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always wiling to help! Make sure to participate in section, though, because the papers and participation really help your grade. Exams are very in-depth but not too bad if you memorize points given in lecture.\",\"course_id\":\"DS 221\",\"date\":\"2009-01-21 22:20:01 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"10a369e3f5048f1152b927bc\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDAxMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"Very interesting lecturer, which makes paying attention easy. There is a lot of material covered on each exam, but they're generally pretty easy. I'd definitely recommend him to everyone. Plus his name is Mike Hunt.. ha ha\",\"course_id\":\"DS 221\",\"date\":\"2009-02-02 18:36:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c01b69656c543c8497cba523\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDM1MzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I cannot stress how unbelievably difficult this class is. The material itself isn't necessarily difficult, but the exams ask very specific questions from things Vaid barely mentions in lecture. Lectures are bland & Vaid isn't the best professor. She vaguely describes each concept then asks challenging questions on exams. Do not take.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-17 20:54:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"33b8cb5e653e7cf7f1dca670\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Horrible. Professor is unapproachable, rude and lacks basic teaching skills. You could copy down every slide word for word and read the textbook front to back and still fail. She tests students on random, offhanded comments she makes throughout the semester, rather than the actual material we've been learning. Doesn't provide any sort of exam prep.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-22 03:04:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"374099573509239840805031\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjgzODM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Clear, concise lectures. LOTS of research examples given, can seem overwhelming, but its doable. Seems to genuinely want students to do well. Project criteria clearly spelled out. She stops lectures to ask for questions. Discussions werent as useful as I had hoped.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-12 02:28:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e3153b942677fa4f198379c9\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NDc4Njkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"She creates a very positive and welcoming classroom environment and is approachable when students need help. Her lectures are engaging, and she explains concepts clearly with helpful examples that make the material easier to understand. I found the course enjoyable and would recommend taking her class.\",\"course_id\":\"DS 221\",\"date\":\"2026-03-20 01:36:22 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"be54ae421050c6b5d2b23e4e\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzE3NzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"10a369e3f5048f1152b927bc\",\"c01b69656c543c8497cba523\",\"33b8cb5e653e7cf7f1dca670\",\"374099573509239840805031\",\"e3153b942677fa4f198379c9\",\"be54ae421050c6b5d2b23e4e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews for Michael Hunt praise clear, interesting lectures, while Uchita Vaid's teaching is polarizing; some find her clear and helpful, while others criticize her for vague explanations and unclear grading.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I LOVE Prof Hunt! The material learned in this class is useful for virtually all majors, and the way he lectures is fascinating. His exams are thorough and all recall, but they're relatively fair and easy if you prepare well. The discussions are only an hour long and meet every other week in different buildings on campus. Such a fun class!\",\"course_id\":\"DS 221\",\"date\":\"2009-12-28 18:20:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9aee6351435cc97a23307aad\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2NjUwNzQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"This is a really interesting class that applies to everyone, regardless to if you are a design studies major or not.  The discussion sessions are usually pretty fun and my TA was very helpful, and knowledgeable.  I would recommend this class to anyone, but I did find the exams to be a bit challenging if you were not well prepared.\",\"course_id\":\"DS 221\",\"date\":\"2011-03-23 20:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c62ce254a51c17e503e9f793\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MzA0OTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I cannot stress how unbelievably difficult this class is. The material itself isn't necessarily difficult, but the exams ask very specific questions from things Vaid barely mentions in lecture. Lectures are bland & Vaid isn't the best professor. She vaguely describes each concept then asks challenging questions on exams. Do not take.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-17 20:54:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"33b8cb5e653e7cf7f1dca670\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"The concepts discussed in class are very easy to understand. However, the tests ask you to recall and explain specific examples and research studies discussed in lecture, so make sure you attend lecture, write down almost everything Vaid says; not just what's on the slides, and study a lot for exams. I got an A without doing any of the readings.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-19 00:32:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"322195f14e7ba6fc2e7206f8\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1NTkyNjMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Exams are tough but all of the materials came from the lectures. Lectures are not mandatory, but unnecessarily missing them is going to be a pain in the ass. Key tip: Pick Rudy's discussion class, and your grade will be saved. Meet him outside of classes, and ask him for feedback on your papers. \",\"course_id\":\"DS 221\",\"date\":\"2022-03-10 03:38:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2131590c3fd094cacb1c2607\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1OTIyMjU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Knowledgeable, passionate, and cares about her students! Graded only on 3 exams, 2 projects, and Discussion participation. Covers fairly simple material on the posted lecture slides, but worth attending lectures only to take notes on specific studies about concepts, which are asked on exams. I only used the readings for evidence for the projects. \",\"course_id\":\"DS 221\",\"date\":\"2023-12-22 18:36:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"002001a9509b2de2b19a0fed\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzc3NDMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"9aee6351435cc97a23307aad\",\"c62ce254a51c17e503e9f793\",\"33b8cb5e653e7cf7f1dca670\",\"322195f14e7ba6fc2e7206f8\",\"2131590c3fd094cacb1c2607\",\"002001a9509b2de2b19a0fed\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment difficulty varies by instructor; Hunt's exams are described as fair and recall-based, whereas Vaid's exams are often considered challenging, specific, and disconnected from slides, requiring careful note-taking.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"A great teacher who is very interested in the subject and always wiling to help! Make sure to participate in section, though, because the papers and participation really help your grade. Exams are very in-depth but not too bad if you memorize points given in lecture.\",\"course_id\":\"DS 221\",\"date\":\"2009-01-21 22:20:01 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"10a369e3f5048f1152b927bc\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDAxMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I cannot stress how unbelievably difficult this class is. The material itself isn't necessarily difficult, but the exams ask very specific questions from things Vaid barely mentions in lecture. Lectures are bland & Vaid isn't the best professor. She vaguely describes each concept then asks challenging questions on exams. Do not take.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-17 20:54:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"33b8cb5e653e7cf7f1dca670\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Ridiculously hard. Attending lectures and discussions is pointless in terms of exam preparation. If grades arent curved at the end of the semester theres going to be a lot of negative feedback on here.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-08 02:35:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0773d700a3aa3d26a8e30307\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NDEwNjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"The concepts discussed in class are very easy to understand. However, the tests ask you to recall and explain specific examples and research studies discussed in lecture, so make sure you attend lecture, write down almost everything Vaid says; not just what's on the slides, and study a lot for exams. I got an A without doing any of the readings.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-19 00:32:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"322195f14e7ba6fc2e7206f8\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1NTkyNjMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Knowledgeable, passionate, and cares about her students! Graded only on 3 exams, 2 projects, and Discussion participation. Covers fairly simple material on the posted lecture slides, but worth attending lectures only to take notes on specific studies about concepts, which are asked on exams. I only used the readings for evidence for the projects. \",\"course_id\":\"DS 221\",\"date\":\"2023-12-22 18:36:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"002001a9509b2de2b19a0fed\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzc3NDMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Lecture attendance isn't mandatory and she posted the lecture on canvas anyway. Discussions are more tedious than the lecture itself. Depends on your TA.\",\"course_id\":\"DS 221\",\"date\":\"2025-10-28 20:05:46 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"62fbd2f0c2fd80389b58912c\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNzY4MzY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"10a369e3f5048f1152b927bc\",\"33b8cb5e653e7cf7f1dca670\",\"0773d700a3aa3d26a8e30307\",\"322195f14e7ba6fc2e7206f8\",\"002001a9509b2de2b19a0fed\",\"62fbd2f0c2fd80389b58912c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Workload expectations differ significantly; some students find the class easy with minimal effort, while others stress that attending lectures and taking detailed notes on specific studies is crucial for success.