[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_f01b96472a8cdb3029148ea7","course_id":"STAT 349","catalog_version_id":"9f525abeffa6caeaa14c7ab8fb592b29ccecc45fd8c9821a8088b519ebac2005","record_version_id":"4ad088835e8d5eab95aa9a57ad76b0ce9248ab0d5a3784b7b8bc6f86a9e5f096","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"3dec66aa3224bcab52a1ef72c941c4254746b521e6c5c5abbd8854d315f95815","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"r1\",\"r2\",\"r3\",\"r4\"],\"condition\":null,\"course\":null,\"evidence\":\"STAT 333,340, graduate/professional standing, or declared in Statistics VISP\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 333\",\"id\":\"r1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"r2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"r3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Statistics VISP\",\"course\":null,\"evidence\":\"declared in Statistics VISP\",\"id\":\"r4\",\"kind\":\"condition\"}],\"notes\":[\"Comma between 'STAT 333' and '340' interpreted as a list separator based on source_reference_spans identifying '340' as a distinct course reference.\",\"The text uses commas and 'or', implying that any one of the four conditions satisfies the requirement.\"],\"root\":\"root\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_f01b96472a8cdb3029148ea7","course_id":"STAT 349","catalog_version_id":"9f525abeffa6caeaa14c7ab8fb592b29ccecc45fd8c9821a8088b519ebac2005","record_version_id":"4ad088835e8d5eab95aa9a57ad76b0ce9248ab0d5a3784b7b8bc6f86a9e5f096","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"3dec66aa3224bcab52a1ef72c941c4254746b521e6c5c5abbd8854d315f95815","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"STAT 349\",\"field\":\"requirements_text\",\"quote\":\"STAT 333,340, graduate/professional standing, or declared in Statistics VISP\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Prior coursework in STAT 333 and STAT 340 is required unless the student has graduate/professional standing or is declared in Statistics VISP.\"}],\"search_phrases\":[\"autocorrelation\",\"stationarity\",\"dynamic models\",\"auto-regressive models\",\"moving average models\",\"forecasting\",\"seasonal adjustment\",\"financial time series\",\"social sciences time series\",\"environmental studies time series\",\"time series analysis\",\"heteroscedasticity\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"STAT 349\",\"field\":\"description\",\"quote\":\"identification and fitting; 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seasonal adjustment\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Forecasting and seasonal adjustment techniques.\"},{\"evidence\":[{\"course_id\":\"STAT 349\",\"field\":\"description\",\"quote\":\"applications for financial time series, social sciences and environmental studies\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Applications to financial time series, social sciences, and environmental studies.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_f01b96472a8cdb3029148ea7","course_id":"STAT 349","catalog_version_id":"9f525abeffa6caeaa14c7ab8fb592b29ccecc45fd8c9821a8088b519ebac2005","record_version_id":"4ad088835e8d5eab95aa9a57ad76b0ce9248ab0d5a3784b7b8bc6f86a9e5f096","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"3dec66aa3224bcab52a1ef72c941c4254746b521e6c5c5abbd8854d315f95815","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Oh my god do not take 349 with her. She has no idea what's going on, and her lectures are just meaningless, incomprehensible blabbering where she messily scribbles the entire time. She pulls everything from the textbook and the homework questions are insanely difficult. Also the prereqs for this class do not prepare you by any means.\",\"course_id\":\"STAT 349\",\"date\":\"2022-09-29 00:42:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"31033a8e2b96572b892b08fc\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2NjY2ODE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Doesn't give actual numerical examples in this class which prepared me poorly for the midterm. Lectures are very dull and dry. Her lecture notes are unorganized and hard to follow at times. The few coding examples taken from her own source code aren't shared with us. If you can, avoid her. \",\"course_id\":\"STAT 349\",\"date\":\"2023-10-31 18:12:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f805cc1caa6d13e0a213ec99\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4MzI0ODcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"This lecturer is basically reading the textbook.\",\"course_id\":\"STAT 349\",\"date\":\"2023-12-16 06:47:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"42d4a5343b1ce3f24df97ae5\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM4NzA0NjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Worst professor ever. she read everything from the textbook and cannot explain things clearly. Exams are harder than the homework. Avoid her class at all cost.\",\"course_id\":\"STAT 349\",\"date\":\"2024-12-17 23:52:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0c16e2f4b338f929c04cf4d8\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMzUzMTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Did not provide class notes or post-lecture slides—only recordings.  