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Some lectures were a complete waste of time, not only because it didn't make sense but because  we were never even tested on it. exams are fair\",\"course_id\":\"MATH 221\",\"date\":\"2010-04-16 19:18:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"38c87d27aa866eeb2d067a80\",\"instructor_id\":\"rmp:1365279\",\"instructor_name\":\"Fedor Nazarov\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE3MDA5MzEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1365279\"}],\"evidence_count\":1,\"review_ids\":[\"38c87d27aa866eeb2d067a80\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1365279\",\"name\":\"Fedor Nazarov\"}],\"review_year_end\":\"2010\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1365279\",\"summary\":\"Reviewer finds Fedor Nazarov difficult to understand due to accent, describing lectures as a waste of time.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He isn't clear about any of the material he teaches, and he messes up all the time and says &quot;ah well you know what i mean.&quot; I didn't learn anything, yet my TA was helpful. I took AP Calc BC in HS, but only got a 1 on the AP exam but the class is fairly easy, tests are kind of hard-just make sure you know how to do every type of problem in the HW\",\"course_id\":\"MATH 221\",\"date\":\"2011-10-07 03:38:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0cddb4d50d2f2400a82e503d\",\"instructor_id\":\"rmp:152258\",\"instructor_name\":\"Donald Passman\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE5MDUxMjY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152258\"}],\"evidence_count\":1,\"review_ids\":[\"0cddb4d50d2f2400a82e503d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:152258\",\"name\":\"Donald Passman\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2011\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:152258\",\"summary\":\"Reviewer claims Donald Passman is not clear about material and messes up frequently.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Gloria is a funny lady but a HORRIBLE teacher. I took calculus in high school and understood it just fine, then took it with Gloria and became more confused about things I already had some questions on. Unless you have a decent TA, I suggest getting a tutor or a different professor. Worst professor I've had thus far. Avoid at all cost.\",\"course_id\":\"MATH 221\",\"date\":\"2014-04-18 11:23:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"99437a7b08bb5c790b7561b6\",\"instructor_id\":\"rmp:593639\",\"instructor_name\":\"Gloria Mari-Beffa\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIzMDU5MzM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/593639\"}],\"evidence_count\":1,\"review_ids\":[\"99437a7b08bb5c790b7561b6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:593639\",\"name\":\"Gloria Mari-Beffa\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:593639\",\"summary\":\"Reviewer describes Gloria Mari-Beffa as a horrible teacher who increased confusion about calculus concepts.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Ann was awesome! I took calc in highschool and did terribly. She was so clear with all of the material and definitely willing to help anyone who needed it. Because of her, I understood calculus so much better and was able to almost always pull out an A. Definitely try to take this class with her.\",\"course_id\":\"MATH 221\",\"date\":\"2012-06-21 10:07:42 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6e5b423f2ee4e6b47d190711\",\"instructor_id\":\"rmp:1520987\",\"instructor_name\":\"Ann Scheels\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwNDMxMjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1520987\"}],\"evidence_count\":1,\"review_ids\":[\"6e5b423f2ee4e6b47d190711\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1520987\",\"name\":\"Ann Scheels\"}],\"review_year_end\":\"2012\",\"review_year_start\":\"2012\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1520987\",\"summary\":\"Reviewer praises Ann Scheels for being clear with material and willing to help, leading to better understanding.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc1de60e9953cdd9c469e9a5","course_id":"MATH 221","catalog_version_id":"02b12affd0f6f4ae3a7faff02e92dc7195e8a29e5ab7489477d97a6c555f7ff1","record_version_id":"421b80fcdf0d3b96431c3742e25705568aeb4627cecb5b8d7466caa86851e364","job_id":"enrich-2fe28d3881389bc777e307b6","output_id":"a6bac3917416c0d1cc00b3d06d491c049ed2bc0d56fde8ea57eedc183b8e13be","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"root\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 114or (MATH 112and113) or placement intoMATH 221.MATH 211orMATH 213does not fulfill the requisite.\",\"id\":\"top\",\"kind\":\"all\"},{\"children\":[\"n1a\",\"n1b\",\"n1c\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 114or (MATH 112and113) or placement intoMATH 221.\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":114,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 114\",\"id\":\"n1a\",\"kind\":\"course\"},{\"children\":[\"n1b1\",\"n1b2\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 112and113)\",\"id\":\"n1b\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":112,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 112\",\"id\":\"n1b1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":113,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"113\",\"id\":\"n1b2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"placement intoMATH 221\",\"course\":null,\"evidence\":\"placement intoMATH 221\",\"id\":\"n1c\",\"kind\":\"condition\"},{\"children\":[\"n2inner\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 211orMATH 213does not fulfill the requisite.\",\"id\":\"n2\",\"kind\":\"not\"},{\"children\":[\"n2a\",\"n2b\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 211orMATH 213\",\"id\":\"n2inner\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"MATH 211\",\"course\":null,\"evidence\":\"MATH 211\",\"id\":\"n2a\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH 213\",\"course\":null,\"evidence\":\"MATH 213\",\"id\":\"n2b\",\"kind\":\"condition\"}],\"notes\":[\"MATH 211 and MATH 213 are not in linked_courses; 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Very amusing to him that none of his students are learning and very unamusing to the students that no one is comprehending his broken english and terrible teaching style. One of the worst profs at UW, on par with Scheub\",\"course_id\":\"MATH 221\",\"date\":\"2003-10-15 12:37:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fe98d9c882a9576d39f833f6\",\"instructor_id\":\"rmp:245451\",\"instructor_name\":\"Fabian Waleffe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTExOTE1NzY=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/245451\"}],\"evidence_count\":1,\"review_ids\":[\"fe98d9c882a9576d39f833f6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:245451\",\"name\":\"Fabian Waleffe\"}],\"review_year_end\":\"2003\",\"review_year_start\":\"2003\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:245451\",\"summary\":\"Reviewer criticizes Fabian Waleffe for broken English and terrible teaching style that hindered learning.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"The guy rambles, he is hard to keep up with, I never knew what was going on.\",\"course_id\":\"MATH 221\",\"date\":\"2006-04-18 19:14:48 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f30971a1422449d4247cf680\",\"instructor_id\":\"rmp:130332\",\"instructor_name\":\"Ronald Dickey\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTExNzI1MTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/130332\"}],\"evidence_count\":1,\"review_ids\":[\"f30971a1422449d4247cf680\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:130332\",\"name\":\"Ronald Dickey\"}],\"review_year_end\":\"2006\",\"review_year_start\":\"2006\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:130332\",\"summary\":\"Reviewer states Ronald Dickey rambles and is hard to keep up with, making it unclear what was going on.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"HE is soooo difficult to understand. Terrible accent. Makes is difficult to comprehend material. Some lectures were a complete waste of time, not only because it didn't make sense but because  we were never even tested on it. exams are fair\",\"course_id\":\"MATH 221\",\"date\":\"2010-04-16 19:18:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"38c87d27aa866eeb2d067a80\",\"instructor_id\":\"rmp:1365279\",\"instructor_name\":\"Fedor Nazarov\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE3MDA5MzEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1365279\"}],\"evidence_count\":1,\"review_ids\":[\"38c87d27aa866eeb2d067a80\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1365279\",\"name\":\"Fedor Nazarov\"}],\"review_year_end\":\"2010\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1365279\",\"summary\":\"Reviewer finds Fedor Nazarov difficult to understand due to accent, describing lectures as a waste of time.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He isn't clear about any of the material he teaches, and he messes up all the time and says &quot;ah well you know what i mean.&quot; I didn't learn anything, yet my TA was helpful. I took AP Calc BC in HS, but only got a 1 on the AP exam but the class is fairly easy, tests are kind of hard-just make sure you know how to do every type of problem in the HW\",\"course_id\":\"MATH 221\",\"date\":\"2011-10-07 03:38:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0cddb4d50d2f2400a82e503d\",\"instructor_id\":\"rmp:152258\",\"instructor_name\":\"Donald Passman\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE5MDUxMjY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152258\"}],\"evidence_count\":1,\"review_ids\":[\"0cddb4d50d2f2400a82e503d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:152258\",\"name\":\"Donald Passman\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2011\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:152258\",\"summary\":\"Reviewer claims Donald Passman is not clear about material and messes up frequently.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Gloria is a funny lady but a HORRIBLE teacher. I took calculus in high school and understood it just fine, then took it with Gloria and became more confused about things I already had some questions on. Unless you have a decent TA, I suggest getting a tutor or a different professor. Worst professor I've had thus far. Avoid at all cost.\",\"course_id\":\"MATH 221\",\"date\":\"2014-04-18 11:23:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"99437a7b08bb5c790b7561b6\",\"instructor_id\":\"rmp:593639\",\"instructor_name\":\"Gloria Mari-Beffa\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIzMDU5MzM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/593639\"}],\"evidence_count\":1,\"review_ids\":[\"99437a7b08bb5c790b7561b6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:593639\",\"name\":\"Gloria Mari-Beffa\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:593639\",\"summary\":\"Reviewer describes Gloria Mari-Beffa as a horrible teacher who increased confusion about calculus concepts.