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"This is a really interesting class that applies to everyone, regardless to if you are a design studies major or not.  The discussion sessions are usually pretty fun and my TA was very helpful, and knowledgeable.  I would recommend this class to anyone, but I did find the exams to be a bit challenging if you were not well prepared.\",\"course_id\":\"DS 221\",\"date\":\"2011-03-23 20:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c62ce254a51c17e503e9f793\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MzA0OTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"The grading criteria is painfully unclear, the lectures are frankly a waste of time (my grade went up when I stopped attending them), and the discussion section activities do not help with learning the concepts at all (she orchestrates them). She also insults students' intelligence by overexplaining simple stuff yet doesn't define important terms.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-08 01:16:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ef3d7919bd9e5688248c7644\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NDA5MDk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Clear, concise lectures. LOTS of research examples given, can seem overwhelming, but its doable. Seems to genuinely want students to do well. Project criteria clearly spelled out. She stops lectures to ask for questions. Discussions werent as useful as I had hoped.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-12 02:28:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e3153b942677fa4f198379c9\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NDc4Njkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Lecture attendance isn't mandatory and she posted the lecture on canvas anyway. Discussions are more tedious than the lecture itself. Depends on your TA.\",\"course_id\":\"DS 221\",\"date\":\"2025-10-28 20:05:46 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"62fbd2f0c2fd80389b58912c\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNzY4MzY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":4,\"review_ids\":[\"c62ce254a51c17e503e9f793\",\"ef3d7919bd9e5688248c7644\",\"e3153b942677fa4f198379c9\",\"62fbd2f0c2fd80389b58912c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Course organization is viewed differently; some appreciate the clear project criteria and engaging content, while others find the discussion sections tedious and the grading criteria painfully unclear.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Very interesting lecturer, which makes paying attention easy. There is a lot of material covered on each exam, but they're generally pretty easy. I'd definitely recommend him to everyone. Plus his name is Mike Hunt.. ha ha\",\"course_id\":\"DS 221\",\"date\":\"2009-02-02 18:36:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c01b69656c543c8497cba523\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDM1MzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I LOVE Prof Hunt! The material learned in this class is useful for virtually all majors, and the way he lectures is fascinating. His exams are thorough and all recall, but they're relatively fair and easy if you prepare well. The discussions are only an hour long and meet every other week in different buildings on campus. Such a fun class!\",\"course_id\":\"DS 221\",\"date\":\"2009-12-28 18:20:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9aee6351435cc97a23307aad\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2NjUwNzQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"This is a really interesting class that applies to everyone, regardless to if you are a design studies major or not.  The discussion sessions are usually pretty fun and my TA was very helpful, and knowledgeable.  I would recommend this class to anyone, but I did find the exams to be a bit challenging if you were not well prepared.\",\"course_id\":\"DS 221\",\"date\":\"2011-03-23 20:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c62ce254a51c17e503e9f793\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MzA0OTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"Uchita is the most amazing professor I've ever had. DS 221 is such an interesting class, and her lectures are excellent. She responds to emails super fast, is always available outside of class, super knowledgeable, and is just a fantastic person overall. Plus, she even wrote a recommendation letter for me—truly a GOAT.\",\"course_id\":\"DS 221\",\"date\":\"2025-12-08 16:19:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"be33a7fee5f3052f6ccd85eb\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMDk0Nzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"She creates a very positive and welcoming classroom environment and is approachable when students need help. Her lectures are engaging, and she explains concepts clearly with helpful examples that make the material easier to understand. I found the course enjoyable and would recommend taking her class.\",\"course_id\":\"DS 221\",\"date\":\"2026-03-20 01:36:22 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"be54ae421050c6b5d2b23e4e\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzE3NzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Class always had interesting content and she's a great speaker. The class wasn't challenging but I always appreciate a professor that actually teaches me new concepts in an engaging and educational way.\",\"course_id\":\"DS 221\",\"date\":\"2026-03-24 18:31:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"712f9a91490c54b4913527a5\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzMyMDYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"c01b69656c543c8497cba523\",\"9aee6351435cc97a23307aad\",\"c62ce254a51c17e503e9f793\",\"be33a7fee5f3052f6ccd85eb\",\"be54ae421050c6b5d2b23e4e\",\"712f9a91490c54b4913527a5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2009\"},\"sentiment\":\"positive\",\"summary\":\"Overall sentiment is positive, with many students recommending the class for its interesting content and applicability, particularly when taught by engaging instructors like Hunt or the later semesters of Vaid.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a320994e11fabfd2e91776fc","course_id":"DS 221","catalog_version_id":"a1e22ef4c9204e7888423a856a45a47b34b0a79c0c436544fddb6a5671ef0c59","record_version_id":"f61ebd5df6f362ec1e00c45edef8f5ada8be69ac8aa5104fb9b0399e097e0fb0","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"da65f2646f3407ea1aeb55629e2dd2cb0ab0714208f51daba5ebdae99ebb7381","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a320994e11fabfd2e91776fc","course_id":"DS 221","catalog_version_id":"a1e22ef4c9204e7888423a856a45a47b34b0a79c0c436544fddb6a5671ef0c59","record_version_id":"f61ebd5df6f362ec1e00c45edef8f5ada8be69ac8aa5104fb9b0399e097e0fb0","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"da65f2646f3407ea1aeb55629e2dd2cb0ab0714208f51daba5ebdae99ebb7381","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"DS 221 course description\",\"human environment interactions design\",\"life course built environment\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"DS 221\",\"field\":\"description\",\"quote\":\"Effects of building and outdoor spaces on people over the life course.\"}],\"text\":\"DS 221 examines how built and outdoor environments impact people throughout their lives.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"DS 221\",\"field\":\"description\",\"quote\":\"Effects of building and outdoor spaces on people\"}],\"text\":\"Building and outdoor spaces\"},{\"evidence\":[{\"course_id\":\"DS 221\",\"field\":\"description\",\"quote\":\"on people over the life course\"}],\"text\":\"Life course development\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a320994e11fabfd2e91776fc","course_id":"DS 221","catalog_version_id":"a1e22ef4c9204e7888423a856a45a47b34b0a79c0c436544fddb6a5671ef0c59","record_version_id":"f61ebd5df6f362ec1e00c45edef8f5ada8be69ac8aa5104fb9b0399e097e0fb0","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"da65f2646f3407ea1aeb55629e2dd2cb0ab0714208f51daba5ebdae99ebb7381","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"A great teacher who is very interested in the subject and always wiling to help! Make sure to participate in section, though, because the papers and participation really help your grade. Exams are very in-depth but not too bad if you memorize points given in lecture.\",\"course_id\":\"DS 221\",\"date\":\"2009-01-21 22:20:01 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"10a369e3f5048f1152b927bc\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDAxMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"Very interesting lecturer, which makes paying attention easy. There is a lot of material covered on each exam, but they're generally pretty easy. I'd definitely recommend him to everyone. Plus his name is Mike Hunt.. ha ha\",\"course_id\":\"DS 221\",\"date\":\"2009-02-02 18:36:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c01b69656c543c8497cba523\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDM1MzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I cannot stress how unbelievably difficult this class is. The material itself isn't necessarily difficult, but the exams ask very specific questions from things Vaid barely mentions in lecture. Lectures are bland & Vaid isn't the best professor. She vaguely describes each concept then asks challenging questions on exams. Do not take.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-17 20:54:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"33b8cb5e653e7cf7f1dca670\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Horrible. Professor is unapproachable, rude and lacks basic teaching skills. You could copy down every slide word for word and read the textbook front to back and still fail. She tests students on random, offhanded comments she makes throughout the semester, rather than the actual material we've been learning. Doesn't provide any sort of exam prep.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-22 03:04:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"374099573509239840805031\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjgzODM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Clear, concise lectures. LOTS of research examples given, can seem overwhelming, but its doable. Seems to genuinely want students to do well. Project criteria clearly spelled out. She stops lectures to ask for questions. Discussions werent as useful as I had hoped.