Teaching quality is poor: many concepts are never explained clearly or distinguished from one another, and the pace is so fast that it's impossible to copy down what she writes. Textbook is more helpful than her lectures.\\n\",\"course_id\":\"STAT 349\",\"date\":\"2025-10-11 22:38:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f2c07db180b131755c5d61e0\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNzA4MzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"She is a very smart person and is well versed in time series, but she isn't the best lecturer. Her teaching style is disorganized, jumping to and from topics. She doesn't upload her lecture notes to canvas. You will need to study the textbook outside of class. Ranks in the worst 3 teachers I have ever had in my life.\",\"course_id\":\"STAT 349\",\"date\":\"2025-11-17 21:19:40 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ff5c34fa5c84a6d65f2e972e\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODg1MTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"She is really bad at teaching, the worst professor I've ever seen. She wrote down equations without making them fully clear to students. Or maybe she is just bad at explaining abstract concepts.  \",\"course_id\":\"STAT 349\",\"date\":\"2025-11-19 20:42:11 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c50f97b9e957cde11b093b6d\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTA2MjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Thankfully, the textbook for 349 is very useful. She does not know how to explain concepts so her lectures are a consistent waste of 75 minutes. \",\"course_id\":\"STAT 349\",\"date\":\"2025-12-13 00:04:21 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"17c510264a0ae869bdc7152e\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMjE4NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Incredibly difficult to follow understand her lectures. I came out of this class learning nothing.\",\"course_id\":\"STAT 349\",\"date\":\"2026-01-05 05:34:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bf11d11848b1e7af38896498\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNDM3NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"}],\"evidence_count\":9,\"review_ids\":[\"31033a8e2b96572b892b08fc\",\"f805cc1caa6d13e0a213ec99\",\"42d4a5343b1ce3f24df97ae5\",\"0c16e2f4b338f929c04cf4d8\",\"f2c07db180b131755c5d61e0\",\"ff5c34fa5c84a6d65f2e972e\",\"c50f97b9e957cde11b093b6d\",\"17c510264a0ae869bdc7152e\",\"bf11d11848b1e7af38896498\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2546332\",\"name\":\"Panduan An\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2546332\",\"summary\":\"Cited reviews criticize Panduan An for unclear explanations, disorganized lectures, and failing to distinguish concepts effectively.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Oh my god do not take 349 with her. She has no idea what's going on, and her lectures are just meaningless, incomprehensible blabbering where she messily scribbles the entire time. She pulls everything from the textbook and the homework questions are insanely difficult. Also the prereqs for this class do not prepare you by any means.\",\"course_id\":\"STAT 349\",\"date\":\"2022-09-29 00:42:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"31033a8e2b96572b892b08fc\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2NjY2ODE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Worst professor ever. she read everything from the textbook and cannot explain things clearly. Exams are harder than the homework. Avoid her class at all cost.\",\"course_id\":\"STAT 349\",\"date\":\"2024-12-17 23:52:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0c16e2f4b338f929c04cf4d8\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMzUzMTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"}],\"evidence_count\":2,\"review_ids\":[\"31033a8e2b96572b892b08fc\",\"0c16e2f4b338f929c04cf4d8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2546332\",\"name\":\"Panduan An\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2546332\",\"summary\":\"Students report that exams are harder than homework and that the class is more difficult than expected under Panduan An's instruction.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Doesn't give actual numerical examples in this class which prepared me poorly for the midterm. Lectures are very dull and dry. Her lecture notes are unorganized and hard to follow at times. The few coding examples taken from her own source code aren't shared with us. If you can, avoid her. \",\"course_id\":\"STAT 349\",\"date\":\"2023-10-31 18:12:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f805cc1caa6d13e0a213ec99\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4MzI0ODcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Did not provide class notes or post-lecture slides—only recordings.  Teaching quality is poor: many concepts are never explained clearly or distinguished from one another, and the pace is so fast that it's impossible to copy down what she writes. Textbook is more helpful than her lectures.