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Ann was awesome! I took calc in highschool and did terribly. She was so clear with all of the material and definitely willing to help anyone who needed it. Because of her, I understood calculus so much better and was able to almost always pull out an A. 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UTC\",\"review_id\":\"7539922da9118d252f18ce21\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwMjc1NjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-18 18:41:08 +0000 UTC\",\"review_id\":\"eee25dc6431a184888f77169\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwMzY1OTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-21 05:57:08 +0000 UTC\",\"review_id\":\"f44ce2d29943704ecfbf3329\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNDA2MDY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-23 22:33:37 +0000 UTC\",\"review_id\":\"bfd036f35ad4d283bcec23c3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNDI1OTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-01-21 05:04:09 +0000 UTC\",\"review_id\":\"673cc033c006b7405e1a3463\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNTc5MzA5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-02-12 23:32:02 +0000 UTC\",\"review_id\":\"846f4bfb10addc112b018e0a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNjY2ODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2026-01-22 19:30:12 +0000 UTC\",\"review_id\":\"3e84119cae960afde3cb31d4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQyNTM2OTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"}],\"text\":\"Chanwoo Kim's lectures are described as unhelpful, with students reporting that he reads from slides or textbooks and makes errors without correction. Reviewers state that the course requires self-teaching, noting that prior calculus experience was essential for success. One student found him incapable of answering questions, while another described him as not engaging with students.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 2.66 GPA, 30.2% A/AB (n=394 letter grades).\"}]},{\"instructor_uid\":\"instructor_b9093d6665d38743fa12d7e9\",\"message\":null,\"name\":\"Joseph Miller\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2767107\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2025-05-16 22:20:46 +0000 UTC\",\"review_id\":\"7b09a4e2cb4b7211ce54e365\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTQxMzA3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"According to a recent review, Prof. Miller is not the best lecturer, but attending every lecture is sufficient for success. The reviewer noted that tests are consistent year-over-year and that old exams are provided for preparation.\"},{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2015-11-20 21:45:48 +0000 UTC\",\"review_id\":\"4a8d0d288005a9ff761e5ee4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTI1NDY0NTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"},{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2016-02-10 00:44:55 +0000 UTC\",\"review_id\":\"d54625ac661141408658be0f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTI2MDQzODAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"Historical feedback on Joseph Miller is mixed; one student found him a horrible professor who expected advanced understanding, while another praised his clear explanations and low homework load.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2017: 3.32 GPA, 59.7% A/AB (n=231 letter grades); Fall 2019: 2.85 GPA, 34.9% A/AB (n=289 letter grades); Fall 2020: 3.92 GPA, 94.4% A/AB (n=301 letter grades).\"}]},{\"instructor_uid\":\"instructor_4ce6f52f961a099c803dcb45\",\"message\":\"No course-specific reviews available\",\"name\":\"Mariya Soskova\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 2.89 GPA, 41.5% A/AB (n=217 letter grades); Spring 2026: 2.58 GPA, 25.1% A/AB (n=203 letter grades).\"}]},{\"instructor_uid\":\"instructor_eaf79d997e5f993cf76645ef\",\"message\":\"No course-specific reviews available\",\"name\":\"Soledad Benguria Andrews\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2025-05-16 22:20:46 +0000 UTC\",\"review_id\":\"7b09a4e2cb4b7211ce54e365\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTQxMzA3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-21 15:19:59 +0000 UTC\",\"review_id\":\"afa4139e3c65b98fc3424c3b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNDA3OTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"}],\"text\":\"Joseph Miller provides old tests and students find the class manageable if they attend, whereas Chanwoo Kim's grade is determined by midterms, making early performance critical for final outcomes.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Steve Bauman\",\"review_date\":\"2009-12-17 17:34:13 +0000 UTC\",\"review_id\":\"ec15b3adaf7bb325a658c69b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1229130\",\"source_review_id\":\"UmF0aW5nLTE2NTg2ODE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1229130\",\"type\":\"review\"},{\"instructor_name\":\"Anakewit Boonkasame\",\"review_date\":\"2015-07-11 01:37:57 +0000 UTC\",\"review_id\":\"87ae9ead4f429f6620ac1195\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1747438\",\"source_review_id\":\"UmF0aW5nLTI1MDMyNzg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1747438\",\"type\":\"review\"}],\"text\":\"Past reviews of Anakewit Boonkasame, Steve Bauman: Steve Bauman helped a student understand difficult material, while Anakewit Boonkasame was described as thorough, patient, and approachable. Boonkasame reviewed algebra and precalc concepts, and the reviewer found his tests to be fair.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2016-02-10 00:44:55 +0000 UTC\",\"review_id\":\"d54625ac661141408658be0f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTI2MDQzODAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-11-20 17:52:35 +0000 UTC\",\"review_id\":\"3eaff41d0f5497c3d9e9cfe5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTM5OTkyNjUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"}],\"text\":\"Joseph Miller is praised for explaining material well with examples, while Chanwoo Kim is criticized for lectures that are not helpful, forcing students to teach themselves calculus.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.66 GPA, 28.7% A/AB (n=686 letter grades); Fall 2025: 2.82 GPA, 36.1% A/AB (n=1169 letter grades); Spring 2026: 2.67 GPA, 29.4% A/AB (n=571 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-13 16:28:28 +0000 UTC\",\"review_id\":\"7539922da9118d252f18ce21\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwMjc1NjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-02-12 23:32:02 +0000 UTC\",\"review_id\":\"846f4bfb10addc112b018e0a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNjY2ODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"}],\"text\":\"Students in Chanwoo Kim's class reported that he reads from the textbook and makes errors on the board, leading one student to spend the semester teaching friends the curriculum.\"}],\"task_hash\":\"aa6a504cf648fc431eee0880a6017422c72d69015dd1a5ee17e86ef8052b5616\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"ALEXANDER HANHART is recorded teaching in Fall 2015, Fall 2020, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ALEXANDER KISELEV is recorded teaching in Fall 2006, Fall 2009, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"CHANWOO KIM is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"CRAIG C WESTERLAND is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"JEAN-LUC THIFFEAULT is recorded teaching in Spring 2008, Fall 2010. 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Many reviewers report lectures move too quickly or spend too much time on simple topics, leading to confusion and a need to relearn material outside of class. Some found discussions helpful, while others felt office hours were unhelpful.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 2.77 GPA, 31.6% A/AB (n=171 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-15 21:06:37 +0000 UTC\",\"review_id\":\"70230154260410e60bf92a2d\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTA1MDg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"},{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-19 21:43:20 +0000 UTC\",\"review_id\":\"433ed2b4d05ad0f3e07956c4\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTIwMzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"text\":\"Students entering without prior calculus experience reported feeling behind and confused, often needing to relearn concepts outside of class or use the MLC to succeed.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Melissa Lindsey\",\"review_date\":\"2022-05-26 04:31:57 +0000 UTC\",\"review_id\":\"b260e2fe770a814e06bd4950\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2637551\",\"source_review_id\":\"UmF0aW5nLTM2NDA4NTM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2637551\",\"type\":\"review\"},{\"instructor_name\":\"Janine Janoski\",\"review_date\":\"2025-05-12 14:31:44 +0000 UTC\",\"review_id\":\"f22394b5edfa4fe39a5d3de8\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3075967\",\"source_review_id\":\"UmF0aW5nLTQxMjUxNTE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3075967\",\"type\":\"review\"}],\"text\":\"Historical feedback highlights Melissa Lindsey as an engaging lecturer who makes concepts easier for first-time students, while Janine Janoski is noted for valuing personal connections. However, Janoski's class structure included three exams each worth 29%, making it difficult to recover from a poor performance on any single test.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-18 21:30:34 +0000 UTC\",\"review_id\":\"41a1ea895997132a714516fb\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTE3MDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"text\":\"Rajula Srivastava creates a light classroom atmosphere and articulates lectures clearly, though her slide pace is a bit fast.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.66 GPA, 28.7% A/AB (n=686 letter grades); Fall 2025: 2.82 GPA, 36.1% A/AB (n=1169 letter grades); Spring 2026: 2.67 GPA, 29.4% A/AB (n=571 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2025-12-12 21:57:27 +0000 UTC\",\"review_id\":\"82b74779e465798d7fe59a92\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyMjE1ODgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"},{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-03-24 15:22:37 +0000 UTC\",\"review_id\":\"e47a74944f589ff1a74c27c6\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNzMwOTE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"text\":\"Feedback is mixed on pacing; some students found the instructor caring and nice, while others felt she moved too quickly through complex topics and spent too much time on simple ones.