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-12 02:28:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e3153b942677fa4f198379c9\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NDc4Njkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"She creates a very positive and welcoming classroom environment and is approachable when students need help. Her lectures are engaging, and she explains concepts clearly with helpful examples that make the material easier to understand. I found the course enjoyable and would recommend taking her class.\",\"course_id\":\"DS 221\",\"date\":\"2026-03-20 01:36:22 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"be54ae421050c6b5d2b23e4e\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzE3NzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"10a369e3f5048f1152b927bc\",\"c01b69656c543c8497cba523\",\"33b8cb5e653e7cf7f1dca670\",\"374099573509239840805031\",\"e3153b942677fa4f198379c9\",\"be54ae421050c6b5d2b23e4e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews for Michael Hunt praise clear, interesting lectures, while Uchita Vaid's teaching is polarizing; some find her clear and helpful, while others criticize her for vague explanations and unclear grading.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I LOVE Prof Hunt! The material learned in this class is useful for virtually all majors, and the way he lectures is fascinating. His exams are thorough and all recall, but they're relatively fair and easy if you prepare well. The discussions are only an hour long and meet every other week in different buildings on campus. Such a fun class!\",\"course_id\":\"DS 221\",\"date\":\"2009-12-28 18:20:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9aee6351435cc97a23307aad\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2NjUwNzQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"This is a really interesting class that applies to everyone, regardless to if you are a design studies major or not.  The discussion sessions are usually pretty fun and my TA was very helpful, and knowledgeable.  I would recommend this class to anyone, but I did find the exams to be a bit challenging if you were not well prepared.\",\"course_id\":\"DS 221\",\"date\":\"2011-03-23 20:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c62ce254a51c17e503e9f793\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MzA0OTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I cannot stress how unbelievably difficult this class is. The material itself isn't necessarily difficult, but the exams ask very specific questions from things Vaid barely mentions in lecture. Lectures are bland & Vaid isn't the best professor. She vaguely describes each concept then asks challenging questions on exams. Do not take.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-17 20:54:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"33b8cb5e653e7cf7f1dca670\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"The concepts discussed in class are very easy to understand. However, the tests ask you to recall and explain specific examples and research studies discussed in lecture, so make sure you attend lecture, write down almost everything Vaid says; not just what's on the slides, and study a lot for exams. I got an A without doing any of the readings.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-19 00:32:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"322195f14e7ba6fc2e7206f8\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1NTkyNjMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Exams are tough but all of the materials came from the lectures. Lectures are not mandatory, but unnecessarily missing them is going to be a pain in the ass. Key tip: Pick Rudy's discussion class, and your grade will be saved. Meet him outside of classes, and ask him for feedback on your papers. \",\"course_id\":\"DS 221\",\"date\":\"2022-03-10 03:38:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2131590c3fd094cacb1c2607\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1OTIyMjU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Knowledgeable, passionate, and cares about her students! Graded only on 3 exams, 2 projects, and Discussion participation. Covers fairly simple material on the posted lecture slides, but worth attending lectures only to take notes on specific studies about concepts, which are asked on exams. I only used the readings for evidence for the projects. \",\"course_id\":\"DS 221\",\"date\":\"2023-12-22 18:36:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"002001a9509b2de2b19a0fed\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzc3NDMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"9aee6351435cc97a23307aad\",\"c62ce254a51c17e503e9f793\",\"33b8cb5e653e7cf7f1dca670\",\"322195f14e7ba6fc2e7206f8\",\"2131590c3fd094cacb1c2607\",\"002001a9509b2de2b19a0fed\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment difficulty varies by instructor; Hunt's exams are described as fair and recall-based, whereas Vaid's exams are often considered challenging, specific, and disconnected from slides, requiring careful note-taking.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"A great teacher who is very interested in the subject and always wiling to help! Make sure to participate in section, though, because the papers and participation really help your grade. Exams are very in-depth but not too bad if you memorize points given in lecture.\",\"course_id\":\"DS 221\",\"date\":\"2009-01-21 22:20:01 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"10a369e3f5048f1152b927bc\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDAxMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I cannot stress how unbelievably difficult this class is. The material itself isn't necessarily difficult, but the exams ask very specific questions from things Vaid barely mentions in lecture. Lectures are bland & Vaid isn't the best professor. She vaguely describes each concept then asks challenging questions on exams. Do not take.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-17 20:54:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"33b8cb5e653e7cf7f1dca670\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Ridiculously hard. Attending lectures and discussions is pointless in terms of exam preparation. If grades arent curved at the end of the semester theres going to be a lot of negative feedback on here.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-08 02:35:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0773d700a3aa3d26a8e30307\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NDEwNjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"The concepts discussed in class are very easy to understand. However, the tests ask you to recall and explain specific examples and research studies discussed in lecture, so make sure you attend lecture, write down almost everything Vaid says; not just what's on the slides, and study a lot for exams. I got an A without doing any of the readings.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-19 00:32:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"322195f14e7ba6fc2e7206f8\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1NTkyNjMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Knowledgeable, passionate, and cares about her students! Graded only on 3 exams, 2 projects, and Discussion participation. Covers fairly simple material on the posted lecture slides, but worth attending lectures only to take notes on specific studies about concepts, which are asked on exams. I only used the readings for evidence for the projects. \",\"course_id\":\"DS 221\",\"date\":\"2023-12-22 18:36:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"002001a9509b2de2b19a0fed\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzc3NDMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Lecture attendance isn't mandatory and she posted the lecture on canvas anyway. Discussions are more tedious than the lecture itself. Depends on your TA.\",\"course_id\":\"DS 221\",\"date\":\"2025-10-28 20:05:46 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"62fbd2f0c2fd80389b58912c\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNzY4MzY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"10a369e3f5048f1152b927bc\",\"33b8cb5e653e7cf7f1dca670\",\"0773d700a3aa3d26a8e30307\",\"322195f14e7ba6fc2e7206f8\",\"002001a9509b2de2b19a0fed\",\"62fbd2f0c2fd80389b58912c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Workload expectations differ significantly; some students find the class easy with minimal effort, while others stress that attending lectures and taking detailed notes on specific studies is crucial for success.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"This is a really interesting class that applies to everyone, regardless to if you are a design studies major or not.  The discussion sessions are usually pretty fun and my TA was very helpful, and knowledgeable.  I would recommend this class to anyone, but I did find the exams to be a bit challenging if you were not well prepared.\",\"course_id\":\"DS 221\",\"date\":\"2011-03-23 20:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c62ce254a51c17e503e9f793\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MzA0OTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"The grading criteria is painfully unclear, the lectures are frankly a waste of time (my grade went up when I stopped attending them), and the discussion section activities do not help with learning the concepts at all (she orchestrates them). She also insults students' intelligence by overexplaining simple stuff yet doesn't define important terms.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-08 01:16:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ef3d7919bd9e5688248c7644\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NDA5MDk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Clear, concise lectures. LOTS of research examples given, can seem overwhelming, but its doable. Seems to genuinely want students to do well. Project criteria clearly spelled out. She stops lectures to ask for questions. Discussions werent as useful as I had hoped.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-12 02:28:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e3153b942677fa4f198379c9\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NDc4Njkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Lecture attendance isn't mandatory and she posted the lecture on canvas anyway. Discussions are more tedious than the lecture itself. Depends on your TA.