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Historical reviews highlight Michael Hunt as an accessible and fascinating lecturer, while Uchita Vaid receives polarized feedback ranging from excellent support to complaints about vague teaching and difficult exams."},{"citations":[{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1242","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1252","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1262","type":"grade"}],"text":"Recent recorded grades — Fall 2023: 3.66 GPA, 78.2% A/AB (n=124 letter grades); Fall 2024: 3.63 GPA, 77.0% A/AB (n=113 letter grades); Fall 2025: 3.64 GPA, 75.9% A/AB (n=112 letter grades)."}],"student_experience":[{"citations":[{"instructor_name":"Michael Hunt","review_date":"2009-01-21 22:20:01 +0000 UTC","review_id":"10a369e3f5048f1152b927bc","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:597662","source_review_id":"UmF0aW5nLTE1NDAxMjA1","source_url":"https://www.ratemyprofessors.com/professor/597662","type":"review"},{"instructor_name":"Michael Hunt","review_date":"2009-02-02 18:36:40 +0000 UTC","review_id":"c01b69656c543c8497cba523","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:597662","source_review_id":"UmF0aW5nLTE1NDM1MzQ0","source_url":"https://www.ratemyprofessors.com/professor/597662","type":"review"},{"instructor_name":"Michael Hunt","review_date":"2009-12-28 18:20:04 +0000 UTC","review_id":"9aee6351435cc97a23307aad","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:597662","source_review_id":"UmF0aW5nLTE2NjUwNzQ4","source_url":"https://www.ratemyprofessors.com/professor/597662","type":"review"},{"instructor_name":"Michael Hunt","review_date":"2011-03-23 20:31:34 +0000 UTC","review_id":"c62ce254a51c17e503e9f793","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:597662","source_review_id":"UmF0aW5nLTE4MzA0OTk2","source_url":"https://www.ratemyprofessors.com/professor/597662","type":"review"},{"instructor_name":"Uchita Vaid","review_date":"2021-12-12 02:28:49 +0000 UTC","review_id":"e3153b942677fa4f198379c9","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2738955","source_review_id":"UmF0aW5nLTM1NDc4Njkz","source_url":"https://www.ratemyprofessors.com/professor/2738955","type":"review"},{"instructor_name":"Uchita Vaid","review_date":"2022-03-10 03:38:58 +0000 UTC","review_id":"2131590c3fd094cacb1c2607","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2738955","source_review_id":"UmF0aW5nLTM1OTIyMjU5","source_url":"https://www.ratemyprofessors.com/professor/2738955","type":"review"},{"instructor_name":"Uchita Vaid","review_date":"2023-12-22 18:36:05 +0000 UTC","review_id":"002001a9509b2de2b19a0fed","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2738955","source_review_id":"UmF0aW5nLTM4Nzc3NDMw","source_url":"https://www.ratemyprofessors.com/professor/2738955","type":"review"},{"instructor_name":"Uchita Vaid","review_date":"2025-12-08 16:19:56 +0000 UTC","review_id":"be33a7fee5f3052f6ccd85eb","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2738955","source_review_id":"UmF0aW5nLTQyMDk0Nzc3","source_url":"https://www.ratemyprofessors.com/professor/2738955","type":"review"},{"instructor_name":"Uchita Vaid","review_date":"2026-03-24 18:31:53 +0000 UTC","review_id":"712f9a91490c54b4913527a5","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2738955","source_review_id":"UmF0aW5nLTQyNzMyMDYy","source_url":"https://www.ratemyprofessors.com/professor/2738955","type":"review"}],"text":"Historical reviews of Michael Hunt, Uchita Vaid: Students value engaging lectures and clear project criteria. Some find discussions unhelpful or lectures bland, while others praise instructors for being approachable and responsive. Attending lectures is recommended to capture specific studies and concepts tested on exams, and participating in sections can significantly improve grades."}],"task_hash":"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68","teaching_history":[{"citations":[{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"}],"text":"CURTIS XU is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule."},{"citations":[{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1072","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1082","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1084","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1092","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1094","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1102","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1104","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1112","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1114","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1122","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1124","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1132","type":"grade"}],"text":"MICHAEL E. HUNT is recorded teaching in Fall 2006, Fall 2007, Spring 2008, Fall 2008, Spring 2009, Fall 2009, Spring 2010, Fall 2010, Spring 2011, Fall 2011, Spring 2012, Fall 2012. Recorded history may be incomplete and does not establish a future schedule."},{"citations":[{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1222","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1232","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"DS 221","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","source_record":{"entity_id":"06a5a8e5-1002-3c9a-930d-eee941bd05cb","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"}],"text":"UCHITA VAID is recorded teaching in Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. 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