\"}],\"task_hash\":\"4af2180b119b568372846bcf2c43871b3e15e2252c5884e200d5220933ffeaf7\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ALEXANDER KISELEV is recorded teaching in Fall 2006, Fall 2009, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"}],\"text\":\"ARNOLD W MILLER is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"BRIAN STREET is recorded teaching in Fall 2016, Fall 2018, Spring 2020, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"CHANWOO KIM is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"CRAIG C WESTERLAND is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"GHEORGHE CRACIUN is recorded teaching in Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"JANINE JANOSKI is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"JEAN-LUC THIFFEAULT is recorded teaching in Spring 2008, Fall 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"}],\"text\":\"JOEL ROBBIN is recorded teaching in Fall 2006, Fall 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":8,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"MELISSA LINDSEY is recorded teaching in Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"RAJULA SRIVASTAVA is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"}],\"text\":\"STEVEN BAUMAN is recorded teaching in Spring 2009. 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She provided class time for exam review, and one student found discussions more helpful than lectures for studying.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 2.77 GPA, 31.6% A/AB (n=171 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-19 21:43:20 +0000 UTC\",\"review_id\":\"433ed2b4d05ad0f3e07956c4\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTIwMzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"},{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-19 21:54:56 +0000 UTC\",\"review_id\":\"a49d52f93c31d6c87648e6f9\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTIwMzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"One student with a pre-calculus background had to reteach themselves majority of concepts after lectures. Another found that discussions were the most helpful resource for learning material and studying for quizzes and tests.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Melissa Lindsey\",\"review_date\":\"2022-05-26 04:31:57 +0000 UTC\",\"review_id\":\"b260e2fe770a814e06bd4950\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2637551\",\"source_review_id\":\"UmF0aW5nLTM2NDA4NTM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2637551\",\"type\":\"review\"},{\"instructor_name\":\"Janine Janoski\",\"review_date\":\"2025-05-12 14:31:44 +0000 UTC\",\"review_id\":\"f22394b5edfa4fe39a5d3de8\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3075967\",\"source_review_id\":\"UmF0aW5nLTQxMjUxNTE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3075967\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Melissa Lindsey made calculus concepts easier for first-time students, and students found her engaging and clear. Janine Janoski valued personal connections, though students noted that three exams, each worth 29%, made recovery from a poor performance difficult.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-18 21:30:34 +0000 UTC\",\"review_id\":\"41a1ea895997132a714516fb\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTE3MDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Rajula Srivastava created a light classroom atmosphere and articulated lectures clearly, though she moved through slides quickly and dedicated class time to exam reviews.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.66 GPA, 28.7% A/AB (n=686 letter grades); Fall 2025: 2.82 GPA, 36.1% A/AB (n=1169 letter grades); Spring 2026: 2.67 GPA, 29.4% A/AB (n=571 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-15 21:06:37 +0000 UTC\",\"review_id\":\"70230154260410e60bf92a2d\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTA1MDg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"},{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-03-24 15:22:37 +0000 UTC\",\"review_id\":\"e47a74944f589ff1a74c27c6\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNzMwOTE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students reported that the instructor taught as if everyone had taken calculus before, assuming prior knowledge. Some felt the pace was too fast, while others noted she spent too much time on simple concepts and not enough on complex ones.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ALEXANDER KISELEV is recorded teaching in Fall 2006, Fall 2009, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"}],\"text\":\"ARNOLD W MILLER is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"BRIAN STREET is recorded teaching in Fall 2016, Fall 2018, Spring 2020, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"CHANWOO KIM is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"CRAIG C WESTERLAND is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"GHEORGHE CRACIUN is recorded teaching in Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"JANINE JANOSKI is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"JEAN-LUC THIFFEAULT is recorded teaching in Spring 2008, Fall 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"}],\"text\":\"JOEL ROBBIN is recorded teaching in Fall 2006, Fall 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":8,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"MELISSA LINDSEY is recorded teaching in Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"RAJULA SRIVASTAVA is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"}],\"text\":\"STEVEN BAUMAN is recorded teaching in Spring 2009. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc1de60e9953cdd9c469e9a5","course_id":"MATH 221","catalog_version_id":"02b12affd0f6f4ae3a7faff02e92dc7195e8a29e5ab7489477d97a6c555f7ff1","record_version_id":"421b80fcdf0d3b96431c3742e25705568aeb4627cecb5b8d7466caa86851e364","job_id":"enrich-4ef936c05d5e0c4e9987d26d","output_id":"48773c8ba47ec2bafa27ae1ac3a5c13f206235fb30de7986750ddae2e47365b6","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"root\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 114or (MATH 112and113) or placement intoMATH 221.MATH 211orMATH 213does not fulfill the requisite.\",\"id\":\"top\",\"kind\":\"all\"},{\"children\":[\"n1a\",\"n1b\",\"n1c\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 114or (MATH 112and113) or placement intoMATH 221.\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":114,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 114\",\"id\":\"n1a\",\"kind\":\"course\"},{\"children\":[\"n1b1\",\"n1b2\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 112and113)\",\"id\":\"n1b\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":112,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 112\",\"id\":\"n1b1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":113,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"113\",\"id\":\"n1b2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"placement intoMATH 221\",\"course\":null,\"evidence\":\"placement intoMATH 221\",\"id\":\"n1c\",\"kind\":\"condition\"},{\"children\":[\"n2inner\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 211orMATH 213does not fulfill the requisite.\",\"id\":\"n2\",\"kind\":\"not\"},{\"children\":[\"n2a\",\"n2b\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 211orMATH 213\",\"id\":\"n2inner\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"MATH 211\",\"course\":null,\"evidence\":\"MATH 211\",\"id\":\"n2a\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH 213\",\"course\":null,\"evidence\":\"MATH 213\",\"id\":\"n2b\",\"kind\":\"condition\"}],\"notes\":[\"MATH 211 and MATH 213 are not in linked_courses; kept as condition leaves per instructions.\"],\"root\":\"top\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc1de60e9953cdd9c469e9a5","course_id":"MATH 221","catalog_version_id":"02b12affd0f6f4ae3a7faff02e92dc7195e8a29e5ab7489477d97a6c555f7ff1","record_version_id":"421b80fcdf0d3b96431c3742e25705568aeb4627cecb5b8d7466caa86851e364","job_id":"enrich-4ef936c05d5e0c4e9987d26d","output_id":"48773c8ba47ec2bafa27ae1ac3a5c13f206235fb30de7986750ddae2e47365b6","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"requirements_text\",\"quote\":\"MATH 114or (MATH 112and113) or placement intoMATH 221.\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"MATH 114, MATH 112 and MATH 113, or placement into MATH 221\"}],\"search_phrases\":[\"differential calculus\",\"integral calculus\",\"plane analytic geometry\",\"transcendental functions\",\"calculus applications\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"Introduction to differential and integral calculus\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Differential and integral calculus\"},{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"plane analytic geometry\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Plane analytic geometry\"},{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"transcendental functions\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Transcendental functions\"},{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"applications\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Calculus applications\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"title\",\"quote\":\"CALCULUS AND ANALYTIC GEOMETRY 1\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"},{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"Introduction to differential and integral calculus and plane analytic geometry; applications; transcendental functions.\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Introduction to differential and integral calculus, plane analytic geometry, applications, and transcendental functions in Calculus and Analytic Geometry 1.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"differential and integral calculus\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Differential and integral calculus\"},{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"plane analytic geometry\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Plane analytic geometry\"},{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"transcendental functions\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Transcendental functions\"},{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"applications\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Applications\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc1de60e9953cdd9c469e9a5","course_id":"MATH 221","catalog_version_id":"02b12affd0f6f4ae3a7faff02e92dc7195e8a29e5ab7489477d97a6c555f7ff1","record_version_id":"421b80fcdf0d3b96431c3742e25705568aeb4627cecb5b8d7466caa86851e364","job_id":"enrich-4ef936c05d5e0c4e9987d26d","output_id":"48773c8ba47ec2bafa27ae1ac3a5c13f206235fb30de7986750ddae2e47365b6","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Very unorthodox style.... Very amusing to him that none of his students are learning and very unamusing to the students that no one is comprehending his broken english and terrible teaching style. One of the worst profs at UW, on par with Scheub\",\"course_id\":\"MATH 221\",\"date\":\"2003-10-15 12:37:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fe98d9c882a9576d39f833f6\",\"instructor_id\":\"rmp:245451\",\"instructor_name\":\"Fabian Waleffe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTExOTE1NzY=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/245451\"}],\"evidence_count\":1,\"review_ids\":[\"fe98d9c882a9576d39f833f6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:245451\",\"name\":\"Fabian Waleffe\"}],\"review_year_end\":\"2003\",\"review_year_start\":\"2003\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:245451\",\"summary\":\"Reviewer criticizes Fabian Waleffe for broken English and terrible teaching style that hindered learning.