\",\"course_id\":\"DS 221\",\"date\":\"2025-10-28 20:05:46 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"62fbd2f0c2fd80389b58912c\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNzY4MzY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":4,\"review_ids\":[\"c62ce254a51c17e503e9f793\",\"ef3d7919bd9e5688248c7644\",\"e3153b942677fa4f198379c9\",\"62fbd2f0c2fd80389b58912c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Course organization is viewed differently; some appreciate the clear project criteria and engaging content, while others find the discussion sections tedious and the grading criteria painfully unclear.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Very interesting lecturer, which makes paying attention easy. There is a lot of material covered on each exam, but they're generally pretty easy. I'd definitely recommend him to everyone. Plus his name is Mike Hunt.. ha ha\",\"course_id\":\"DS 221\",\"date\":\"2009-02-02 18:36:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c01b69656c543c8497cba523\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDM1MzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I LOVE Prof Hunt! The material learned in this class is useful for virtually all majors, and the way he lectures is fascinating. His exams are thorough and all recall, but they're relatively fair and easy if you prepare well. The discussions are only an hour long and meet every other week in different buildings on campus. Such a fun class!\",\"course_id\":\"DS 221\",\"date\":\"2009-12-28 18:20:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9aee6351435cc97a23307aad\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2NjUwNzQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"This is a really interesting class that applies to everyone, regardless to if you are a design studies major or not.  The discussion sessions are usually pretty fun and my TA was very helpful, and knowledgeable.  I would recommend this class to anyone, but I did find the exams to be a bit challenging if you were not well prepared.\",\"course_id\":\"DS 221\",\"date\":\"2011-03-23 20:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c62ce254a51c17e503e9f793\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MzA0OTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"Uchita is the most amazing professor I've ever had. DS 221 is such an interesting class, and her lectures are excellent. She responds to emails super fast, is always available outside of class, super knowledgeable, and is just a fantastic person overall. Plus, she even wrote a recommendation letter for me—truly a GOAT.\",\"course_id\":\"DS 221\",\"date\":\"2025-12-08 16:19:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"be33a7fee5f3052f6ccd85eb\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMDk0Nzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"She creates a very positive and welcoming classroom environment and is approachable when students need help. Her lectures are engaging, and she explains concepts clearly with helpful examples that make the material easier to understand. I found the course enjoyable and would recommend taking her class.\",\"course_id\":\"DS 221\",\"date\":\"2026-03-20 01:36:22 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"be54ae421050c6b5d2b23e4e\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzE3NzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Class always had interesting content and she's a great speaker. The class wasn't challenging but I always appreciate a professor that actually teaches me new concepts in an engaging and educational way.\",\"course_id\":\"DS 221\",\"date\":\"2026-03-24 18:31:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"712f9a91490c54b4913527a5\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzMyMDYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"c01b69656c543c8497cba523\",\"9aee6351435cc97a23307aad\",\"c62ce254a51c17e503e9f793\",\"be33a7fee5f3052f6ccd85eb\",\"be54ae421050c6b5d2b23e4e\",\"712f9a91490c54b4913527a5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2009\"},\"sentiment\":\"positive\",\"summary\":\"Overall sentiment is positive, with many students recommending the class for its interesting content and applicability, particularly when taught by engaging instructors like Hunt or the later semesters of Vaid.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a320994e11fabfd2e91776fc","course_id":"DS 221","catalog_version_id":"a1e22ef4c9204e7888423a856a45a47b34b0a79c0c436544fddb6a5671ef0c59","record_version_id":"f61ebd5df6f362ec1e00c45edef8f5ada8be69ac8aa5104fb9b0399e097e0fb0","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"da65f2646f3407ea1aeb55629e2dd2cb0ab0714208f51daba5ebdae99ebb7381","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"e1732b2c50e8490b5decbb8b926704c1d4b936c05fec4815c696be89d7d7e367\",\"course_id\":\"DS 221\",\"current_instructors\":[{\"instructor_uid\":\"instructor_4edf5476f6da7af32c712587\",\"message\":\"No course-specific reviews available\",\"name\":\"Curtis Xu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"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\":\"Recent recorded 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). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_838c97431224aeb64403296d\",\"message\":\"No course-specific reviews available\",\"name\":\"Haritha Siddardh Gourishetty\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_9e0add1d63cd53a36c58983e\",\"message\":\"No course-specific reviews available\",\"name\":\"Rachael Shields\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_93d9f80641f058458e794f80\",\"message\":\"No course-specific reviews available\",\"name\":\"Samuel Dennis\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2369161\",\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"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\":[],\"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. 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":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a320994e11fabfd2e91776fc","course_id":"DS 221","catalog_version_id":"a1e22ef4c9204e7888423a856a45a47b34b0a79c0c436544fddb6a5671ef0c59","record_version_id":"f61ebd5df6f362ec1e00c45edef8f5ada8be69ac8aa5104fb9b0399e097e0fb0","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"5d7f412eeb9810c4c314f6d6dc580da21f738cf7e4b4312bef78cdd3ff8bd423","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a320994e11fabfd2e91776fc","course_id":"DS 221","catalog_version_id":"a1e22ef4c9204e7888423a856a45a47b34b0a79c0c436544fddb6a5671ef0c59","record_version_id":"f61ebd5df6f362ec1e00c45edef8f5ada8be69ac8aa5104fb9b0399e097e0fb0","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"5d7f412eeb9810c4c314f6d6dc580da21f738cf7e4b4312bef78cdd3ff8bd423","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"DS 221 course description\",\"human environment interactions design\",\"life course built environment\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"DS 221\",\"field\":\"description\",\"quote\":\"Effects of building and outdoor spaces on people over the life course.\"}],\"text\":\"DS 221 examines how built and outdoor environments impact people throughout their lives.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"DS 221\",\"field\":\"description\",\"quote\":\"Effects of building and outdoor spaces on people\"}],\"text\":\"Building and outdoor spaces\"},{\"evidence\":[{\"course_id\":\"DS 221\",\"field\":\"description\",\"quote\":\"on people over the life course\"}],\"text\":\"Life course development\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a320994e11fabfd2e91776fc","course_id":"DS 221","catalog_version_id":"a1e22ef4c9204e7888423a856a45a47b34b0a79c0c436544fddb6a5671ef0c59","record_version_id":"f61ebd5df6f362ec1e00c45edef8f5ada8be69ac8aa5104fb9b0399e097e0fb0","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"5d7f412eeb9810c4c314f6d6dc580da21f738cf7e4b4312bef78cdd3ff8bd423","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"A great teacher who is very interested in the subject and always wiling to help! Make sure to participate in section, though, because the papers and participation really help your grade. Exams are very in-depth but not too bad if you memorize points given in lecture.\",\"course_id\":\"DS 221\",\"date\":\"2009-01-21 22:20:01 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"10a369e3f5048f1152b927bc\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDAxMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"Very interesting lecturer, which makes paying attention easy. There is a lot of material covered on each exam, but they're generally pretty easy. I'd definitely recommend him to everyone. Plus his name is Mike Hunt.. ha ha\",\"course_id\":\"DS 221\",\"date\":\"2009-02-02 18:36:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c01b69656c543c8497cba523\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDM1MzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I cannot stress how unbelievably difficult this class is. The material itself isn't necessarily difficult, but the exams ask very specific questions from things Vaid barely mentions in lecture. Lectures are bland & Vaid isn't the best professor. She vaguely describes each concept then asks challenging questions on exams. Do not take.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-17 20:54:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"33b8cb5e653e7cf7f1dca670\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Horrible. Professor is unapproachable, rude and lacks basic teaching skills. You could copy down every slide word for word and read the textbook front to back and still fail. She tests students on random, offhanded comments she makes throughout the semester, rather than the actual material we've been learning. Doesn't provide any sort of exam prep.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-22 03:04:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"374099573509239840805031\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjgzODM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Clear, concise lectures. LOTS of research examples given, can seem overwhelming, but its doable. Seems to genuinely want students to do well. Project criteria clearly spelled out. She stops lectures to ask for questions. Discussions werent as useful as I had hoped.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-12 02:28:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e3153b942677fa4f198379c9\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NDc4Njkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"She creates a very positive and welcoming classroom environment and is approachable when students need help. Her lectures are engaging, and she explains concepts clearly with helpful examples that make the material easier to understand. I found the course enjoyable and would recommend taking her class.