[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_1282dc8dbc1e7c5749f7cc41","course_id":"STAT 479","catalog_version_id":"9b4e67bf7fa449a135b5b4228b9384f75de7ce9549bbd0249eb800a282eb993b","record_version_id":"bf30e601b768fae02d94bb8d9c331e43c5ea4439150f69335bfc3867b5edb1c2","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"61396e309fcb3a91e85d20219046e64df77a9d3b095e46a0078ee0ac59745c39","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_1282dc8dbc1e7c5749f7cc41","course_id":"STAT 479","catalog_version_id":"9b4e67bf7fa449a135b5b4228b9384f75de7ce9549bbd0249eb800a282eb993b","record_version_id":"bf30e601b768fae02d94bb8d9c331e43c5ea4439150f69335bfc3867b5edb1c2","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"61396e309fcb3a91e85d20219046e64df77a9d3b095e46a0078ee0ac59745c39","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[],\"search_phrases\":[\"special topics in statistics\",\"undergraduate statistics electives\",\"stat 479 wisconsin\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"STAT 479\",\"field\":\"description\",\"quote\":\"Special topics of interest in undergraduate students.\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Exploration of special topics of interest to undergraduate students.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"STAT 479\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN STATISTICS\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"},{\"course_id\":\"STAT 479\",\"field\":\"description\",\"quote\":\"Special topics of interest in undergraduate students.\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Special Topics in Statistics covers rotating special topics of interest to undergraduate students, with content varying by instructor and semester.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"STAT 479\",\"field\":\"description\",\"quote\":\"Special topics of interest in undergraduate students.\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Rotating special topics in statistics tailored to undergraduate interests.\"}]}","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_1282dc8dbc1e7c5749f7cc41","course_id":"STAT 479","catalog_version_id":"9b4e67bf7fa449a135b5b4228b9384f75de7ce9549bbd0249eb800a282eb993b","record_version_id":"bf30e601b768fae02d94bb8d9c331e43c5ea4439150f69335bfc3867b5edb1c2","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"61396e309fcb3a91e85d20219046e64df77a9d3b095e46a0078ee0ac59745c39","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He used the slides all coming from an online course. Did not prepare for this class at all except reading through the slides during each class. I would say he's not a prof responsible for students enough. My interest in machine learning was almost ruined because of him\",\"course_id\":\"STAT 479\",\"date\":\"2015-12-02 00:41:59 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a944e08b73215aa5ed69b3c6\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NTIxMTI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"Use other school's slides and not even look at it before class. Give random homework and he didn't even have the answer. Midterms are directly from book but  you basically learn by your own and don't take it if you can't code (level above CS367, not just 302). You have to know so much data programming to take an undergrad stat course. Rediculous\",\"course_id\":\"STAT 479\",\"date\":\"2016-03-15 10:33:57 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"75419f9df9d01d85bded22b0\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI2MTQ0NjEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"Unclear grading but may not be tough, because it is unclear; difficult to understand instructions on lecture. Reviews R codes on lecture, though hard to follow(you can read code by your self and ask TA or him). Sometimes gives enough feedback on lecture(usually does not). It is unfortunate such a hot topic is taught by him.\",\"course_id\":\"STAT 479\",\"date\":\"2017-02-27 17:39:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6342f3e56d4f3f856e907377\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI3ODYxNDM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"PROS: Friendly, good guy.\\n\\nCONS: Not the most effective teacher, you don't learn much. Midterm and hw still not graded on finals day. Assigns projects/exams last minute. Doesn't respond to emails. \\n\\nREC: Don't take him for fundamental or difficult courses like 333/424, but you can consider his 479 elective course. Go to every class and listen. \",\"course_id\":\"STAT 479\",\"date\":\"2022-05-17 16:44:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"798e1286cdb71627c48f697f\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2MzU4NjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":4,\"review_ids\":[\"a944e08b73215aa5ed69b3c6\",\"75419f9df9d01d85bded22b0\",\"6342f3e56d4f3f856e907377\",\"798e1286cdb71627c48f697f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2015\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1801396\",\"summary\":\"Cited reviews criticize Karl Rohe for unorganized lectures, reliance on external slides, unclear grading, and limited responsiveness to student emails.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Also had Prof Rohe for 333. Tough in that he wants YOU to be inspired and create and get excited about the material, so he doesn't give much for guidelines... but still has expectations. Still, both were good, worthwhile classes. I learned a lot!