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"The guy rambles, he is hard to keep up with, I never knew what was going on.\",\"course_id\":\"MATH 221\",\"date\":\"2006-04-18 19:14:48 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f30971a1422449d4247cf680\",\"instructor_id\":\"rmp:130332\",\"instructor_name\":\"Ronald Dickey\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTExNzI1MTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/130332\"}],\"evidence_count\":1,\"review_ids\":[\"f30971a1422449d4247cf680\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:130332\",\"name\":\"Ronald Dickey\"}],\"review_year_end\":\"2006\",\"review_year_start\":\"2006\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:130332\",\"summary\":\"Reviewer states Ronald Dickey rambles and is hard to keep up with, making it unclear what was going on.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"HE is soooo difficult to understand. Terrible accent. Makes is difficult to comprehend material. Some lectures were a complete waste of time, not only because it didn't make sense but because  we were never even tested on it. exams are fair\",\"course_id\":\"MATH 221\",\"date\":\"2010-04-16 19:18:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"38c87d27aa866eeb2d067a80\",\"instructor_id\":\"rmp:1365279\",\"instructor_name\":\"Fedor Nazarov\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE3MDA5MzEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1365279\"}],\"evidence_count\":1,\"review_ids\":[\"38c87d27aa866eeb2d067a80\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1365279\",\"name\":\"Fedor Nazarov\"}],\"review_year_end\":\"2010\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1365279\",\"summary\":\"Reviewer finds Fedor Nazarov difficult to understand due to accent, describing lectures as a waste of time.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He isn't clear about any of the material he teaches, and he messes up all the time and says &quot;ah well you know what i mean.&quot; I didn't learn anything, yet my TA was helpful. I took AP Calc BC in HS, but only got a 1 on the AP exam but the class is fairly easy, tests are kind of hard-just make sure you know how to do every type of problem in the HW\",\"course_id\":\"MATH 221\",\"date\":\"2011-10-07 03:38:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0cddb4d50d2f2400a82e503d\",\"instructor_id\":\"rmp:152258\",\"instructor_name\":\"Donald Passman\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE5MDUxMjY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152258\"}],\"evidence_count\":1,\"review_ids\":[\"0cddb4d50d2f2400a82e503d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:152258\",\"name\":\"Donald Passman\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2011\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:152258\",\"summary\":\"Reviewer claims Donald Passman is not clear about material and messes up frequently.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Gloria is a funny lady but a HORRIBLE teacher. I took calculus in high school and understood it just fine, then took it with Gloria and became more confused about things I already had some questions on. Unless you have a decent TA, I suggest getting a tutor or a different professor. Worst professor I've had thus far. Avoid at all cost.\",\"course_id\":\"MATH 221\",\"date\":\"2014-04-18 11:23:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"99437a7b08bb5c790b7561b6\",\"instructor_id\":\"rmp:593639\",\"instructor_name\":\"Gloria Mari-Beffa\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIzMDU5MzM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/593639\"}],\"evidence_count\":1,\"review_ids\":[\"99437a7b08bb5c790b7561b6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:593639\",\"name\":\"Gloria Mari-Beffa\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:593639\",\"summary\":\"Reviewer describes Gloria Mari-Beffa as a horrible teacher who increased confusion about calculus concepts.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Ann was awesome! I took calc in highschool and did terribly. She was so clear with all of the material and definitely willing to help anyone who needed it. Because of her, I understood calculus so much better and was able to almost always pull out an A. Definitely try to take this class with her.\",\"course_id\":\"MATH 221\",\"date\":\"2012-06-21 10:07:42 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6e5b423f2ee4e6b47d190711\",\"instructor_id\":\"rmp:1520987\",\"instructor_name\":\"Ann Scheels\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwNDMxMjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1520987\"}],\"evidence_count\":1,\"review_ids\":[\"6e5b423f2ee4e6b47d190711\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1520987\",\"name\":\"Ann Scheels\"}],\"review_year_end\":\"2012\",\"review_year_start\":\"2012\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1520987\",\"summary\":\"Reviewer praises Ann Scheels for being clear with material and willing to help, leading to better understanding.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc1de60e9953cdd9c469e9a5","course_id":"MATH 221","catalog_version_id":"02b12affd0f6f4ae3a7faff02e92dc7195e8a29e5ab7489477d97a6c555f7ff1","record_version_id":"421b80fcdf0d3b96431c3742e25705568aeb4627cecb5b8d7466caa86851e364","job_id":"enrich-4ef936c05d5e0c4e9987d26d","output_id":"48773c8ba47ec2bafa27ae1ac3a5c13f206235fb30de7986750ddae2e47365b6","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"fa8f7357f966f1383fe25e3f432856abe0bbdde4c83ab5116a6c0d5c5aec5fcd\",\"course_id\":\"MATH 221\",\"current_instructors\":[{\"instructor_uid\":\"instructor_387f537a98687be564194e24\",\"message\":null,\"name\":\"Chanwoo Kim\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1979621\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-11-20 17:52:35 +0000 UTC\",\"review_id\":\"3eaff41d0f5497c3d9e9cfe5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTM5OTkyNjUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-13 16:28:28 +0000 UTC\",\"review_id\":\"7539922da9118d252f18ce21\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwMjc1NjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-21 15:19:59 +0000 UTC\",\"review_id\":\"afa4139e3c65b98fc3424c3b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNDA3OTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-01-21 05:04:09 +0000 UTC\",\"review_id\":\"673cc033c006b7405e1a3463\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNTc5MzA5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-02-12 23:32:02 +0000 UTC\",\"review_id\":\"846f4bfb10addc112b018e0a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNjY2ODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"}],\"text\":\"Chanwoo Kim's lectures are described as unhelpful, with reviewers reporting that he reads from slides or the textbook without clear explanation. One reviewer stated he made errors on the board and moved on without correction, while another noted he solved problems incorrectly half the time. These students relied on self-study or peers for understanding, and one reviewer mentioned that midterms heavily determine the final grade with little flexibility for missed work.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 2.66 GPA, 30.2% A/AB (n=394 letter grades).\"}]},{\"instructor_uid\":\"instructor_b9093d6665d38743fa12d7e9\",\"message\":null,\"name\":\"Joseph Miller\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2767107\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2015-11-20 21:45:48 +0000 UTC\",\"review_id\":\"4a8d0d288005a9ff761e5ee4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTI1NDY0NTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"},{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2016-02-10 00:44:55 +0000 UTC\",\"review_id\":\"d54625ac661141408658be0f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTI2MDQzODAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"},{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2025-05-16 22:20:46 +0000 UTC\",\"review_id\":\"7b09a4e2cb4b7211ce54e365\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTQxMzA3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"One reviewer states Joseph Miller is knowledgeable but a harsh professor, while another praises his clear explanations and examples. A third reviewer describes Miller as not the best lecturer but notes the course is manageable with attendance and old tests, whereas the first advises taking the class with a different instructor.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2017: 3.32 GPA, 59.7% A/AB (n=231 letter grades); Fall 2019: 2.85 GPA, 34.9% A/AB (n=289 letter grades); Fall 2020: 3.92 GPA, 94.4% A/AB (n=301 letter grades).\"}]},{\"instructor_uid\":\"instructor_4ce6f52f961a099c803dcb45\",\"message\":\"No course-specific reviews available\",\"name\":\"Mariya Soskova\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 2.89 GPA, 41.5% A/AB (n=217 letter grades); Spring 2026: 2.58 GPA, 25.1% A/AB (n=203 letter grades).\"}]},{\"instructor_uid\":\"instructor_eaf79d997e5f993cf76645ef\",\"message\":\"No course-specific reviews available\",\"name\":\"Soledad Benguria Andrews\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-21 15:19:59 +0000 UTC\",\"review_id\":\"afa4139e3c65b98fc3424c3b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNDA3OTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2025-05-16 22:20:46 +0000 UTC\",\"review_id\":\"7b09a4e2cb4b7211ce54e365\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTQxMzA3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"Chanwoo Kim's grading is described as heavily dependent on midterms with little flexibility for extensions. Joseph Miller's class is reported as manageable for students who attend every lecture and practice with old exams.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Steve Bauman\",\"review_date\":\"2009-12-17 17:34:13 +0000 UTC\",\"review_id\":\"ec15b3adaf7bb325a658c69b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1229130\",\"source_review_id\":\"UmF0aW5nLTE2NTg2ODE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1229130\",\"type\":\"review\"},{\"instructor_name\":\"Jean Luc Thiffeault\",\"review_date\":\"2011-09-18 05:01:12 +0000 UTC\",\"review_id\":\"213010e7d8e3cf5952d3c1bc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1126510\",\"source_review_id\":\"UmF0aW5nLTE5MDA2NTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1126510\",\"type\":\"review\"}],\"text\":\"Historical reviews describe different teaching approaches in MATH 221. Steve Bauman reportedly helped students understand difficult material through homework and attendance. In contrast, Jean Luc Thiffeault was described as entertaining, but his exams were reported to be super tough, requiring hard study.