\",\"course_id\":\"DS 221\",\"date\":\"2026-03-20 01:36:22 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"be54ae421050c6b5d2b23e4e\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzE3NzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"10a369e3f5048f1152b927bc\",\"c01b69656c543c8497cba523\",\"33b8cb5e653e7cf7f1dca670\",\"374099573509239840805031\",\"e3153b942677fa4f198379c9\",\"be54ae421050c6b5d2b23e4e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews for Michael Hunt praise clear, interesting lectures, while Uchita Vaid's teaching is polarizing; some find her clear and helpful, while others criticize her for vague explanations and unclear grading.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I LOVE Prof Hunt! The material learned in this class is useful for virtually all majors, and the way he lectures is fascinating. His exams are thorough and all recall, but they're relatively fair and easy if you prepare well. The discussions are only an hour long and meet every other week in different buildings on campus. Such a fun class!\",\"course_id\":\"DS 221\",\"date\":\"2009-12-28 18:20:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9aee6351435cc97a23307aad\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2NjUwNzQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"This is a really interesting class that applies to everyone, regardless to if you are a design studies major or not.  The discussion sessions are usually pretty fun and my TA was very helpful, and knowledgeable.  I would recommend this class to anyone, but I did find the exams to be a bit challenging if you were not well prepared.\",\"course_id\":\"DS 221\",\"date\":\"2011-03-23 20:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c62ce254a51c17e503e9f793\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MzA0OTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I cannot stress how unbelievably difficult this class is. The material itself isn't necessarily difficult, but the exams ask very specific questions from things Vaid barely mentions in lecture. Lectures are bland & Vaid isn't the best professor. She vaguely describes each concept then asks challenging questions on exams. Do not take.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-17 20:54:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"33b8cb5e653e7cf7f1dca670\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"The concepts discussed in class are very easy to understand. However, the tests ask you to recall and explain specific examples and research studies discussed in lecture, so make sure you attend lecture, write down almost everything Vaid says; not just what's on the slides, and study a lot for exams. I got an A without doing any of the readings.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-19 00:32:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"322195f14e7ba6fc2e7206f8\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1NTkyNjMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Exams are tough but all of the materials came from the lectures. Lectures are not mandatory, but unnecessarily missing them is going to be a pain in the ass. Key tip: Pick Rudy's discussion class, and your grade will be saved. Meet him outside of classes, and ask him for feedback on your papers. \",\"course_id\":\"DS 221\",\"date\":\"2022-03-10 03:38:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2131590c3fd094cacb1c2607\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1OTIyMjU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Knowledgeable, passionate, and cares about her students! Graded only on 3 exams, 2 projects, and Discussion participation. Covers fairly simple material on the posted lecture slides, but worth attending lectures only to take notes on specific studies about concepts, which are asked on exams. I only used the readings for evidence for the projects. \",\"course_id\":\"DS 221\",\"date\":\"2023-12-22 18:36:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"002001a9509b2de2b19a0fed\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzc3NDMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"9aee6351435cc97a23307aad\",\"c62ce254a51c17e503e9f793\",\"33b8cb5e653e7cf7f1dca670\",\"322195f14e7ba6fc2e7206f8\",\"2131590c3fd094cacb1c2607\",\"002001a9509b2de2b19a0fed\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment difficulty varies by instructor; Hunt's exams are described as fair and recall-based, whereas Vaid's exams are often considered challenging, specific, and disconnected from slides, requiring careful note-taking.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"A great teacher who is very interested in the subject and always wiling to help! Make sure to participate in section, though, because the papers and participation really help your grade. Exams are very in-depth but not too bad if you memorize points given in lecture.\",\"course_id\":\"DS 221\",\"date\":\"2009-01-21 22:20:01 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"10a369e3f5048f1152b927bc\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDAxMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I cannot stress how unbelievably difficult this class is. The material itself isn't necessarily difficult, but the exams ask very specific questions from things Vaid barely mentions in lecture. Lectures are bland & Vaid isn't the best professor. She vaguely describes each concept then asks challenging questions on exams. Do not take.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-17 20:54:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"33b8cb5e653e7cf7f1dca670\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Ridiculously hard. Attending lectures and discussions is pointless in terms of exam preparation. If grades arent curved at the end of the semester theres going to be a lot of negative feedback on here.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-08 02:35:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0773d700a3aa3d26a8e30307\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NDEwNjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"The concepts discussed in class are very easy to understand. However, the tests ask you to recall and explain specific examples and research studies discussed in lecture, so make sure you attend lecture, write down almost everything Vaid says; not just what's on the slides, and study a lot for exams. I got an A without doing any of the readings.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-19 00:32:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"322195f14e7ba6fc2e7206f8\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1NTkyNjMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Knowledgeable, passionate, and cares about her students! Graded only on 3 exams, 2 projects, and Discussion participation. Covers fairly simple material on the posted lecture slides, but worth attending lectures only to take notes on specific studies about concepts, which are asked on exams. I only used the readings for evidence for the projects. \",\"course_id\":\"DS 221\",\"date\":\"2023-12-22 18:36:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"002001a9509b2de2b19a0fed\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzc3NDMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Lecture attendance isn't mandatory and she posted the lecture on canvas anyway. Discussions are more tedious than the lecture itself. Depends on your TA.\",\"course_id\":\"DS 221\",\"date\":\"2025-10-28 20:05:46 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"62fbd2f0c2fd80389b58912c\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNzY4MzY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"10a369e3f5048f1152b927bc\",\"33b8cb5e653e7cf7f1dca670\",\"0773d700a3aa3d26a8e30307\",\"322195f14e7ba6fc2e7206f8\",\"002001a9509b2de2b19a0fed\",\"62fbd2f0c2fd80389b58912c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Workload expectations differ significantly; some students find the class easy with minimal effort, while others stress that attending lectures and taking detailed notes on specific studies is crucial for success.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"This is a really interesting class that applies to everyone, regardless to if you are a design studies major or not.  The discussion sessions are usually pretty fun and my TA was very helpful, and knowledgeable.  I would recommend this class to anyone, but I did find the exams to be a bit challenging if you were not well prepared.\",\"course_id\":\"DS 221\",\"date\":\"2011-03-23 20:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c62ce254a51c17e503e9f793\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MzA0OTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"The grading criteria is painfully unclear, the lectures are frankly a waste of time (my grade went up when I stopped attending them), and the discussion section activities do not help with learning the concepts at all (she orchestrates them). She also insults students' intelligence by overexplaining simple stuff yet doesn't define important terms.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-08 01:16:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ef3d7919bd9e5688248c7644\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NDA5MDk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Clear, concise lectures. LOTS of research examples given, can seem overwhelming, but its doable. Seems to genuinely want students to do well. Project criteria clearly spelled out. She stops lectures to ask for questions. Discussions werent as useful as I had hoped.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-12 02:28:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e3153b942677fa4f198379c9\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NDc4Njkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Lecture attendance isn't mandatory and she posted the lecture on canvas anyway. Discussions are more tedious than the lecture itself. Depends on your TA.\",\"course_id\":\"DS 221\",\"date\":\"2025-10-28 20:05:46 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"62fbd2f0c2fd80389b58912c\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNzY4MzY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":4,\"review_ids\":[\"c62ce254a51c17e503e9f793\",\"ef3d7919bd9e5688248c7644\",\"e3153b942677fa4f198379c9\",\"62fbd2f0c2fd80389b58912c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Course organization is viewed differently; some appreciate the clear project criteria and engaging content, while others find the discussion sections tedious and the grading criteria painfully unclear.