really bad\",\"course_id\":\"MATH 340\",\"date\":\"2024-08-27 19:50:57 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"4bb1e0f5165fbdade60e2153\",\"instructor_id\":\"rmp:1029779\",\"instructor_name\":\"Sean Paul\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5NzA5OTQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1029779\"}],\"evidence_count\":9,\"review_ids\":[\"ba8dd5ea4267f8618e611e86\",\"bd632c801df2d6961aef4ccd\",\"ff88f30c9db1da14540764bb\",\"3483f669481ab0dff60e653f\",\"44cf33ae68d11d3c5556bff1\",\"56cd87346728e42c1f2af1cf\",\"93c55047ef6e6bf517b45d79\",\"2912e2f8fcd64fc3841f75af\",\"4bb1e0f5165fbdade60e2153\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1029779\",\"name\":\"Sean Paul\"},{\"id\":\"rmp:1079222\",\"name\":\"Mustafa Kalafat\"},{\"id\":\"rmp:1277603\",\"name\":\"Florian Bertrand\"},{\"id\":\"rmp:1786920\",\"name\":\"Betsy (Lindsay) Stovall\"},{\"id\":\"rmp:196238\",\"name\":\"Sharad Chandarana\"},{\"id\":\"rmp:239910\",\"name\":\"Robert Wilson\"},{\"id\":\"rmp:3066542\",\"name\":\"Yassine  Tissaoui\"},{\"id\":\"rmp:488109\",\"name\":\"Concha Gomez\"},{\"id\":\"rmp:904604\",\"name\":\"Adam Berliner\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2003\"},\"sentiment\":\"mixed\",\"summary\":\"Quality varies by instructor. Some are praised for clear explanations and analogies, while others are criticized for disorganized lectures or poor handwriting.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"boring.  one midterm and the final.  homework is graded.  assigns a lot of homework.  gets off topic and the lectures are sometimes hard to follow.  it takes a little while to get used to his english as well.\",\"course_id\":\"MATH 340\",\"date\":\"2005-07-02 20:52:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a46349477b026ff74532fc2b\",\"instructor_id\":\"rmp:513807\",\"instructor_name\":\"Amir Assadi\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwNTQzMTM=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/513807\"},{\"comment\":\"Wang is bad, but not as bad as the other reviews suggest. He chooses the most difficult and obscure questions to put on tests and I think he actually likes making students do poorly. He makes sure the curve is no better than a BC which is brutal and unfair for a class like 340. To do well, you must master every textbook problem.\",\"course_id\":\"MATH 340\",\"date\":\"2015-12-21 16:52:05 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5bde3439ca94d8728d82f59f\",\"instructor_id\":\"rmp:1848210\",\"instructor_name\":\"Bing Wang\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NzkyODE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1848210\"},{\"comment\":\"Let's cut to the chase: Professor Lee is terrible at teaching. However, it is critical to go to lectures because he hints at the proofs that he will put on the exams. Other than this, complete the homework and you should be fine for the class.\",\"course_id\":\"MATH 340\",\"date\":\"2018-09-24 21:14:39 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"98518425b819791ded6f0431\",\"instructor_id\":\"rmp:2142977\",\"instructor_name\":\"Donghyun Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTIwMzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2142977\"},{\"comment\":\"Timur is ok, you can consider him average for Linear Algebra lecturers. The only issue is how Math 340 is structured as a course at UW-Madison. The course is so test heavy and a lot of the test questions are meant to confuse you or test esoteric rules sometimes.\",\"course_id\":\"MATH 340\",\"date\":\"2026-05-01 21:46:46 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"885419bc1f3b35fd386d9f7f\",\"instructor_id\":\"rmp:3039897\",\"instructor_name\":\"Timur  Yastrzhembskiy\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyOTk5MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3039897\"}],\"evidence_count\":4,\"review_ids\":[\"a46349477b026ff74532fc2b\",\"5bde3439ca94d8728d82f59f\",\"98518425b819791ded6f0431\",\"885419bc1f3b35fd386d9f7f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1848210\",\"name\":\"Bing Wang\"},{\"id\":\"rmp:2142977\",\"name\":\"Donghyun Lee\"},{\"id\":\"rmp:3039897\",\"name\":\"Timur  Yastrzhembskiy\"},{\"id\":\"rmp:513807\",\"name\":\"Amir Assadi\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2005\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies; some find homework manageable, while others report excessive assignments and brutal grading curves.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"She writes challenging exams but her grading scale more than compensates for this. Her lectures were fascinating. Her method of presentation was to write a proof while leading the students through it. At crucial points she would stop and make sure we were still with her. Do the assigned readings, start the homework early, and you will do well.