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-11-20 17:52:35 +0000 UTC\",\"review_id\":\"3eaff41d0f5497c3d9e9cfe5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTM5OTkyNjUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2025-05-16 22:20:46 +0000 UTC\",\"review_id\":\"7b09a4e2cb4b7211ce54e365\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTQxMzA3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"Reviews for Chanwoo Kim describe lectures as unhelpful, requiring self-study. A review for Joseph Miller notes the class is not hard if students attend lectures and use provided past tests.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.66 GPA, 28.7% A/AB (n=686 letter grades); Fall 2025: 2.82 GPA, 36.1% A/AB (n=1169 letter grades); Spring 2026: 2.67 GPA, 29.4% A/AB (n=571 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-13 16:28:28 +0000 UTC\",\"review_id\":\"7539922da9118d252f18ce21\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwMjc1NjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-01-21 05:04:09 +0000 UTC\",\"review_id\":\"673cc033c006b7405e1a3463\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNTc5MzA5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-02-12 23:32:02 +0000 UTC\",\"review_id\":\"846f4bfb10addc112b018e0a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNjY2ODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"}],\"text\":\"Reviewers report that Chanwoo Kim reads from textbooks or slides and makes errors on the board. Several students stated they had to teach themselves or peers because the lectures did not help them understand the material.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"ALEXANDER HANHART is recorded teaching in Fall 2015, Fall 2020, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ALEXANDER KISELEV is recorded teaching in Fall 2006, Fall 2009, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"CHANWOO KIM is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"CRAIG C WESTERLAND is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"JEAN-LUC THIFFEAULT is recorded teaching in Spring 2008, Fall 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"}],\"text\":\"JOEL ROBBIN is recorded teaching in Fall 2006, Fall 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"JOSEPH MILLER is recorded teaching in Fall 2015, Fall 2017, Fall 2019, Fall 2020. 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Students without a strong math background report feeling confused, whereas those with prior experience find the course manageable.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 2.77 GPA, 31.6% A/AB (n=171 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-19 21:54:56 +0000 UTC\",\"review_id\":\"a49d52f93c31d6c87648e6f9\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTIwMzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"text\":\"In-class practice problems move quickly with limited solution explanations, making discussion sections the primary effective resource for mastering material and preparing for assessments.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Jean Luc Thiffeault\",\"review_date\":\"2011-09-18 05:01:12 +0000 UTC\",\"review_id\":\"213010e7d8e3cf5952d3c1bc\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1126510\",\"source_review_id\":\"UmF0aW5nLTE5MDA2NTU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1126510\",\"type\":\"review\"},{\"instructor_name\":\"Alexander Kiselev\",\"review_date\":\"2015-01-19 01:12:15 +0000 UTC\",\"review_id\":\"63e39fc5e270e64f600c5c41\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:890956\",\"source_review_id\":\"UmF0aW5nLTI0MzA0Nzkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/890956\",\"type\":\"review\"},{\"instructor_name\":\"Melissa Lindsey\",\"review_date\":\"2022-05-26 04:31:57 +0000 UTC\",\"review_id\":\"b260e2fe770a814e06bd4950\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2637551\",\"source_review_id\":\"UmF0aW5nLTM2NDA4NTM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2637551\",\"type\":\"review\"},{\"instructor_name\":\"Janine Janoski\",\"review_date\":\"2025-05-12 14:31:44 +0000 UTC\",\"review_id\":\"f22394b5edfa4fe39a5d3de8\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3075967\",\"source_review_id\":\"UmF0aW5nLTQxMjUxNTE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3075967\",\"type\":\"review\"}],\"text\":\"Historical reviews highlight varied teaching styles, with Jean-Luc Thiffeault described as entertaining but having tough exams, and Alexander Kiselev noted for heavy grading curves. Melissa Lindsey is praised for making concepts accessible to first-time students, while Janine Janoski is appreciated for personal connections. Assessment structures vary, with one student noting that three high-weight exams make recovery from a single poor performance difficult.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-18 21:30:34 +0000 UTC\",\"review_id\":\"41a1ea895997132a714516fb\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTE3MDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"text\":\"The course features a light classroom atmosphere and clear verbal articulation, with the instructor dedicating class time to midterm and exam review sessions.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.66 GPA, 28.7% A/AB (n=686 letter grades); Fall 2025: 2.82 GPA, 36.1% A/AB (n=1169 letter grades); Spring 2026: 2.67 GPA, 29.4% A/AB (n=571 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-15 21:06:37 +0000 UTC\",\"review_id\":\"70230154260410e60bf92a2d\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTA1MDg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"},{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-19 21:43:20 +0000 UTC\",\"review_id\":\"433ed2b4d05ad0f3e07956c4\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTIwMzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"text\":\"Students with only pre-calculus backgrounds reported feeling confused and behind, as the pace assumed prior calculus knowledge and required significant self-study to relearn concepts.\"}],\"task_hash\":\"aa6a504cf648fc431eee0880a6017422c72d69015dd1a5ee17e86ef8052b5616\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ALEXANDER KISELEV is recorded teaching in Fall 2006, Fall 2009, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"}],\"text\":\"ARNOLD W MILLER is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"BRIAN STREET is recorded teaching in Fall 2016, Fall 2018, Spring 2020, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"CHANWOO KIM is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"CRAIG C WESTERLAND is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"GHEORGHE CRACIUN is recorded teaching in Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"JANINE JANOSKI is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"JEAN-LUC THIFFEAULT is recorded teaching in Spring 2008, Fall 2010. 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Several reviewers note that she covers content quickly, assumes familiarity with topics, and provides limited help during office hours, forcing students to relearn material independently or rely on discussions and the MLC for support.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 2.77 GPA, 31.6% A/AB (n=171 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-15 21:06:37 +0000 UTC\",\"review_id\":\"70230154260410e60bf92a2d\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTA1MDg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"text\":\"Students with only pre-calc experience may feel behind, as the course moves quickly and assumes prior familiarity with calculus topics.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Janine Janoski\",\"review_date\":\"2025-05-12 14:31:44 +0000 UTC\",\"review_id\":\"f22394b5edfa4fe39a5d3de8\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3075967\",\"source_review_id\":\"UmF0aW5nLTQxMjUxNTE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3075967\",\"type\":\"review\"}],\"text\":\"A past student described Dr. Janoski as sweet and personal, but noted that the class had three exams, each worth 29%, which made it difficult to recover from a single bad grade. The current instructors for this term are Matt DeLong and Rajula Srivastava.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-18 21:30:34 +0000 UTC\",\"review_id\":\"41a1ea895997132a714516fb\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTE3MDcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"text\":\"Rajula Srivastava creates a light classroom atmosphere and articulates lectures clearly, often using class time for exam review.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.66 GPA, 28.7% A/AB (n=686 letter grades); Fall 2025: 2.82 GPA, 36.1% A/AB (n=1169 letter grades); Spring 2026: 2.67 GPA, 29.4% A/AB (n=571 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-19 21:54:56 +0000 UTC\",\"review_id\":\"a49d52f93c31d6c87648e6f9\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTIwMzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"text\":\"One student noted that lecture practice problems move fast with limited explanation, making discussion sections the most helpful part for learning.\"}],\"task_hash\":\"4a4886b14eb12c60b98ed19add0fc727bc14c968f737911a7f288cc38618d2e8\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ALEXANDER KISELEV is recorded teaching in Fall 2006, Fall 2009, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"}],\"text\":\"ARNOLD W MILLER is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"BRIAN STREET is recorded teaching in Fall 2016, Fall 2018, Spring 2020, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"CHANWOO KIM is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"CRAIG C WESTERLAND is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"GHEORGHE CRACIUN is recorded teaching in Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"JANINE JANOSKI is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"JEAN-LUC THIFFEAULT is recorded teaching in Spring 2008, Fall 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"}],\"text\":\"JOEL ROBBIN is recorded teaching in Fall 2006, Fall 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":8,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"MELISSA LINDSEY is recorded teaching in Fall 2021. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"JEAN-LUC THIFFEAULT is recorded teaching in Spring 2008, Fall 2010. 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applications; transcendental functions.\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Introduction to differential and integral calculus, plane analytic geometry, applications, and transcendental functions in Calculus and Analytic Geometry 1.