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Very interesting lecturer, which makes paying attention easy. There is a lot of material covered on each exam, but they're generally pretty easy. I'd definitely recommend him to everyone. Plus his name is Mike Hunt.. ha ha\",\"course_id\":\"DS 221\",\"date\":\"2009-02-02 18:36:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c01b69656c543c8497cba523\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDM1MzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I LOVE Prof Hunt! The material learned in this class is useful for virtually all majors, and the way he lectures is fascinating. His exams are thorough and all recall, but they're relatively fair and easy if you prepare well. The discussions are only an hour long and meet every other week in different buildings on campus. Such a fun class!\",\"course_id\":\"DS 221\",\"date\":\"2009-12-28 18:20:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9aee6351435cc97a23307aad\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2NjUwNzQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"This is a really interesting class that applies to everyone, regardless to if you are a design studies major or not.  The discussion sessions are usually pretty fun and my TA was very helpful, and knowledgeable.  I would recommend this class to anyone, but I did find the exams to be a bit challenging if you were not well prepared.\",\"course_id\":\"DS 221\",\"date\":\"2011-03-23 20:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c62ce254a51c17e503e9f793\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MzA0OTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"Uchita is the most amazing professor I've ever had. DS 221 is such an interesting class, and her lectures are excellent. She responds to emails super fast, is always available outside of class, super knowledgeable, and is just a fantastic person overall. Plus, she even wrote a recommendation letter for me—truly a GOAT.\",\"course_id\":\"DS 221\",\"date\":\"2025-12-08 16:19:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"be33a7fee5f3052f6ccd85eb\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMDk0Nzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"She creates a very positive and welcoming classroom environment and is approachable when students need help. Her lectures are engaging, and she explains concepts clearly with helpful examples that make the material easier to understand. I found the course enjoyable and would recommend taking her class.\",\"course_id\":\"DS 221\",\"date\":\"2026-03-20 01:36:22 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"be54ae421050c6b5d2b23e4e\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzE3NzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Class always had interesting content and she's a great speaker. The class wasn't challenging but I always appreciate a professor that actually teaches me new concepts in an engaging and educational way.\",\"course_id\":\"DS 221\",\"date\":\"2026-03-24 18:31:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"712f9a91490c54b4913527a5\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzMyMDYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"c01b69656c543c8497cba523\",\"9aee6351435cc97a23307aad\",\"c62ce254a51c17e503e9f793\",\"be33a7fee5f3052f6ccd85eb\",\"be54ae421050c6b5d2b23e4e\",\"712f9a91490c54b4913527a5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2009\"},\"sentiment\":\"positive\",\"summary\":\"Overall sentiment is positive, with many students recommending the class for its interesting content and applicability, particularly when taught by engaging instructors like Hunt or the later semesters of Vaid.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a320994e11fabfd2e91776fc","course_id":"DS 221","catalog_version_id":"a1e22ef4c9204e7888423a856a45a47b34b0a79c0c436544fddb6a5671ef0c59","record_version_id":"f61ebd5df6f362ec1e00c45edef8f5ada8be69ac8aa5104fb9b0399e097e0fb0","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"5d7f412eeb9810c4c314f6d6dc580da21f738cf7e4b4312bef78cdd3ff8bd423","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"e1732b2c50e8490b5decbb8b926704c1d4b936c05fec4815c696be89d7d7e367\",\"course_id\":\"DS 221\",\"current_instructors\":[{\"instructor_uid\":\"instructor_4edf5476f6da7af32c712587\",\"message\":\"No course-specific reviews available\",\"name\":\"Curtis Xu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"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\":\"Recent recorded 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). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_838c97431224aeb64403296d\",\"message\":\"No course-specific reviews available\",\"name\":\"Haritha Siddardh Gourishetty\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_9e0add1d63cd53a36c58983e\",\"message\":\"No course-specific reviews available\",\"name\":\"Rachael Shields\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_93d9f80641f058458e794f80\",\"message\":\"No course-specific reviews available\",\"name\":\"Samuel Dennis\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2369161\",\"summary\":[]}],\"difficulty_workload\":[{\"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\":\"2009-12-28 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\":\"2021-11-17 20:54:51 +0000 UTC\",\"review_id\":\"33b8cb5e653e7cf7f1dca670\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\",\"type\":\"review\"},{\"instructor_name\":\"Uchita Vaid\",\"review_date\":\"2021-11-22 03:04:27 +0000 UTC\",\"review_id\":\"374099573509239840805031\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1MjgzODM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\",\"type\":\"review\"},{\"instructor_name\":\"Uchita Vaid\",\"review_date\":\"2021-12-08 02:35:36 +0000 UTC\",\"review_id\":\"0773d700a3aa3d26a8e30307\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1NDEwNjA3\",\"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\"}],\"text\":\"Historical reviews of Michael Hunt, Uchita Vaid: Workload includes exams, projects, and discussion participation. Exams are thorough and recall-based; some find them easy with preparation, while others find them challenging due to specific questions not covered in lectures. Discussion sections and TA feedback are noted as helpful for grades.\"}],\"errors\":[],\"historical_context\":[{\"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\":\"2021-11-17 20:54:51 +0000 UTC\",\"review_id\":\"33b8cb5e653e7cf7f1dca670\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\",\"type\":\"review\"},{\"instructor_name\":\"Uchita Vaid\",\"review_date\":\"2021-11-22 03:04:27 +0000 UTC\",\"review_id\":\"374099573509239840805031\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1MjgzODM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\",\"type\":\"review\"},{\"instructor_name\":\"Uchita Vaid\",\"review_date\":\"2021-12-08 02:35:36 +0000 UTC\",\"review_id\":\"0773d700a3aa3d26a8e30307\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1NDEwNjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\",\"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\"}],\"text\":\"Historical reviews of Michael Hunt, Uchita Vaid: Michael Hunt is described as an engaging lecturer who provides fair exams and helpful support, with students recommending his class. Uchita Vaid receives polarized feedback; some students find her lectures bland and exams difficult, while others praise her passion, clear explanations, and availability.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"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\":\"2021-11-17 20:54:51 +0000 UTC\",\"review_id\":\"33b8cb5e653e7cf7f1dca670\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\",\"type\":\"review\"},{\"instructor_name\":\"Uchita Vaid\",\"review_date\":\"2021-11-22 03:04:27 +0000 UTC\",\"review_id\":\"374099573509239840805031\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1MjgzODM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\",\"type\":\"review\"},{\"instructor_name\":\"Uchita Vaid\",\"review_date\":\"2021-12-08 02:35:36 +0000 UTC\",\"review_id\":\"0773d700a3aa3d26a8e30307\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1NDEwNjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\",\"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\"}],\"text\":\"DS 221 offers engaging content and is useful for many majors, though experiences vary significantly by instructor. 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. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a320994e11fabfd2e91776fc","course_id":"DS 221","catalog_version_id":"a1e22ef4c9204e7888423a856a45a47b34b0a79c0c436544fddb6a5671ef0c59","record_version_id":"f61ebd5df6f362ec1e00c45edef8f5ada8be69ac8aa5104fb9b0399e097e0fb0","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"126d20068e71d955336f2b3701a55667c3322baa5ecc1e623afd6f90407d0ee3","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a320994e11fabfd2e91776fc","course_id":"DS 221","catalog_version_id":"a1e22ef4c9204e7888423a856a45a47b34b0a79c0c436544fddb6a5671ef0c59","record_version_id":"f61ebd5df6f362ec1e00c45edef8f5ada8be69ac8aa5104fb9b0399e097e0fb0","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"126d20068e71d955336f2b3701a55667c3322baa5ecc1e623afd6f90407d0ee3","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"DS 221 course description\",\"human environment interactions design\",\"life course built environment\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"DS 221\",\"field\":\"description\",\"quote\":\"Effects of building and outdoor spaces on people over the life course.\"}],\"text\":\"DS 221 examines how built and outdoor environments impact people throughout their lives.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"DS 221\",\"field\":\"description\",\"quote\":\"Effects of building and outdoor spaces on people\"}],\"text\":\"Building and outdoor spaces\"},{\"evidence\":[{\"course_id\":\"DS 221\",\"field\":\"description\",\"quote\":\"on people over the life course\"}],\"text\":\"Life course development\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a320994e11fabfd2e91776fc","course_id":"DS 221","catalog_version_id":"a1e22ef4c9204e7888423a856a45a47b34b0a79c0c436544fddb6a5671ef0c59","record_version_id":"f61ebd5df6f362ec1e00c45edef8f5ada8be69ac8aa5104fb9b0399e097e0fb0","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"126d20068e71d955336f2b3701a55667c3322baa5ecc1e623afd6f90407d0ee3","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"A great teacher who is very interested in the subject and always wiling to help! Make sure to participate in section, though, because the papers and participation really help your grade. Exams are very in-depth but not too bad if you memorize points given in lecture.