\",\"course_id\":\"MATH 340\",\"date\":\"2013-01-12 15:18:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3483f669481ab0dff60e653f\",\"instructor_id\":\"rmp:1786920\",\"instructor_name\":\"Betsy (Lindsay) Stovall\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIxMjUwMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1786920\"},{\"comment\":\"He's really helpful and he's always available at his office hours. He seems to really like teaching and he is charismatic and fun to be around. If you ever take Linear Algebra, remember to study eigenstuff (eigenvectors, eigenspaces, eigenvalues). He's quite passionate about both his teaching and his love of math.\",\"course_id\":\"MATH 340\",\"date\":\"2013-05-20 22:59:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"358f8a975b4a9a7424ba5b7a\",\"instructor_id\":\"rmp:1772334\",\"instructor_name\":\"Gregory Shinault\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODAwNTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1772334\"},{\"comment\":\"He is one of the best math professors I met in UW-Madison! He provided extra credit for midterm 1/2 for completing related questions in the final. With his detailed notes and detailed solution to practice problems to exams, it's quite easy to get a satisfying grade.\",\"course_id\":\"MATH 340\",\"date\":\"2020-05-01 22:12:25 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9373ad2aeeab0e56a66a22cc\",\"instructor_id\":\"rmp:2470499\",\"instructor_name\":\"Trevor Leslie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTc5NjI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2470499\"},{\"comment\":\"The lectures were impossible to follow along due to the amount of proofs that he tries to cram into a 50 minute period. The tests are also half proofs, making it difficult to get a good grade even if you know your stuff. He even threw in some Calc 2 on the final because why not! The book and discussion section will be your friend with this prof.\",\"course_id\":\"MATH 340\",\"date\":\"2019-05-08 20:24:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"93c55047ef6e6bf517b45d79\",\"instructor_id\":\"rmp:196238\",\"instructor_name\":\"Sharad Chandarana\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxODE0NTY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/196238\"},{\"comment\":\"Let's cut to the chase: Professor Lee is terrible at teaching. However, it is critical to go to lectures because he hints at the proofs that he will put on the exams. Other than this, complete the homework and you should be fine for the class.\",\"course_id\":\"MATH 340\",\"date\":\"2018-09-24 21:14:39 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"98518425b819791ded6f0431\",\"instructor_id\":\"rmp:2142977\",\"instructor_name\":\"Donghyun Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTIwMzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2142977\"},{\"comment\":\"Timur is ok, you can consider him average for Linear Algebra lecturers. The only issue is how Math 340 is structured as a course at UW-Madison. The course is so test heavy and a lot of the test questions are meant to confuse you or test esoteric rules sometimes.\",\"course_id\":\"MATH 340\",\"date\":\"2026-05-01 21:46:46 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"885419bc1f3b35fd386d9f7f\",\"instructor_id\":\"rmp:3039897\",\"instructor_name\":\"Timur  Yastrzhembskiy\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyOTk5MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3039897\"}],\"evidence_count\":6,\"review_ids\":[\"3483f669481ab0dff60e653f\",\"358f8a975b4a9a7424ba5b7a\",\"9373ad2aeeab0e56a66a22cc\",\"93c55047ef6e6bf517b45d79\",\"98518425b819791ded6f0431\",\"885419bc1f3b35fd386d9f7f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1772334\",\"name\":\"Gregory Shinault\"},{\"id\":\"rmp:1786920\",\"name\":\"Betsy (Lindsay) Stovall\"},{\"id\":\"rmp:196238\",\"name\":\"Sharad Chandarana\"},{\"id\":\"rmp:2142977\",\"name\":\"Donghyun Lee\"},{\"id\":\"rmp:2470499\",\"name\":\"Trevor Leslie\"},{\"id\":\"rmp:3039897\",\"name\":\"Timur  Yastrzhembskiy\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment styles vary from clear exams with fair grading to confusing, proof-heavy tests with harsh curves.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"I've taken four math classes at UW and Grizzard is definitely the best professor I've had in the department. Teaches in a way so that topics are constantly building off the previous ones, and emphasizes understanding things conceptually and practicing the arithmetic. My only complaint is the class was somewhat disorganized and inconsistent.