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"differential and integral calculus\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Differential and integral calculus\"},{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"plane analytic geometry\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Plane analytic geometry\"},{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"transcendental functions\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Transcendental functions\"},{\"evidence\":[{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"applications\",\"source_url\":\"https://guide.wisc.edu/courses/math/\"}],\"text\":\"Applications\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc1de60e9953cdd9c469e9a5","course_id":"MATH 221","catalog_version_id":"02b12affd0f6f4ae3a7faff02e92dc7195e8a29e5ab7489477d97a6c555f7ff1","record_version_id":"421b80fcdf0d3b96431c3742e25705568aeb4627cecb5b8d7466caa86851e364","job_id":"enrich-d36774a2f9aa2a2a948a1207","output_id":"767c1f077b3e0f2f82ebddd364997091127dcf75bf5077638ad5b65894feb82e","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Very unorthodox style.... Very amusing to him that none of his students are learning and very unamusing to the students that no one is comprehending his broken english and terrible teaching style. One of the worst profs at UW, on par with Scheub\",\"course_id\":\"MATH 221\",\"date\":\"2003-10-15 12:37:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fe98d9c882a9576d39f833f6\",\"instructor_id\":\"rmp:245451\",\"instructor_name\":\"Fabian Waleffe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTExOTE1NzY=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/245451\"}],\"evidence_count\":1,\"review_ids\":[\"fe98d9c882a9576d39f833f6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:245451\",\"name\":\"Fabian Waleffe\"}],\"review_year_end\":\"2003\",\"review_year_start\":\"2003\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:245451\",\"summary\":\"Reviewer criticizes Fabian Waleffe for broken English and terrible teaching style that hindered learning.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"The guy rambles, he is hard to keep up with, I never knew what was going on.\",\"course_id\":\"MATH 221\",\"date\":\"2006-04-18 19:14:48 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f30971a1422449d4247cf680\",\"instructor_id\":\"rmp:130332\",\"instructor_name\":\"Ronald Dickey\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTExNzI1MTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/130332\"}],\"evidence_count\":1,\"review_ids\":[\"f30971a1422449d4247cf680\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:130332\",\"name\":\"Ronald Dickey\"}],\"review_year_end\":\"2006\",\"review_year_start\":\"2006\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:130332\",\"summary\":\"Reviewer states Ronald Dickey rambles and is hard to keep up with, making it unclear what was going on.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"HE is soooo difficult to understand. Terrible accent. Makes is difficult to comprehend material. Some lectures were a complete waste of time, not only because it didn't make sense but because  we were never even tested on it. exams are fair\",\"course_id\":\"MATH 221\",\"date\":\"2010-04-16 19:18:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"38c87d27aa866eeb2d067a80\",\"instructor_id\":\"rmp:1365279\",\"instructor_name\":\"Fedor Nazarov\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE3MDA5MzEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1365279\"}],\"evidence_count\":1,\"review_ids\":[\"38c87d27aa866eeb2d067a80\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1365279\",\"name\":\"Fedor Nazarov\"}],\"review_year_end\":\"2010\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1365279\",\"summary\":\"Reviewer finds Fedor Nazarov difficult to understand due to accent, describing lectures as a waste of time.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He isn't clear about any of the material he teaches, and he messes up all the time and says &quot;ah well you know what i mean.&quot; I didn't learn anything, yet my TA was helpful. I took AP Calc BC in HS, but only got a 1 on the AP exam but the class is fairly easy, tests are kind of hard-just make sure you know how to do every type of problem in the HW\",\"course_id\":\"MATH 221\",\"date\":\"2011-10-07 03:38:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0cddb4d50d2f2400a82e503d\",\"instructor_id\":\"rmp:152258\",\"instructor_name\":\"Donald Passman\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE5MDUxMjY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/152258\"}],\"evidence_count\":1,\"review_ids\":[\"0cddb4d50d2f2400a82e503d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:152258\",\"name\":\"Donald Passman\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2011\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:152258\",\"summary\":\"Reviewer claims Donald Passman is not clear about material and messes up frequently.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Gloria is a funny lady but a HORRIBLE teacher. I took calculus in high school and understood it just fine, then took it with Gloria and became more confused about things I already had some questions on. Unless you have a decent TA, I suggest getting a tutor or a different professor. Worst professor I've had thus far. Avoid at all cost.\",\"course_id\":\"MATH 221\",\"date\":\"2014-04-18 11:23:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"99437a7b08bb5c790b7561b6\",\"instructor_id\":\"rmp:593639\",\"instructor_name\":\"Gloria Mari-Beffa\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIzMDU5MzM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/593639\"}],\"evidence_count\":1,\"review_ids\":[\"99437a7b08bb5c790b7561b6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:593639\",\"name\":\"Gloria Mari-Beffa\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:593639\",\"summary\":\"Reviewer describes Gloria Mari-Beffa as a horrible teacher who increased confusion about calculus concepts.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Ann was awesome! I took calc in highschool and did terribly. She was so clear with all of the material and definitely willing to help anyone who needed it. Because of her, I understood calculus so much better and was able to almost always pull out an A. Definitely try to take this class with her.\",\"course_id\":\"MATH 221\",\"date\":\"2012-06-21 10:07:42 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6e5b423f2ee4e6b47d190711\",\"instructor_id\":\"rmp:1520987\",\"instructor_name\":\"Ann Scheels\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwNDMxMjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1520987\"}],\"evidence_count\":1,\"review_ids\":[\"6e5b423f2ee4e6b47d190711\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1520987\",\"name\":\"Ann Scheels\"}],\"review_year_end\":\"2012\",\"review_year_start\":\"2012\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1520987\",\"summary\":\"Reviewer praises Ann Scheels for being clear with material and willing to help, leading to better understanding.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc1de60e9953cdd9c469e9a5","course_id":"MATH 221","catalog_version_id":"02b12affd0f6f4ae3a7faff02e92dc7195e8a29e5ab7489477d97a6c555f7ff1","record_version_id":"421b80fcdf0d3b96431c3742e25705568aeb4627cecb5b8d7466caa86851e364","job_id":"enrich-d36774a2f9aa2a2a948a1207","output_id":"767c1f077b3e0f2f82ebddd364997091127dcf75bf5077638ad5b65894feb82e","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"fa8f7357f966f1383fe25e3f432856abe0bbdde4c83ab5116a6c0d5c5aec5fcd\",\"course_id\":\"MATH 221\",\"current_instructors\":[{\"instructor_uid\":\"instructor_387f537a98687be564194e24\",\"message\":null,\"name\":\"Chanwoo Kim\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1979621\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-11-20 17:52:35 +0000 UTC\",\"review_id\":\"3eaff41d0f5497c3d9e9cfe5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTM5OTkyNjUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-13 16:28:28 +0000 UTC\",\"review_id\":\"7539922da9118d252f18ce21\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwMjc1NjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-01-21 05:04:09 +0000 UTC\",\"review_id\":\"673cc033c006b7405e1a3463\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNTc5MzA5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-02-12 23:32:02 +0000 UTC\",\"review_id\":\"846f4bfb10addc112b018e0a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNjY2ODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"}],\"text\":\"Students report Chanwoo Kim's lectures are unhelpful, often involving reading slides or making uncorrected errors. Multiple reviewers state they had to self-study calculus to succeed, noting that prior high school experience was essential for doing well.\"},{\"citations\":[{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-21 15:19:59 +0000 UTC\",\"review_id\":\"afa4139e3c65b98fc3424c3b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNDA3OTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"}],\"text\":\"One student noted that grades are heavily determined by midterms, making it difficult to recover if early performance is poor. This reviewer also mentioned the instructor was not understanding regarding requests for extra time or accommodations.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 2.66 GPA, 30.2% A/AB (n=394 letter grades).\"}]},{\"instructor_uid\":\"instructor_b9093d6665d38743fa12d7e9\",\"message\":null,\"name\":\"Joseph Miller\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2767107\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2025-05-16 22:20:46 +0000 UTC\",\"review_id\":\"7b09a4e2cb4b7211ce54e365\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTQxMzA3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"Joseph Miller teaches MATH 221. A recent student notes the class is not that hard, though Miller is not the best lecturer, so attending every unrecorded lecture is recommended. Exams follow a consistent format, and old tests are provided to help with preparation.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2017: 3.32 GPA, 59.7% A/AB (n=231 letter grades); Fall 2019: 2.85 GPA, 34.9% A/AB (n=289 letter grades); Fall 2020: 3.92 GPA, 94.4% A/AB (n=301 letter grades).\"}]},{\"instructor_uid\":\"instructor_4ce6f52f961a099c803dcb45\",\"message\":\"No course-specific reviews available\",\"name\":\"Mariya Soskova\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 2.89 GPA, 41.5% A/AB (n=217 letter grades); Spring 2026: 2.58 GPA, 25.1% A/AB (n=203 letter grades).\"}]},{\"instructor_uid\":\"instructor_eaf79d997e5f993cf76645ef\",\"message\":\"No course-specific reviews available\",\"name\":\"Soledad Benguria Andrews\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2015-11-20 21:45:48 +0000 UTC\",\"review_id\":\"4a8d0d288005a9ff761e5ee4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTI1NDY0NTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"A former student noted that the professor expected first-semester calculus students to understand math at a high level, though the exams were not terrible.