\",\"course_id\":\"DS 221\",\"date\":\"2009-01-21 22:20:01 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"10a369e3f5048f1152b927bc\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDAxMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"Very interesting lecturer, which makes paying attention easy. There is a lot of material covered on each exam, but they're generally pretty easy. I'd definitely recommend him to everyone. Plus his name is Mike Hunt.. ha ha\",\"course_id\":\"DS 221\",\"date\":\"2009-02-02 18:36:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c01b69656c543c8497cba523\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDM1MzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I cannot stress how unbelievably difficult this class is. The material itself isn't necessarily difficult, but the exams ask very specific questions from things Vaid barely mentions in lecture. Lectures are bland & Vaid isn't the best professor. She vaguely describes each concept then asks challenging questions on exams. Do not take.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-17 20:54:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"33b8cb5e653e7cf7f1dca670\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Horrible. Professor is unapproachable, rude and lacks basic teaching skills. You could copy down every slide word for word and read the textbook front to back and still fail. She tests students on random, offhanded comments she makes throughout the semester, rather than the actual material we've been learning. Doesn't provide any sort of exam prep.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-22 03:04:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"374099573509239840805031\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjgzODM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Clear, concise lectures. LOTS of research examples given, can seem overwhelming, but its doable. Seems to genuinely want students to do well. Project criteria clearly spelled out. She stops lectures to ask for questions. Discussions werent as useful as I had hoped.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-12 02:28:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e3153b942677fa4f198379c9\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NDc4Njkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"She creates a very positive and welcoming classroom environment and is approachable when students need help. Her lectures are engaging, and she explains concepts clearly with helpful examples that make the material easier to understand. I found the course enjoyable and would recommend taking her class.\",\"course_id\":\"DS 221\",\"date\":\"2026-03-20 01:36:22 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"be54ae421050c6b5d2b23e4e\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzE3NzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"10a369e3f5048f1152b927bc\",\"c01b69656c543c8497cba523\",\"33b8cb5e653e7cf7f1dca670\",\"374099573509239840805031\",\"e3153b942677fa4f198379c9\",\"be54ae421050c6b5d2b23e4e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews for Michael Hunt praise clear, interesting lectures, while Uchita Vaid's teaching is polarizing; some find her clear and helpful, while others criticize her for vague explanations and unclear grading.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I LOVE Prof Hunt! The material learned in this class is useful for virtually all majors, and the way he lectures is fascinating. His exams are thorough and all recall, but they're relatively fair and easy if you prepare well. The discussions are only an hour long and meet every other week in different buildings on campus. Such a fun class!\",\"course_id\":\"DS 221\",\"date\":\"2009-12-28 18:20:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9aee6351435cc97a23307aad\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2NjUwNzQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"This is a really interesting class that applies to everyone, regardless to if you are a design studies major or not.  The discussion sessions are usually pretty fun and my TA was very helpful, and knowledgeable.  I would recommend this class to anyone, but I did find the exams to be a bit challenging if you were not well prepared.\",\"course_id\":\"DS 221\",\"date\":\"2011-03-23 20:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c62ce254a51c17e503e9f793\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MzA0OTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I cannot stress how unbelievably difficult this class is. The material itself isn't necessarily difficult, but the exams ask very specific questions from things Vaid barely mentions in lecture. Lectures are bland & Vaid isn't the best professor. She vaguely describes each concept then asks challenging questions on exams. Do not take.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-17 20:54:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"33b8cb5e653e7cf7f1dca670\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"The concepts discussed in class are very easy to understand. However, the tests ask you to recall and explain specific examples and research studies discussed in lecture, so make sure you attend lecture, write down almost everything Vaid says; not just what's on the slides, and study a lot for exams. I got an A without doing any of the readings.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-19 00:32:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"322195f14e7ba6fc2e7206f8\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1NTkyNjMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Exams are tough but all of the materials came from the lectures. Lectures are not mandatory, but unnecessarily missing them is going to be a pain in the ass. Key tip: Pick Rudy's discussion class, and your grade will be saved. Meet him outside of classes, and ask him for feedback on your papers. \",\"course_id\":\"DS 221\",\"date\":\"2022-03-10 03:38:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2131590c3fd094cacb1c2607\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1OTIyMjU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Knowledgeable, passionate, and cares about her students! Graded only on 3 exams, 2 projects, and Discussion participation. Covers fairly simple material on the posted lecture slides, but worth attending lectures only to take notes on specific studies about concepts, which are asked on exams. I only used the readings for evidence for the projects. \",\"course_id\":\"DS 221\",\"date\":\"2023-12-22 18:36:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"002001a9509b2de2b19a0fed\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzc3NDMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"9aee6351435cc97a23307aad\",\"c62ce254a51c17e503e9f793\",\"33b8cb5e653e7cf7f1dca670\",\"322195f14e7ba6fc2e7206f8\",\"2131590c3fd094cacb1c2607\",\"002001a9509b2de2b19a0fed\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment difficulty varies by instructor; Hunt's exams are described as fair and recall-based, whereas Vaid's exams are often considered challenging, specific, and disconnected from slides, requiring careful note-taking.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"A great teacher who is very interested in the subject and always wiling to help! Make sure to participate in section, though, because the papers and participation really help your grade. Exams are very in-depth but not too bad if you memorize points given in lecture.\",\"course_id\":\"DS 221\",\"date\":\"2009-01-21 22:20:01 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"10a369e3f5048f1152b927bc\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDAxMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I cannot stress how unbelievably difficult this class is. The material itself isn't necessarily difficult, but the exams ask very specific questions from things Vaid barely mentions in lecture. Lectures are bland & Vaid isn't the best professor. She vaguely describes each concept then asks challenging questions on exams. Do not take.\",\"course_id\":\"DS 221\",\"date\":\"2021-11-17 20:54:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"33b8cb5e653e7cf7f1dca670\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Ridiculously hard. Attending lectures and discussions is pointless in terms of exam preparation. If grades arent curved at the end of the semester theres going to be a lot of negative feedback on here.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-08 02:35:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0773d700a3aa3d26a8e30307\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NDEwNjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"The concepts discussed in class are very easy to understand. However, the tests ask you to recall and explain specific examples and research studies discussed in lecture, so make sure you attend lecture, write down almost everything Vaid says; not just what's on the slides, and study a lot for exams. I got an A without doing any of the readings.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-19 00:32:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"322195f14e7ba6fc2e7206f8\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1NTkyNjMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Knowledgeable, passionate, and cares about her students! Graded only on 3 exams, 2 projects, and Discussion participation. Covers fairly simple material on the posted lecture slides, but worth attending lectures only to take notes on specific studies about concepts, which are asked on exams. I only used the readings for evidence for the projects. \",\"course_id\":\"DS 221\",\"date\":\"2023-12-22 18:36:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"002001a9509b2de2b19a0fed\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Nzc3NDMw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Lecture attendance isn't mandatory and she posted the lecture on canvas anyway. Discussions are more tedious than the lecture itself. Depends on your TA.\",\"course_id\":\"DS 221\",\"date\":\"2025-10-28 20:05:46 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"62fbd2f0c2fd80389b58912c\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNzY4MzY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"10a369e3f5048f1152b927bc\",\"33b8cb5e653e7cf7f1dca670\",\"0773d700a3aa3d26a8e30307\",\"322195f14e7ba6fc2e7206f8\",\"002001a9509b2de2b19a0fed\",\"62fbd2f0c2fd80389b58912c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Workload expectations differ significantly; some students find the class easy with minimal effort, while others stress that attending lectures and taking detailed notes on specific studies is crucial for success.