\",\"course_id\":\"MATH 340\",\"date\":\"2019-05-14 01:25:35 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"84c3b043e2c4906eecea4e9d\",\"instructor_id\":\"rmp:1934009\",\"instructor_name\":\"Robert Grizzard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxODY0MDA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1934009\"},{\"comment\":\"Professor Niedorf is great professor because he uses very organized notes, is easily accessible outside of class, and he genuinely cares about his students. If you have to take Math 340, Professor Niedorf is a good choice.\",\"course_id\":\"MATH 340\",\"date\":\"2025-07-03 16:15:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"31e2e33abfa991967335a792\",\"instructor_id\":\"rmp:3063233\",\"instructor_name\":\"Lars Niedorf\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDc5NTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063233\"},{\"comment\":\"One of the best professors I've had so far. His lectures are very clear, and he uses class time really efficiently. His board work is super easy to follow, which helped me a lot. I've been to his office hours multiple times, and he is always patient and willing to explain things until they make sense. I definitely improved a lot in his class.10/10!\",\"course_id\":\"MATH 340\",\"date\":\"2026-04-09 23:26:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"eace67e5750dee4e076d3c69\",\"instructor_id\":\"rmp:3153448\",\"instructor_name\":\"Giorgio Young\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODA5MjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153448\"},{\"comment\":\"One of my favorite professors. He is fun and he explain all the concept extremely clear and easy to understand. He answer questions after every new concept or topics which is really helpful. If he has other courses I would definitely love to take! As for the course itself, paying attention in lecture and practicing the past exams is enough.\",\"course_id\":\"MATH 340\",\"date\":\"2026-08-21 18:59:47 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9305b178579c19714ace35d9\",\"instructor_id\":\"rmp:3161381\",\"instructor_name\":\"Nicholas Derr\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzgwNTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3161381\"}],\"evidence_count\":4,\"review_ids\":[\"84c3b043e2c4906eecea4e9d\",\"31e2e33abfa991967335a792\",\"eace67e5750dee4e076d3c69\",\"9305b178579c19714ace35d9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1934009\",\"name\":\"Robert Grizzard\"},{\"id\":\"rmp:3063233\",\"name\":\"Lars Niedorf\"},{\"id\":\"rmp:3153448\",\"name\":\"Giorgio Young\"},{\"id\":\"rmp:3161381\",\"name\":\"Nicholas Derr\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Organization depends on the instructor. Some are praised for structured notes, while others are described as disorganized or inconsistent.\"}]}","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_eec4aae06b946a73f1878be4","course_id":"MATH 340","catalog_version_id":"61da0ad54d7a13a63bd73e2b7221216bc9f725fbc70c4134281bdaa0fcbd5959","record_version_id":"a40922f9b8391a3bddc4febedfaf91ffc2815de4cf845c9ed96298bcc435c7a6","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"685be4fd1997804f59ce5698cf5a1d132dcda02b2fc967c0d5563aa222316f36","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"adf74e7c87ac1ded416b9b84c9f983fabddb13a5a48213660205dc5fb783018f\",\"course_id\":\"MATH 340\",\"current_instructors\":[{\"instructor_uid\":\"instructor_b72f557dc64939ca32f6a640\",\"message\":\"Summary generation failed\",\"name\":\"Kaitlyn Phillipson\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2865117\",\"summary\":[{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.03 GPA, 43.8% A/AB (n=89 letter grades); 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Fall 2025: 2.92 GPA, 40.0% A/AB (n=608 letter grades); Spring 2026: 2.87 GPA, 40.1% A/AB (n=469 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"DOHYUN KWON is recorded teaching in Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"DONGHYUN LEE is recorded teaching in Spring 2017, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"FENG ZHU is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"FLORIAN BERTRAND is recorded teaching in Spring 2010, Fall 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"GARY HOWARD SCHROEDER is recorded teaching in Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HONGCHANG JI is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"KAITLYN PHILLIPSON is recorded teaching in Fall 2022, Spring 2023, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"}],\"text\":\"MUSTAFA KALAFAT is recorded teaching in Spring 2008, Spring 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"NICHOLAS DERR is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"PAIGE HILLEN is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"}],\"text\":\"SEAN ROSTAMI is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"XIUXIONG CHEN is recorded teaching in Fall 2006. 