\\n\",\"course_id\":\"STAT 349\",\"date\":\"2025-10-11 22:38:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f2c07db180b131755c5d61e0\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNzA4MzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"She is a very smart person and is well versed in time series, but she isn't the best lecturer. Her teaching style is disorganized, jumping to and from topics. She doesn't upload her lecture notes to canvas. You will need to study the textbook outside of class. Ranks in the worst 3 teachers I have ever had in my life.\",\"course_id\":\"STAT 349\",\"date\":\"2025-11-17 21:19:40 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ff5c34fa5c84a6d65f2e972e\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODg1MTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"}],\"evidence_count\":3,\"review_ids\":[\"f805cc1caa6d13e0a213ec99\",\"f2c07db180b131755c5d61e0\",\"ff5c34fa5c84a6d65f2e972e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2546332\",\"name\":\"Panduan An\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2023\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2546332\",\"summary\":\"Reviewers note that Panduan An does not provide organized lecture notes or slides, often relying on textbook content instead.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Her notetaking is clear, which is analogous to the textbook- if you read the textbook, mainly focusing on formulas, then take the lecture, you will easily get an A. Her email response is quick among the professors I've ever experienced with, which was helpful for the exam. Practice exam is a lot related to the actual exams.  \",\"course_id\":\"STAT 349\",\"date\":\"2025-01-24 16:44:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0dd17bb784416defc1e8078e\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNTk4MzY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"}],\"evidence_count\":1,\"review_ids\":[\"0dd17bb784416defc1e8078e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2546332\",\"name\":\"Panduan An\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2546332\",\"summary\":\"One reviewer finds Panduan An's notetaking clear and email responses quick, noting that practice exams are related to actual 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349","catalog_version_id":"9f525abeffa6caeaa14c7ab8fb592b29ccecc45fd8c9821a8088b519ebac2005","record_version_id":"4ad088835e8d5eab95aa9a57ad76b0ce9248ab0d5a3784b7b8bc6f86a9e5f096","job_id":"enrich-6556a505c10f448d98d02466","output_id":"d8e56e220f8c571197ef047fcba0704a7e2b2b07044ae185a06996e31a41ff87","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Oh my god do not take 349 with her. She has no idea what's going on, and her lectures are just meaningless, incomprehensible blabbering where she messily scribbles the entire time. She pulls everything from the textbook and the homework questions are insanely difficult. Also the prereqs for this class do not prepare you by any means.\",\"course_id\":\"STAT 349\",\"date\":\"2022-09-29 00:42:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"31033a8e2b96572b892b08fc\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2NjY2ODE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Doesn't give actual numerical examples in this class which prepared me poorly for the midterm. Lectures are very dull and dry. Her lecture notes are unorganized and hard to follow at times. The few coding examples taken from her own source code aren't shared with us. If you can, avoid her. \",\"course_id\":\"STAT 349\",\"date\":\"2023-10-31 18:12:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f805cc1caa6d13e0a213ec99\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4MzI0ODcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"This lecturer is basically reading the textbook.\",\"course_id\":\"STAT 349\",\"date\":\"2023-12-16 06:47:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"42d4a5343b1ce3f24df97ae5\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM4NzA0NjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Worst professor ever. she read everything from the textbook and cannot explain things clearly. Exams are harder than the homework. Avoid her class at all cost.\",\"course_id\":\"STAT 349\",\"date\":\"2024-12-17 23:52:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0c16e2f4b338f929c04cf4d8\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMzUzMTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Did not provide class notes or post-lecture slides—only recordings.  Teaching quality is poor: many concepts are never explained clearly or distinguished from one another, and the pace is so fast that it's impossible to copy down what she writes. Textbook is more helpful than her lectures.\\n\",\"course_id\":\"STAT 349\",\"date\":\"2025-10-11 22:38:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f2c07db180b131755c5d61e0\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNzA4MzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"She is a very smart person and is well versed in time series, but she isn't the best lecturer. Her teaching style is disorganized, jumping to and from topics. She doesn't upload her lecture notes to canvas. You will need to study the textbook outside of class. Ranks in the worst 3 teachers I have ever had in my life.