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Anakewit Boonkasame\",\"review_date\":\"2015-07-11 01:37:57 +0000 UTC\",\"review_id\":\"87ae9ead4f429f6620ac1195\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1747438\",\"source_review_id\":\"UmF0aW5nLTI1MDMyNzg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1747438\",\"type\":\"review\"},{\"instructor_name\":\"Robert Grizzard\",\"review_date\":\"2025-04-29 04:05:05 +0000 UTC\",\"review_id\":\"ed0ae1cbf747bdb50f4f9dc0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1934009\",\"source_review_id\":\"UmF0aW5nLTQxMDgwOTE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1934009\",\"type\":\"review\"}],\"text\":\"Past reviews of Anakewit Boonkasame, Robert Grizzard: One student found Anakewit Boonkasame thorough and patient, noting he reviewed precalculus algebra and that his tests were fair. In contrast, Robert Grizzard's class was described as fast-paced, assuming prior calculus knowledge, with unhelpful TAs and no grade curve when exam scores were low.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2025-05-16 22:20:46 +0000 UTC\",\"review_id\":\"7b09a4e2cb4b7211ce54e365\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTQxMzA3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"One student found the course manageable, noting that past exams are provided and attending every lecture is sufficient to succeed.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.66 GPA, 28.7% A/AB (n=686 letter grades); Fall 2025: 2.82 GPA, 36.1% A/AB (n=1169 letter grades); Spring 2026: 2.67 GPA, 29.4% A/AB (n=571 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2025-05-16 22:20:46 +0000 UTC\",\"review_id\":\"7b09a4e2cb4b7211ce54e365\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTQxMzA3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"According to one review, lectures are not recorded, and attending every lecture should be enough to do well in the class.\"}],\"task_hash\":\"4a5f399991f03b39f87d6021aafdad39055d98ba372035250a8cd570cae51c64\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"ALEXANDER HANHART is recorded teaching in Fall 2015, Fall 2020, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ALEXANDER KISELEV is recorded teaching in Fall 2006, Fall 2009, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"CHANWOO KIM is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"CRAIG C WESTERLAND is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"JEAN-LUC THIFFEAULT is recorded teaching in Spring 2008, Fall 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"}],\"text\":\"JOEL ROBBIN is recorded teaching in Fall 2006, Fall 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"JOSEPH MILLER is recorded teaching in Fall 2015, Fall 2017, Fall 2019, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"LAURENTIU MAXIM is recorded teaching in Spring 2010, Fall 2011, Fall 2018, Spring 2019, Fall 2019. 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Reviewers noted she spent too much time on some topics while moving quickly through others, leading some to feel they had to relearn concepts outside of class. Others appreciated the light classroom atmosphere and exam review sessions, suggesting discussions were more helpful than lectures for mastering the content.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 2.77 GPA, 31.6% A/AB (n=171 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-19 21:43:20 +0000 UTC\",\"review_id\":\"433ed2b4d05ad0f3e07956c4\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTIwMzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"text\":\"One student reported needing to reteach themselves the majority of concepts after lectures and using the MLC to achieve a good grade.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Janine Janoski\",\"review_date\":\"2025-05-12 14:31:44 +0000 UTC\",\"review_id\":\"f22394b5edfa4fe39a5d3de8\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3075967\",\"source_review_id\":\"UmF0aW5nLTQxMjUxNTE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3075967\",\"type\":\"review\"},{\"instructor_name\":\"Melissa Lindsey\",\"review_date\":\"2022-05-26 04:31:57 +0000 UTC\",\"review_id\":\"b260e2fe770a814e06bd4950\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2637551\",\"source_review_id\":\"UmF0aW5nLTM2NDA4NTM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2637551\",\"type\":\"review\"}],\"text\":\"Past reviews of Janine Janoski, Melissa Lindsey: Janine Janoski values making personal connections with students, though students note that the three exams are heavily weighted, making recovery from a bad score difficult. Melissa Lindsey is described as an engaging lecturer who makes concepts easier to understand for first-time calculus students, helping them follow along with the material.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-19 21:54:56 +0000 UTC\",\"review_id\":\"a49d52f93c31d6c87648e6f9\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTIwMzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"text\":\"Discussions were the most helpful part of the course for learning material and studying for quizzes and tests.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.66 GPA, 28.7% A/AB (n=686 letter grades); Fall 2025: 2.82 GPA, 36.1% A/AB (n=1169 letter grades); Spring 2026: 2.67 GPA, 29.4% A/AB (n=571 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Rajula Srivastava\",\"review_date\":\"2026-01-15 21:06:37 +0000 UTC\",\"review_id\":\"70230154260410e60bf92a2d\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:3147828\",\"source_review_id\":\"UmF0aW5nLTQyNTA1MDg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3147828\",\"type\":\"review\"}],\"text\":\"One student with only pre-calc experience found the pace too fast, feeling behind and confused in almost every lecture.\"}],\"task_hash\":\"7e52df969b1a5b2db407642e2e5a2737517cf76eab19d992803bebd7c662ea94\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ALEXANDER KISELEV is recorded teaching in Fall 2006, Fall 2009, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"}],\"text\":\"ARNOLD W MILLER is recorded teaching in Fall 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"BRIAN STREET is recorded teaching in Fall 2016, Fall 2018, Spring 2020, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"CHANWOO KIM is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"CRAIG C WESTERLAND is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"GHEORGHE CRACIUN is recorded teaching in Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"JANINE JANOSKI is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"JEAN-LUC THIFFEAULT is recorded teaching in Spring 2008, Fall 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"}],\"text\":\"JOEL ROBBIN is recorded teaching in Fall 2006, Fall 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":8,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"MELISSA LINDSEY is recorded teaching in Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"RAJULA SRIVASTAVA is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"}],\"text\":\"STEVEN BAUMAN is recorded teaching in Spring 2009. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":2}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc1de60e9953cdd9c469e9a5","course_id":"MATH 221","catalog_version_id":"02b12affd0f6f4ae3a7faff02e92dc7195e8a29e5ab7489477d97a6c555f7ff1","record_version_id":"421b80fcdf0d3b96431c3742e25705568aeb4627cecb5b8d7466caa86851e364","job_id":"enrich-e7041a2e7f0e20d6266712e0","output_id":"18c3e8ec255a469558f72063a43eb5bcfedb9ac6fc8121ce91454cfbf96667c7","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"node1\",\"node2\",\"node5\",\"node6\",\"node7\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 114or (MATH 112and113) or placement intoMATH 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I took calculus in high school and understood it just fine, then took it with Gloria and became more confused about things I already had some questions on. Unless you have a decent TA, I suggest getting a tutor or a different professor. Worst professor I've had thus far. 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Kim\",\"review_date\":\"2024-12-21 15:19:59 +0000 UTC\",\"review_id\":\"afa4139e3c65b98fc3424c3b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNDA3OTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-23 22:33:37 +0000 UTC\",\"review_id\":\"bfd036f35ad4d283bcec23c3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNDI1OTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-01-21 05:04:09 +0000 UTC\",\"review_id\":\"673cc033c006b7405e1a3463\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNTc5MzA5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-02-12 23:32:02 +0000 UTC\",\"review_id\":\"846f4bfb10addc112b018e0a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNjY2ODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2026-01-22 19:30:12 +0000 UTC\",\"review_id\":\"3e84119cae960afde3cb31d4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQyNTM2OTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"}],\"text\":\"Chanwoo Kim's past reviews report lectures as unhelpful, often involving reading from slides or making errors. Students consistently stated they had to self-study to succeed. One reviewer noted the grading structure relies heavily on midterms and that the instructor is not accommodating with missed work.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 2.66 GPA, 30.2% A/AB (n=394 letter grades).\"}]},{\"instructor_uid\":\"instructor_b9093d6665d38743fa12d7e9\",\"message\":null,\"name\":\"Joseph Miller\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2767107\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2016-02-10 00:44:55 +0000 UTC\",\"review_id\":\"d54625ac661141408658be0f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTI2MDQzODAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"},{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2025-05-16 22:20:46 +0000 UTC\",\"review_id\":\"7b09a4e2cb4b7211ce54e365\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTQxMzA3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"Joseph Miller uses examples and assigns little homework. Past reports indicate the class is manageable if you attend every lecture, as sessions are not recorded. Exams are reportedly consistent, and previous tests are provided for study.\"},{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2015-11-20 21:45:48 +0000 UTC\",\"review_id\":\"4a8d0d288005a9ff761e5ee4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTI1NDY0NTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"One past review criticized Miller for expecting advanced understanding from first-semester calculus students. The reviewer noted that notecards were prohibited on exams, though the tests were not described as particularly difficult.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2017: 3.32 GPA, 59.7% A/AB (n=231 letter grades); Fall 2019: 2.85 GPA, 34.9% A/AB (n=289 letter grades); Fall 2020: 3.92 GPA, 94.4% A/AB (n=301 letter grades).\"}]},{\"instructor_uid\":\"instructor_4ce6f52f961a099c803dcb45\",\"message\":\"No course-specific reviews available\",\"name\":\"Mariya Soskova\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 2.89 GPA, 41.5% A/AB (n=217 letter grades); Spring 2026: 2.58 GPA, 25.1% A/AB (n=203 letter grades).