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Unlike too many math lectures, it will actually be worth your time.  His office hours are incredibly helpful if you have questions, and\",\"course_id\":\"MATH 340\",\"date\":\"2003-09-11 17:49:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ba8dd5ea4267f8618e611e86\",\"instructor_id\":\"rmp:239910\",\"instructor_name\":\"Robert Wilson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTExMjk2MTA=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/239910\"},{\"comment\":\"Adam is the best TA ever!  He makes everything clear and uses the best analogies EVER!  He also makes all of us cookies  before every exam, and sometimes just for the heck of it!  If you can ever take a class with Adam as your TA, do it!  I've had him twice already, and if I could, I would have him again.  He really cares about his students!\",\"course_id\":\"MATH 340\",\"date\":\"2006-11-20 21:54:03 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"bd632c801df2d6961aef4ccd\",\"instructor_id\":\"rmp:904604\",\"instructor_name\":\"Adam Berliner\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEyNDU0OTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/904604\"},{\"comment\":\"He is a great teacher who really makes the material interesting and understandable. Plus he is super attractive and has a sexy french accent :)\",\"course_id\":\"MATH 340\",\"date\":\"2011-01-15 17:02:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ff88f30c9db1da14540764bb\",\"instructor_id\":\"rmp:1277603\",\"instructor_name\":\"Florian Bertrand\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MTQzMzk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1277603\"},{\"comment\":\"She writes challenging exams but her grading scale more than compensates for this. 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I like math, and would not recommend taking 340.\",\"course_id\":\"MATH 340\",\"date\":\"2008-08-09 15:36:44 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"44cf33ae68d11d3c5556bff1\",\"instructor_id\":\"rmp:1079222\",\"instructor_name\":\"Mustafa Kalafat\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE0NzI5MjM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1079222\"},{\"comment\":\"Late almost every day. Unacceptable number of mistakes during lecture. Completely absurd grading and she sometimes wears shirts that are see-through (ew). A nice, well intentioned person, but definitely the worst professor I have ever had.\",\"course_id\":\"MATH 340\",\"date\":\"2009-03-30 11:24:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"56cd87346728e42c1f2af1cf\",\"instructor_id\":\"rmp:488109\",\"instructor_name\":\"Concha Gomez\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1NTgzOTkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/488109\"},{\"comment\":\"The lectures were impossible to follow along due to the amount of proofs that he tries to cram into a 50 minute period. The tests are also half proofs, making it difficult to get a good grade even if you know your stuff. He even threw in some Calc 2 on the final because why not! The book and discussion section will be your friend with this prof.\",\"course_id\":\"MATH 340\",\"date\":\"2019-05-08 20:24:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"93c55047ef6e6bf517b45d79\",\"instructor_id\":\"rmp:196238\",\"instructor_name\":\"Sharad Chandarana\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxODE0NTY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/196238\"},{\"comment\":\"Good luck reading his handwriting. I wasted so much time just trying to figure out what he was writing.\",\"course_id\":\"MATH 340\",\"date\":\"2026-01-27 19:10:36 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2912e2f8fcd64fc3841f75af\",\"instructor_id\":\"rmp:3066542\",\"instructor_name\":\"Yassine  Tissaoui\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNTU1MzI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3066542\"},{\"comment\":\"lectures are really really bad\",\"course_id\":\"MATH 340\",\"date\":\"2024-08-27 19:50:57 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"4bb1e0f5165fbdade60e2153\",\"instructor_id\":\"rmp:1029779\",\"instructor_name\":\"Sean Paul\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5NzA5OTQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1029779\"}],\"evidence_count\":9,\"review_ids\":[\"ba8dd5ea4267f8618e611e86\",\"bd632c801df2d6961aef4ccd\",\"ff88f30c9db1da14540764bb\",\"3483f669481ab0dff60e653f\",\"44cf33ae68d11d3c5556bff1\",\"56cd87346728e42c1f2af1cf\",\"93c55047ef6e6bf517b45d79\",\"2912e2f8fcd64fc3841f75af\",\"4bb1e0f5165fbdade60e2153\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1029779\",\"name\":\"Sean