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"This is a really interesting class that applies to everyone, regardless to if you are a design studies major or not.  The discussion sessions are usually pretty fun and my TA was very helpful, and knowledgeable.  I would recommend this class to anyone, but I did find the exams to be a bit challenging if you were not well prepared.\",\"course_id\":\"DS 221\",\"date\":\"2011-03-23 20:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c62ce254a51c17e503e9f793\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MzA0OTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"The grading criteria is painfully unclear, the lectures are frankly a waste of time (my grade went up when I stopped attending them), and the discussion section activities do not help with learning the concepts at all (she orchestrates them). She also insults students' intelligence by overexplaining simple stuff yet doesn't define important terms.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-08 01:16:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ef3d7919bd9e5688248c7644\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NDA5MDk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Clear, concise lectures. LOTS of research examples given, can seem overwhelming, but its doable. Seems to genuinely want students to do well. Project criteria clearly spelled out. She stops lectures to ask for questions. Discussions werent as useful as I had hoped.\",\"course_id\":\"DS 221\",\"date\":\"2021-12-12 02:28:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e3153b942677fa4f198379c9\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NDc4Njkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Lecture attendance isn't mandatory and she posted the lecture on canvas anyway. Discussions are more tedious than the lecture itself. Depends on your TA.\",\"course_id\":\"DS 221\",\"date\":\"2025-10-28 20:05:46 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"62fbd2f0c2fd80389b58912c\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNzY4MzY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":4,\"review_ids\":[\"c62ce254a51c17e503e9f793\",\"ef3d7919bd9e5688248c7644\",\"e3153b942677fa4f198379c9\",\"62fbd2f0c2fd80389b58912c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Course organization is viewed differently; some appreciate the clear project criteria and engaging content, while others find the discussion sections tedious and the grading criteria painfully unclear.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Very interesting lecturer, which makes paying attention easy. There is a lot of material covered on each exam, but they're generally pretty easy. I'd definitely recommend him to everyone. Plus his name is Mike Hunt.. ha ha\",\"course_id\":\"DS 221\",\"date\":\"2009-02-02 18:36:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c01b69656c543c8497cba523\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NDM1MzQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"I LOVE Prof Hunt! The material learned in this class is useful for virtually all majors, and the way he lectures is fascinating. His exams are thorough and all recall, but they're relatively fair and easy if you prepare well. The discussions are only an hour long and meet every other week in different buildings on campus. Such a fun class!\",\"course_id\":\"DS 221\",\"date\":\"2009-12-28 18:20:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9aee6351435cc97a23307aad\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2NjUwNzQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"This is a really interesting class that applies to everyone, regardless to if you are a design studies major or not.  The discussion sessions are usually pretty fun and my TA was very helpful, and knowledgeable.  I would recommend this class to anyone, but I did find the exams to be a bit challenging if you were not well prepared.\",\"course_id\":\"DS 221\",\"date\":\"2011-03-23 20:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c62ce254a51c17e503e9f793\",\"instructor_id\":\"rmp:597662\",\"instructor_name\":\"Michael Hunt\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MzA0OTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/597662\"},{\"comment\":\"Uchita is the most amazing professor I've ever had. DS 221 is such an interesting class, and her lectures are excellent. She responds to emails super fast, is always available outside of class, super knowledgeable, and is just a fantastic person overall. Plus, she even wrote a recommendation letter for me—truly a GOAT.\",\"course_id\":\"DS 221\",\"date\":\"2025-12-08 16:19:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"be33a7fee5f3052f6ccd85eb\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMDk0Nzc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"She creates a very positive and welcoming classroom environment and is approachable when students need help. Her lectures are engaging, and she explains concepts clearly with helpful examples that make the material easier to understand. I found the course enjoyable and would recommend taking her class.\",\"course_id\":\"DS 221\",\"date\":\"2026-03-20 01:36:22 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"be54ae421050c6b5d2b23e4e\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzE3NzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"},{\"comment\":\"Class always had interesting content and she's a great speaker. The class wasn't challenging but I always appreciate a professor that actually teaches me new concepts in an engaging and educational way.\",\"course_id\":\"DS 221\",\"date\":\"2026-03-24 18:31:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"712f9a91490c54b4913527a5\",\"instructor_id\":\"rmp:2738955\",\"instructor_name\":\"Uchita Vaid\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzMyMDYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\"}],\"evidence_count\":6,\"review_ids\":[\"c01b69656c543c8497cba523\",\"9aee6351435cc97a23307aad\",\"c62ce254a51c17e503e9f793\",\"be33a7fee5f3052f6ccd85eb\",\"be54ae421050c6b5d2b23e4e\",\"712f9a91490c54b4913527a5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2738955\",\"name\":\"Uchita Vaid\"},{\"id\":\"rmp:597662\",\"name\":\"Michael Hunt\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2009\"},\"sentiment\":\"positive\",\"summary\":\"Overall sentiment is positive, with many students recommending the class for its interesting content and applicability, particularly when taught by engaging instructors like Hunt or the later semesters of Vaid.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_a320994e11fabfd2e91776fc","course_id":"DS 221","catalog_version_id":"a1e22ef4c9204e7888423a856a45a47b34b0a79c0c436544fddb6a5671ef0c59","record_version_id":"f61ebd5df6f362ec1e00c45edef8f5ada8be69ac8aa5104fb9b0399e097e0fb0","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"126d20068e71d955336f2b3701a55667c3322baa5ecc1e623afd6f90407d0ee3","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"e1732b2c50e8490b5decbb8b926704c1d4b936c05fec4815c696be89d7d7e367\",\"course_id\":\"DS 221\",\"current_instructors\":[{\"instructor_uid\":\"instructor_4edf5476f6da7af32c712587\",\"message\":\"No course-specific reviews available\",\"name\":\"Curtis Xu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"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\":\"Recent recorded 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). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_838c97431224aeb64403296d\",\"message\":\"No course-specific reviews available\",\"name\":\"Haritha Siddardh Gourishetty\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_9e0add1d63cd53a36c58983e\",\"message\":\"No course-specific reviews available\",\"name\":\"Rachael Shields\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_93d9f80641f058458e794f80\",\"message\":\"No course-specific reviews available\",\"name\":\"Samuel Dennis\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2369161\",\"summary\":[]}],\"difficulty_workload\":[{\"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\":\"2009-12-28 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\":\"2021-11-17 20:54:51 +0000 UTC\",\"review_id\":\"33b8cb5e653e7cf7f1dca670\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\",\"type\":\"review\"},{\"instructor_name\":\"Uchita Vaid\",\"review_date\":\"2021-11-22 03:04:27 +0000 UTC\",\"review_id\":\"374099573509239840805031\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1MjgzODM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\",\"type\":\"review\"},{\"instructor_name\":\"Uchita Vaid\",\"review_date\":\"2021-12-08 02:35:36 +0000 UTC\",\"review_id\":\"0773d700a3aa3d26a8e30307\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1NDEwNjA3\",\"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\"}],\"text\":\"Historical reviews of Michael Hunt, Uchita Vaid: Workload includes exams, projects, and discussion participation. Exams are thorough and recall-based; some find them easy with preparation, while others find them challenging due to specific questions not covered in lectures. Discussion sections and TA feedback are noted as helpful for grades.\"}],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"history\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"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\":\"2021-11-17 20:54:51 +0000 UTC\",\"review_id\":\"33b8cb5e653e7cf7f1dca670\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1MjU5NDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\",\"type\":\"review\"},{\"instructor_name\":\"Uchita Vaid\",\"review_date\":\"2021-11-22 03:04:27 +0000 UTC\",\"review_id\":\"374099573509239840805031\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1MjgzODM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\",\"type\":\"review\"},{\"instructor_name\":\"Uchita Vaid\",\"review_date\":\"2021-12-08 02:35:36 +0000 UTC\",\"review_id\":\"0773d700a3aa3d26a8e30307\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2738955\",\"source_review_id\":\"UmF0aW5nLTM1NDEwNjA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2738955\",\"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\"}],\"text\":\"DS 221 offers engaging content and is useful for many majors, though experiences vary significantly by instructor. 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. 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":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]