\",\"course_id\":\"STAT 349\",\"date\":\"2025-11-17 21:19:40 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ff5c34fa5c84a6d65f2e972e\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODg1MTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"She is really bad at teaching, the worst professor I've ever seen. She wrote down equations without making them fully clear to students. Or maybe she is just bad at explaining abstract concepts.  \",\"course_id\":\"STAT 349\",\"date\":\"2025-11-19 20:42:11 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c50f97b9e957cde11b093b6d\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTA2MjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Thankfully, the textbook for 349 is very useful. She does not know how to explain concepts so her lectures are a consistent waste of 75 minutes. \",\"course_id\":\"STAT 349\",\"date\":\"2025-12-13 00:04:21 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"17c510264a0ae869bdc7152e\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMjE4NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Incredibly difficult to follow understand her lectures. I came out of this class learning nothing.\",\"course_id\":\"STAT 349\",\"date\":\"2026-01-05 05:34:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bf11d11848b1e7af38896498\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNDM3NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"}],\"evidence_count\":9,\"review_ids\":[\"31033a8e2b96572b892b08fc\",\"f805cc1caa6d13e0a213ec99\",\"42d4a5343b1ce3f24df97ae5\",\"0c16e2f4b338f929c04cf4d8\",\"f2c07db180b131755c5d61e0\",\"ff5c34fa5c84a6d65f2e972e\",\"c50f97b9e957cde11b093b6d\",\"17c510264a0ae869bdc7152e\",\"bf11d11848b1e7af38896498\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2546332\",\"name\":\"Panduan An\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2546332\",\"summary\":\"Cited reviews criticize Panduan An for unclear explanations, disorganized lectures, and failing to distinguish concepts effectively.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Oh my god do not take 349 with her. She has no idea what's going on, and her lectures are just meaningless, incomprehensible blabbering where she messily scribbles the entire time. She pulls everything from the textbook and the homework questions are insanely difficult. Also the prereqs for this class do not prepare you by any means.\",\"course_id\":\"STAT 349\",\"date\":\"2022-09-29 00:42:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"31033a8e2b96572b892b08fc\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2NjY2ODE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Worst professor ever. she read everything from the textbook and cannot explain things clearly. Exams are harder than the homework. Avoid her class at all cost.\",\"course_id\":\"STAT 349\",\"date\":\"2024-12-17 23:52:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0c16e2f4b338f929c04cf4d8\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMzUzMTU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"}],\"evidence_count\":2,\"review_ids\":[\"31033a8e2b96572b892b08fc\",\"0c16e2f4b338f929c04cf4d8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2546332\",\"name\":\"Panduan An\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2546332\",\"summary\":\"Students report that exams are harder than homework and that the class is more difficult than expected under Panduan An's instruction.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Doesn't give actual numerical examples in this class which prepared me poorly for the midterm. Lectures are very dull and dry. Her lecture notes are unorganized and hard to follow at times. The few coding examples taken from her own source code aren't shared with us. If you can, avoid her. \",\"course_id\":\"STAT 349\",\"date\":\"2023-10-31 18:12:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f805cc1caa6d13e0a213ec99\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4MzI0ODcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"Did not provide class notes or post-lecture slides—only recordings.  Teaching quality is poor: many concepts are never explained clearly or distinguished from one another, and the pace is so fast that it's impossible to copy down what she writes. Textbook is more helpful than her lectures.\\n\",\"course_id\":\"STAT 349\",\"date\":\"2025-10-11 22:38:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f2c07db180b131755c5d61e0\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNzA4MzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"},{\"comment\":\"She is a very smart person and is well versed in time series, but she isn't the best lecturer. Her teaching style is disorganized, jumping to and from topics. She doesn't upload her lecture notes to canvas. You will need to study the textbook outside of class. Ranks in the worst 3 teachers I have ever had in my life.