Paul\"},{\"id\":\"rmp:1079222\",\"name\":\"Mustafa Kalafat\"},{\"id\":\"rmp:1277603\",\"name\":\"Florian Bertrand\"},{\"id\":\"rmp:1786920\",\"name\":\"Betsy (Lindsay) Stovall\"},{\"id\":\"rmp:196238\",\"name\":\"Sharad Chandarana\"},{\"id\":\"rmp:239910\",\"name\":\"Robert Wilson\"},{\"id\":\"rmp:3066542\",\"name\":\"Yassine  Tissaoui\"},{\"id\":\"rmp:488109\",\"name\":\"Concha Gomez\"},{\"id\":\"rmp:904604\",\"name\":\"Adam Berliner\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2003\"},\"sentiment\":\"mixed\",\"summary\":\"Quality varies by instructor. Some are praised for clear explanations and analogies, while others are criticized for disorganized lectures or poor handwriting.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"boring.  one midterm and the final.  homework is graded.  assigns a lot of homework.  gets off topic and the lectures are sometimes hard to follow.  it takes a little while to get used to his english as well.\",\"course_id\":\"MATH 340\",\"date\":\"2005-07-02 20:52:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a46349477b026ff74532fc2b\",\"instructor_id\":\"rmp:513807\",\"instructor_name\":\"Amir Assadi\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwNTQzMTM=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/513807\"},{\"comment\":\"Wang is bad, but not as bad as the other reviews suggest. He chooses the most difficult and obscure questions to put on tests and I think he actually likes making students do poorly. He makes sure the curve is no better than a BC which is brutal and unfair for a class like 340. To do well, you must master every textbook problem.\",\"course_id\":\"MATH 340\",\"date\":\"2015-12-21 16:52:05 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5bde3439ca94d8728d82f59f\",\"instructor_id\":\"rmp:1848210\",\"instructor_name\":\"Bing Wang\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NzkyODE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1848210\"},{\"comment\":\"Let's cut to the chase: Professor Lee is terrible at teaching. However, it is critical to go to lectures because he hints at the proofs that he will put on the exams. Other than this, complete the homework and you should be fine for the class.\",\"course_id\":\"MATH 340\",\"date\":\"2018-09-24 21:14:39 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"98518425b819791ded6f0431\",\"instructor_id\":\"rmp:2142977\",\"instructor_name\":\"Donghyun Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTIwMzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2142977\"},{\"comment\":\"Timur is ok, you can consider him average for Linear Algebra lecturers. The only issue is how Math 340 is structured as a course at UW-Madison. The course is so test heavy and a lot of the test questions are meant to confuse you or test esoteric rules sometimes.\",\"course_id\":\"MATH 340\",\"date\":\"2026-05-01 21:46:46 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"885419bc1f3b35fd386d9f7f\",\"instructor_id\":\"rmp:3039897\",\"instructor_name\":\"Timur  Yastrzhembskiy\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyOTk5MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3039897\"}],\"evidence_count\":4,\"review_ids\":[\"a46349477b026ff74532fc2b\",\"5bde3439ca94d8728d82f59f\",\"98518425b819791ded6f0431\",\"885419bc1f3b35fd386d9f7f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1848210\",\"name\":\"Bing Wang\"},{\"id\":\"rmp:2142977\",\"name\":\"Donghyun Lee\"},{\"id\":\"rmp:3039897\",\"name\":\"Timur  Yastrzhembskiy\"},{\"id\":\"rmp:513807\",\"name\":\"Amir Assadi\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2005\"},\"sentiment\":\"mixed\",\"summary\":\"Workload varies; some find homework manageable, while others report excessive assignments and brutal grading curves.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"She writes challenging exams but her grading scale more than compensates for this. Her lectures were fascinating. Her method of presentation was to write a proof while leading the students through it. At crucial points she would stop and make sure we were still with her. Do the assigned readings, start the homework early, and you will do well.\",\"course_id\":\"MATH 340\",\"date\":\"2013-01-12 15:18:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3483f669481ab0dff60e653f\",\"instructor_id\":\"rmp:1786920\",\"instructor_name\":\"Betsy (Lindsay) Stovall\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIxMjUwMTUx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1786920\"},{\"comment\":\"He's really helpful and he's always available at his office hours. He seems to really like teaching and he is charismatic and fun to be around. If you ever take Linear Algebra, remember to study eigenstuff (eigenvectors, eigenspaces, eigenvalues). He's quite passionate about both his teaching and his love of math.