\"}]},{\"instructor_uid\":\"instructor_eaf79d997e5f993cf76645ef\",\"message\":\"No course-specific reviews available\",\"name\":\"Soledad Benguria Andrews\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.66 GPA, 28.7% A/AB (n=686 letter grades); Fall 2025: 2.82 GPA, 36.1% A/AB (n=1169 letter grades); Spring 2026: 2.67 GPA, 29.4% A/AB (n=571 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"d11f43c82d5c9392d9737697fe72b2b7d5c9ebcd7840b19c6561f022db5ab605\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"ALEXANDER HANHART is recorded teaching in Fall 2015, Fall 2020, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ALEXANDER KISELEV is recorded teaching in Fall 2006, Fall 2009, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"CHANWOO KIM is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"CRAIG C WESTERLAND is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"JEAN-LUC THIFFEAULT is recorded teaching in Spring 2008, Fall 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"}],\"text\":\"JOEL ROBBIN is recorded teaching in Fall 2006, Fall 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"JOSEPH MILLER is recorded teaching in Fall 2015, Fall 2017, Fall 2019, Fall 2020. 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Kim\",\"review_date\":\"2025-02-12 23:32:02 +0000 UTC\",\"review_id\":\"846f4bfb10addc112b018e0a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNjY2ODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2026-01-22 19:30:12 +0000 UTC\",\"review_id\":\"3e84119cae960afde3cb31d4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQyNTM2OTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"}],\"text\":\"Chanwoo Kim receives uniformly negative feedback for poor lecturing, with students describing his explanations as unclear and his lectures as unhelpful. Reviewers report that he often reads from slides, makes errors on the board, and fails to answer questions, forcing students to teach themselves the material.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 2.66 GPA, 30.2% A/AB (n=394 letter grades).\"}]},{\"instructor_uid\":\"instructor_b9093d6665d38743fa12d7e9\",\"message\":null,\"name\":\"Joseph Miller\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2767107\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2016-02-10 00:44:55 +0000 UTC\",\"review_id\":\"d54625ac661141408658be0f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTI2MDQzODAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"},{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2025-05-16 22:20:46 +0000 UTC\",\"review_id\":\"7b09a4e2cb4b7211ce54e365\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTQxMzA3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"Joseph Miller explains material well with examples and assigns little homework, though one reviewer finds his lecturing average. Another reviewer notes the class is not hard and advises attending lectures and using old tests.\"},{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2015-11-20 21:45:48 +0000 UTC\",\"review_id\":\"4a8d0d288005a9ff761e5ee4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTI1NDY0NTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"One reviewer criticizes Miller's expectations for early calculus students and advises against taking his section.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2017: 3.32 GPA, 59.7% A/AB (n=231 letter grades); Fall 2019: 2.85 GPA, 34.9% A/AB (n=289 letter grades); Fall 2020: 3.92 GPA, 94.4% A/AB (n=301 letter grades).\"}]},{\"instructor_uid\":\"instructor_4ce6f52f961a099c803dcb45\",\"message\":\"No course-specific reviews available\",\"name\":\"Mariya Soskova\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 2.89 GPA, 41.5% A/AB (n=217 letter grades); Spring 2026: 2.58 GPA, 25.1% A/AB (n=203 letter grades).\"}]},{\"instructor_uid\":\"instructor_eaf79d997e5f993cf76645ef\",\"message\":\"No course-specific reviews available\",\"name\":\"Soledad Benguria Andrews\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2015-11-20 21:45:48 +0000 UTC\",\"review_id\":\"4a8d0d288005a9ff761e5ee4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTI1NDY0NTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"},{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2016-02-10 00:44:55 +0000 UTC\",\"review_id\":\"d54625ac661141408658be0f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTI2MDQzODAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"},{\"instructor_name\":\"Joseph Miller\",\"review_date\":\"2025-05-16 22:20:46 +0000 UTC\",\"review_id\":\"7b09a4e2cb4b7211ce54e365\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2767107\",\"source_review_id\":\"UmF0aW5nLTQxMzA3MDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2767107\",\"type\":\"review\"}],\"text\":\"Joseph Miller's course involves minimal homework and exams that are considered manageable, though one student noted the lack of notecards. Chanwoo Kim's course is described as difficult, with grades heavily dependent on midterms and lectures deemed unhelpful.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Robert Grizzard\",\"review_date\":\"2025-04-29 04:05:05 +0000 UTC\",\"review_id\":\"ed0ae1cbf747bdb50f4f9dc0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1934009\",\"source_review_id\":\"UmF0aW5nLTQxMDgwOTE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1934009\",\"type\":\"review\"}],\"text\":\"Robert Grizzard’s course is described as fast-paced, assuming prior calculus knowledge, with unhelpful TAs and no grade curve for low scores. This historical review highlights specific challenges reported by a student in a previous term.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-11-20 17:52:35 +0000 UTC\",\"review_id\":\"3eaff41d0f5497c3d9e9cfe5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTM5OTkyNjUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-11-20 19:03:05 +0000 UTC\",\"review_id\":\"64b299bc019f89629999e511\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTM5OTkzNjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-13 16:28:28 +0000 UTC\",\"review_id\":\"7539922da9118d252f18ce21\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwMjc1NjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-18 18:41:08 +0000 UTC\",\"review_id\":\"eee25dc6431a184888f77169\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwMzY1OTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-21 05:57:08 +0000 UTC\",\"review_id\":\"f44ce2d29943704ecfbf3329\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNDA2MDY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-21 15:19:59 +0000 UTC\",\"review_id\":\"afa4139e3c65b98fc3424c3b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNDA3OTE0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-23 22:33:37 +0000 UTC\",\"review_id\":\"bfd036f35ad4d283bcec23c3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNDI1OTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-01-21 05:04:09 +0000 UTC\",\"review_id\":\"673cc033c006b7405e1a3463\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNTc5MzA5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-02-12 23:32:02 +0000 UTC\",\"review_id\":\"846f4bfb10addc112b018e0a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNjY2ODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2026-01-22 19:30:12 +0000 UTC\",\"review_id\":\"3e84119cae960afde3cb31d4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQyNTM2OTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"}],\"text\":\"Chanwoo Kim receives uniformly negative reviews for poor lecturing and lack of clarity, with students reporting they must teach themselves calculus. Joseph Miller receives mixed feedback, with some praising his explanations and others finding him difficult to understand.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.66 GPA, 28.7% A/AB (n=686 letter grades); Fall 2025: 2.82 GPA, 36.1% A/AB (n=1169 letter grades); Spring 2026: 2.67 GPA, 29.4% A/AB (n=571 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-11-20 17:52:35 +0000 UTC\",\"review_id\":\"3eaff41d0f5497c3d9e9cfe5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTM5OTkyNjUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-13 16:28:28 +0000 UTC\",\"review_id\":\"7539922da9118d252f18ce21\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwMjc1NjYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2024-12-23 22:33:37 +0000 UTC\",\"review_id\":\"bfd036f35ad4d283bcec23c3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNDI1OTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"},{\"instructor_name\":\"Chanwoo Kim\",\"review_date\":\"2025-02-12 23:32:02 +0000 UTC\",\"review_id\":\"846f4bfb10addc112b018e0a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1979621\",\"source_review_id\":\"UmF0aW5nLTQwNjY2ODg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1979621\",\"type\":\"review\"}],\"text\":\"Students report that Chanwoo Kim's lectures are unhelpful, often containing errors or reading directly from slides, forcing them to learn the material independently or teach peers. Joseph Miller is viewed as helpful by some for explaining material well, while others find his lectures confusing.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"ALEXANDER HANHART is recorded teaching in Fall 2015, Fall 2020, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ALEXANDER KISELEV is recorded teaching in Fall 2006, Fall 2009, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"CHANWOO KIM is recorded teaching in Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"}],\"text\":\"CRAIG C WESTERLAND is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"}],\"text\":\"JEAN-LUC THIFFEAULT is recorded teaching in Spring 2008, Fall 2010. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"}],\"text\":\"JOEL ROBBIN is recorded teaching in Fall 2006, Fall 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"JOSEPH MILLER is recorded teaching in Fall 2015, Fall 2017, Fall 2019, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"LAURENTIU MAXIM is recorded teaching in Spring 2010, Fall 2011, Fall 2018, Spring 2019, Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MARIYA SOSKOVA is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"RACHEL DAVIS is recorded teaching in Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":11,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":14,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":15,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":11,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"MATH 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221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":15,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"ROBERT GRIZZARD is recorded teaching in Fall 2014, Fall 2015, Fall 2016, Fall 2019, Fall 2021, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"MATH 221\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"source_record\":{\"entity_id\":\"ba5e501e-ce8d-30f5-afc5-974a94abb3b4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"}],\"text\":\"STEVEN BAUMAN is recorded teaching in Spring 2009. 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}]