\",\"course_id\":\"STAT 349\",\"date\":\"2025-11-17 21:19:40 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ff5c34fa5c84a6d65f2e972e\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODg1MTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"}],\"evidence_count\":3,\"review_ids\":[\"f805cc1caa6d13e0a213ec99\",\"f2c07db180b131755c5d61e0\",\"ff5c34fa5c84a6d65f2e972e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2546332\",\"name\":\"Panduan An\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2023\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2546332\",\"summary\":\"Reviewers note that Panduan An does not provide organized lecture notes or slides, often relying on textbook content instead.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Her notetaking is clear, which is analogous to the textbook- if you read the textbook, mainly focusing on formulas, then take the lecture, you will easily get an A. Her email response is quick among the professors I've ever experienced with, which was helpful for the exam. Practice exam is a lot related to the actual exams.  \",\"course_id\":\"STAT 349\",\"date\":\"2025-01-24 16:44:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0dd17bb784416defc1e8078e\",\"instructor_id\":\"rmp:2546332\",\"instructor_name\":\"Panduan An\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNTk4MzY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\"}],\"evidence_count\":1,\"review_ids\":[\"0dd17bb784416defc1e8078e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2546332\",\"name\":\"Panduan An\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2546332\",\"summary\":\"One reviewer finds Panduan An's notetaking clear and email responses quick, noting that practice exams are related to actual exams.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_f01b96472a8cdb3029148ea7","course_id":"STAT 349","catalog_version_id":"9f525abeffa6caeaa14c7ab8fb592b29ccecc45fd8c9821a8088b519ebac2005","record_version_id":"fb5a3ef29954458191e6300eff16dd6fa9457d70b3c81468b1ed186b5dccb67c","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"aa1268bd2597517b057addfcfb9ee7278d9ea30cac82fbd12e287b6d24eebe55","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"STAT 333,340, graduate/professional standing, or declared in Statistics VISP\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":333,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"STAT 333\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Statistics VISP\",\"course\":null,\"evidence\":\"declared in Statistics VISP\",\"id\":\"n4\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_f01b96472a8cdb3029148ea7","course_id":"STAT 349","catalog_version_id":"9f525abeffa6caeaa14c7ab8fb592b29ccecc45fd8c9821a8088b519ebac2005","record_version_id":"fb5a3ef29954458191e6300eff16dd6fa9457d70b3c81468b1ed186b5dccb67c","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"aa1268bd2597517b057addfcfb9ee7278d9ea30cac82fbd12e287b6d24eebe55","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"A foundational understanding of linear regression and how it is used for prediction, feature selection and interpretation.\"},{\"course_id\":\"STAT 340\",\"field\":\"description\",\"quote\":\"Teaches how to explore, model, and analyze data using R. 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The lecture pace is often too fast to take notes, and prereqs do not adequately prepare students for the workload.\"}],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"history\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Panduan An\",\"review_date\":\"2022-09-29 00:42:58 +0000 UTC\",\"review_id\":\"31033a8e2b96572b892b08fc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTM2NjY2ODE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2023-10-31 18:12:49 +0000 UTC\",\"review_id\":\"f805cc1caa6d13e0a213ec99\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTM4MzI0ODcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2023-12-16 06:47:45 +0000 UTC\",\"review_id\":\"42d4a5343b1ce3f24df97ae5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTM4NzA0NjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2024-09-25 06:18:34 +0000 UTC\",\"review_id\":\"d52b23da14562675c845ff7f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTM5NzY0MTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-01-06 16:29:49 +0000 UTC\",\"review_id\":\"1758c68c4df33b9599ee02ab\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQwNDkxMjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-01-24 16:44:16 +0000 UTC\",\"review_id\":\"0dd17bb784416defc1e8078e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQwNTk4MzY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-10-11 22:38:25 +0000 UTC\",\"review_id\":\"f2c07db180b131755c5d61e0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQxNzA4MzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-10-24 22:29:36 +0000 UTC\",\"review_id\":\"52a6044388d22780d69cd73f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQxNzU0ODY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-11-19 20:42:11 +0000 UTC\",\"review_id\":\"c50f97b9e957cde11b093b6d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQxOTA2MjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-12-03 18:05:00 +0000 UTC\",\"review_id\":\"57e862b0f40763ef9aef9608\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQyMDE0NDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"}],\"text\":\"Historical reviews of Panduan An: Panduan An receives mixed reviews; while one student found her notes clear and email responses helpful, others describe her lectures as disorganized, dull, and ineffective. 