\",\"course_id\":\"MATH 340\",\"date\":\"2013-05-20 22:59:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"358f8a975b4a9a7424ba5b7a\",\"instructor_id\":\"rmp:1772334\",\"instructor_name\":\"Gregory Shinault\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIxODAwNTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1772334\"},{\"comment\":\"He is one of the best math professors I met in UW-Madison! He provided extra credit for midterm 1/2 for completing related questions in the final. With his detailed notes and detailed solution to practice problems to exams, it's quite easy to get a satisfying grade.\",\"course_id\":\"MATH 340\",\"date\":\"2020-05-01 22:12:25 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9373ad2aeeab0e56a66a22cc\",\"instructor_id\":\"rmp:2470499\",\"instructor_name\":\"Trevor Leslie\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTc5NjI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2470499\"},{\"comment\":\"The lectures were impossible to follow along due to the amount of proofs that he tries to cram into a 50 minute period. The tests are also half proofs, making it difficult to get a good grade even if you know your stuff. He even threw in some Calc 2 on the final because why not! The book and discussion section will be your friend with this prof.\",\"course_id\":\"MATH 340\",\"date\":\"2019-05-08 20:24:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"93c55047ef6e6bf517b45d79\",\"instructor_id\":\"rmp:196238\",\"instructor_name\":\"Sharad Chandarana\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTMxODE0NTY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/196238\"},{\"comment\":\"Let's cut to the chase: Professor Lee is terrible at teaching. However, it is critical to go to lectures because he hints at the proofs that he will put on the exams. Other than this, complete the homework and you should be fine for the class.\",\"course_id\":\"MATH 340\",\"date\":\"2018-09-24 21:14:39 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"98518425b819791ded6f0431\",\"instructor_id\":\"rmp:2142977\",\"instructor_name\":\"Donghyun Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTIwMzE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2142977\"},{\"comment\":\"Timur is ok, you can consider him average for Linear Algebra lecturers. The only issue is how Math 340 is structured as a course at UW-Madison. The course is so test heavy and a lot of the test questions are meant to confuse you or test esoteric rules sometimes.\",\"course_id\":\"MATH 340\",\"date\":\"2026-05-01 21:46:46 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"885419bc1f3b35fd386d9f7f\",\"instructor_id\":\"rmp:3039897\",\"instructor_name\":\"Timur  Yastrzhembskiy\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyOTk5MjI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3039897\"}],\"evidence_count\":6,\"review_ids\":[\"3483f669481ab0dff60e653f\",\"358f8a975b4a9a7424ba5b7a\",\"9373ad2aeeab0e56a66a22cc\",\"93c55047ef6e6bf517b45d79\",\"98518425b819791ded6f0431\",\"885419bc1f3b35fd386d9f7f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1772334\",\"name\":\"Gregory Shinault\"},{\"id\":\"rmp:1786920\",\"name\":\"Betsy (Lindsay) Stovall\"},{\"id\":\"rmp:196238\",\"name\":\"Sharad Chandarana\"},{\"id\":\"rmp:2142977\",\"name\":\"Donghyun Lee\"},{\"id\":\"rmp:2470499\",\"name\":\"Trevor Leslie\"},{\"id\":\"rmp:3039897\",\"name\":\"Timur  Yastrzhembskiy\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment styles vary from clear exams with fair grading to confusing, proof-heavy tests with harsh curves.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"I've taken four math classes at UW and Grizzard is definitely the best professor I've had in the department. Teaches in a way so that topics are constantly building off the previous ones, and emphasizes understanding things conceptually and practicing the arithmetic. My only complaint is the class was somewhat disorganized and inconsistent.\",\"course_id\":\"MATH 340\",\"date\":\"2019-05-14 01:25:35 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"84c3b043e2c4906eecea4e9d\",\"instructor_id\":\"rmp:1934009\",\"instructor_name\":\"Robert Grizzard\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxODY0MDA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1934009\"},{\"comment\":\"Professor Niedorf is great professor because he uses very organized notes, is easily accessible outside of class, and he genuinely cares about his students. If you have to take Math 340, Professor Niedorf is a good choice.\",\"course_id\":\"MATH 340\",\"date\":\"2025-07-03 16:15:11 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"31e2e33abfa991967335a792\",\"instructor_id\":\"rmp:3063233\",\"instructor_name\":\"Lars Niedorf\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDc5NTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3063233\"},{\"comment\":\"One of the best professors I've had so far. His lectures are very clear, and he uses class time really efficiently. His board work is super easy to follow, which helped me a lot. I've been to his office hours multiple times, and he is always patient and willing to explain things until they make sense. I definitely improved a lot in his class.10/10!\",\"course_id\":\"MATH 340\",\"date\":\"2026-04-09 23:26:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"eace67e5750dee4e076d3c69\",\"instructor_id\":\"rmp:3153448\",\"instructor_name\":\"Giorgio Young\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODA5MjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3153448\"},{\"comment\":\"One of my favorite professors. He is fun and he explain all the concept extremely clear and easy to understand. He answer questions after every new concept or topics which is really helpful. If he has other courses I would definitely love to take! As for the course itself, paying attention in lecture and practicing the past exams is enough.\",\"course_id\":\"MATH 340\",\"date\":\"2026-08-21 18:59:47 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9305b178579c19714ace35d9\",\"instructor_id\":\"rmp:3161381\",\"instructor_name\":\"Nicholas Derr\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzgwNTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3161381\"}],\"evidence_count\":4,\"review_ids\":[\"84c3b043e2c4906eecea4e9d\",\"31e2e33abfa991967335a792\",\"eace67e5750dee4e076d3c69\",\"9305b178579c19714ace35d9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1934009\",\"name\":\"Robert Grizzard\"},{\"id\":\"rmp:3063233\",\"name\":\"Lars Niedorf\"},{\"id\":\"rmp:3153448\",\"name\":\"Giorgio Young\"},{\"id\":\"rmp:3161381\",\"name\":\"Nicholas Derr\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Organization depends on the instructor. Some are praised for structured notes, while others are described as disorganized or inconsistent.\"}]}","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_eec4aae06b946a73f1878be4","course_id":"MATH 340","catalog_version_id":"61da0ad54d7a13a63bd73e2b7221216bc9f725fbc70c4134281bdaa0fcbd5959","record_version_id":"a40922f9b8391a3bddc4febedfaf91ffc2815de4cf845c9ed96298bcc435c7a6","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"f242db2b60bf7cc9a685d5963ab87e1fa0e738a358f8929558a07f35e3175b92","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"adf74e7c87ac1ded416b9b84c9f983fabddb13a5a48213660205dc5fb783018f\",\"course_id\":\"MATH 340\",\"current_instructors\":[{\"instructor_uid\":\"instructor_b72f557dc64939ca32f6a640\",\"message\":null,\"name\":\"Kaitlyn Phillipson\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2865117\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-04-11 18:31:43 +0000 UTC\",\"review_id\":\"4521b3ce2b483f4b5655b15b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM3NjA5NDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-05-17 02:32:31 +0000 UTC\",\"review_id\":\"b101a718ef147d1a4ef31b3f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM3OTQxNjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-12-17 02:59:09 +0000 UTC\",\"review_id\":\"669205020921633bd0089a42\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM4NzEyODI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"}],\"text\":\"Kaitlyn Phillipson receives consistent praise for simplifying complex concepts, providing interactive lectures, and offering structured materials like note templates. Reviewers highlight her patience, willingness to re-explain topics, and the helpfulness of recorded lectures and available TAs.\"},{\"citations\":[{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2024-05-20 04:41:42 +0000 UTC\",\"review_id\":\"e3468ce453362aabd3ed4b72\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM5NDk1NDEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-04-11 18:31:43 +0000 UTC\",\"review_id\":\"4521b3ce2b483f4b5655b15b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM3NjA5NDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"}],\"text\":\"While Phillipson is highly recommended, one reviewer notes that grade criteria are strict, though clear. Another mentions the course material itself is difficult, despite the professor's effective teaching style and support.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.03 GPA, 43.8% A/AB (n=89 letter grades); Spring 2023: 3.17 GPA, 51.6% A/AB (n=124 letter grades); Fall 2023: 3.17 GPA, 50.7% A/AB (n=215 letter grades).