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One reviewer contrasts this by noting her clear notes and quick email responses, though most find the teaching style frustrating.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Panduan An\",\"review_date\":\"2022-09-29 00:42:58 +0000 UTC\",\"review_id\":\"31033a8e2b96572b892b08fc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTM2NjY2ODE2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2023-10-31 18:12:49 +0000 UTC\",\"review_id\":\"f805cc1caa6d13e0a213ec99\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTM4MzI0ODcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2023-12-16 06:47:45 +0000 UTC\",\"review_id\":\"42d4a5343b1ce3f24df97ae5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTM4NzA0NjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2024-09-25 06:18:34 +0000 UTC\",\"review_id\":\"d52b23da14562675c845ff7f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTM5NzY0MTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-01-06 16:29:49 +0000 UTC\",\"review_id\":\"1758c68c4df33b9599ee02ab\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQwNDkxMjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-01-24 16:44:16 +0000 UTC\",\"review_id\":\"0dd17bb784416defc1e8078e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQwNTk4MzY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-10-11 22:38:25 +0000 UTC\",\"review_id\":\"f2c07db180b131755c5d61e0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQxNzA4MzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-10-24 22:29:36 +0000 UTC\",\"review_id\":\"52a6044388d22780d69cd73f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQxNzU0ODY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-11-19 20:42:11 +0000 UTC\",\"review_id\":\"c50f97b9e957cde11b093b6d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQxOTA2MjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-12-03 18:05:00 +0000 UTC\",\"review_id\":\"57e862b0f40763ef9aef9608\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQyMDE0NDQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"}],\"text\":\"Historical reviews of Panduan An: Panduan An receives mixed reviews; while one student found her notes clear and email responses helpful, others describe her lectures as disorganized, dull, and ineffective. Several reviewers state that the textbook is more useful than her teaching for understanding the material.\"},{\"citations\":[{\"course_id\":\"STAT 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"STAT 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"STAT 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.28 GPA, 59.6% A/AB (n=52 letter grades); Fall 2024: 3.31 GPA, 63.3% A/AB (n=49 letter grades); Fall 2025: 3.34 GPA, 60.4% A/AB (n=53 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-01-24 16:44:16 +0000 UTC\",\"review_id\":\"0dd17bb784416defc1e8078e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQwNTk4MzY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-10-11 22:38:25 +0000 UTC\",\"review_id\":\"f2c07db180b131755c5d61e0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQxNzA4MzY3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"},{\"instructor_name\":\"Panduan An\",\"review_date\":\"2025-12-13 00:04:21 +0000 UTC\",\"review_id\":\"17c510264a0ae869bdc7152e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2546332\",\"source_review_id\":\"UmF0aW5nLTQyMjE4NzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2546332\",\"type\":\"review\"}],\"text\":\"Historical reviews of Panduan An: Students report that the textbook is essential for success, as lectures often fail to explain concepts clearly. One student found quick email responses helpful, but others note that class notes are unorganized or unavailable, forcing reliance on the book and practice exams.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"STAT 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"source_record\":{\"entity_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"STAT 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"source_record\":{\"entity_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"STAT 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"source_record\":{\"entity_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"STAT 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"source_record\":{\"entity_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"STAT 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"source_record\":{\"entity_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"STAT 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"source_record\":{\"entity_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"STAT 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"source_record\":{\"entity_id\":\"889cfa1a-7026-3d2b-8372-7f780c08dff8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"PANDUAN AN is recorded teaching in 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":false}]