\"}]},{\"instructor_uid\":\"instructor_f6a365d9ffb188b027bffbad\",\"message\":\"No course-specific reviews available\",\"name\":\"Paige Hillen\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3142126\",\"summary\":[{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.04 GPA, 42.7% A/AB (n=75 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-04-11 18:31:43 +0000 UTC\",\"review_id\":\"4521b3ce2b483f4b5655b15b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM3NjA5NDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2024-01-29 20:10:21 +0000 UTC\",\"review_id\":\"a18644ea232d1e9067922968\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM4OTM0NDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2024-05-20 04:41:42 +0000 UTC\",\"review_id\":\"e3468ce453362aabd3ed4b72\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM5NDk1NDEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"}],\"text\":\"Reviewers describe the workload as fairly light and note that Dr. Phillipson’s clear grading criteria make studying manageable, despite the inherent difficulty of the subject matter.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Honchang Ji\",\"review_date\":\"2026-02-04 08:03:30 +0000 UTC\",\"review_id\":\"6e13d058d3c0a98434afdfb0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3127839\",\"source_review_id\":\"UmF0aW5nLTQyNTgxNTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3127839\",\"type\":\"review\"},{\"instructor_name\":\"Nicholas Derr\",\"review_date\":\"2026-08-21 18:59:47 +0000 UTC\",\"review_id\":\"9305b178579c19714ace35d9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3161381\",\"source_review_id\":\"UmF0aW5nLTQzMzgwNTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3161381\",\"type\":\"review\"}],\"text\":\"Historical reviews for Honchang Ji and Nicholas Derr highlight clear instruction and engaging lectures. Ji uses online worksheets to aid note-taking, while Derr is praised for explaining concepts clearly and answering questions. 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Reviewers highlight her patience, humor, and structured materials as key strengths, though one notes the course material itself is difficult.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.98 GPA, 40.7% A/AB (n=621 letter grades); Fall 2025: 2.92 GPA, 40.0% A/AB (n=608 letter grades); Spring 2026: 2.87 GPA, 40.1% A/AB (n=469 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-04-11 18:31:43 +0000 UTC\",\"review_id\":\"4521b3ce2b483f4b5655b15b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM3NjA5NDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-05-17 02:32:31 +0000 UTC\",\"review_id\":\"b101a718ef147d1a4ef31b3f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM3OTQxNjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2023-12-17 02:59:09 +0000 UTC\",\"review_id\":\"669205020921633bd0089a42\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM4NzEyODI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"},{\"instructor_name\":\"Kaitlyn Phillipson\",\"review_date\":\"2024-05-20 04:41:42 +0000 UTC\",\"review_id\":\"e3468ce453362aabd3ed4b72\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2865117\",\"source_review_id\":\"UmF0aW5nLTM5NDk1NDEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2865117\",\"type\":\"review\"}],\"text\":\"Students value the availability of TAs for thorough explanations, recorded lectures, and online note templates that facilitate note-taking. One reviewer regrets not attending more office hours, indicating high engagement with the instructor's support.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"DOHYUN KWON is recorded teaching in Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"}],\"text\":\"DONGHYUN LEE is recorded teaching in Spring 2017, Spring 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"FENG ZHU is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"FLORIAN BERTRAND is recorded teaching in Spring 2010, Fall 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"GARY HOWARD SCHROEDER is recorded teaching in Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HONGCHANG JI is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"KAITLYN PHILLIPSON is recorded teaching in Fall 2022, Spring 2023, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"}],\"text\":\"MUSTAFA KALAFAT is recorded teaching in Spring 2008, Spring 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"NICHOLAS DERR is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"PAIGE HILLEN is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"}],\"text\":\"SEAN ROSTAMI is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 340\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"source_record\":{\"entity_id\":\"8ca4cb82-0242-32e6-8206-b1f99ae17e84\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"XIUXIONG CHEN is recorded teaching in Fall 2006. 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}]