\",\"course_id\":\"STAT 479\",\"date\":\"2017-05-07 22:31:33 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b6ab521d0fa1a65694e93347\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MjQxNjI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"I don't know why people are so harsh to Karl, I really liked this class. Errors in research is not a very quantitative or difficult class, but I think it is wildly valuable. The devices he teaches to effectively read research are very useful. Karl is also a very energetic teacher; his positivity makes it impossible to not engage with the material.\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-06 01:27:34 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"33da291d7b87f733552b89a6\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjU5ODUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":2,\"review_ids\":[\"b6ab521d0fa1a65694e93347\",\"33da291d7b87f733552b89a6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1801396\",\"summary\":\"Some reviewers praise Karl Rohe as an energetic teacher whose positive approach encourages engagement, despite the course's self-directed nature.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He is a great professor, but in this class that there is too much work that you need to learn on your own. He keeps on telling you about how to use Linux or remote machines. But the teaching process is too fast.\\nAnd he also uses his keyboard to finish many processes while doesn't tell us what he has done on his keyboard which makes it even harder.\",\"course_id\":\"STAT 479\",\"date\":\"2022-04-23 05:18:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f87876d854ab204451e63331\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2MTM1MTgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"},{\"comment\":\"He is the most awful stat professor. He seems nice but he is not reasonable when it comes to homework timeline, homework and projects are very hectic at the end and it got so rough. The computation steps learnt in the course takes hours to run and hard to debug. He do not reply your emails before homework deadlines. Very unpleasant experience\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-07 22:13:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"17f1ce3cc54871fcba37001f\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Mjc1MDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"},{\"comment\":\"I would say STAT 479 is not a difficult course if you are familiar with Linux commands, but few of us know it very well. John is passionate, but I have to admit that his lectures are fast, and there are really lots of things to learn. He is patient during office hours, but just get prepared to spend some time on the materials at home\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-27 18:16:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ebb3218851b83090b542a715\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM2NDE1MTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"}],\"evidence_count\":3,\"review_ids\":[\"f87876d854ab204451e63331\",\"17f1ce3cc54871fcba37001f\",\"ebb3218851b83090b542a715\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1567077\",\"name\":\"John Gillett\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:1567077\",\"summary\":\"Feedback on John Gillett is mixed; while described as passionate and patient during office hours, his fast-paced teaching style and heavy workload are frequently noted as challenging.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"He is a great professor, but in this class that there is too much work that you need to learn on your own. He keeps on telling you about how to use Linux or remote machines. But the teaching process is too fast.\\nAnd he also uses his keyboard to finish many processes while doesn't tell us what he has done on his keyboard which makes it even harder.\",\"course_id\":\"STAT 479\",\"date\":\"2022-04-23 05:18:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f87876d854ab204451e63331\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2MTM1MTgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"},{\"comment\":\"He is the most awful stat professor. He seems nice but he is not reasonable when it comes to homework timeline, homework and projects are very hectic at the end and it got so rough. The computation steps learnt in the course takes hours to run and hard to debug. He do not reply your emails before homework deadlines. Very unpleasant experience\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-07 22:13:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"17f1ce3cc54871fcba37001f\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Mjc1MDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"}],\"evidence_count\":2,\"review_ids\":[\"f87876d854ab204451e63331\",\"17f1ce3cc54871fcba37001f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1567077\",\"name\":\"John Gillett\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1567077\",\"summary\":\"Reviews highlight that John Gillett's course requires significant independent learning time, with complex computational steps and hectic deadlines near the end of the term.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Sankaran was one of the best teachers i've taken for the data science major. He goes over every aspect of using R effectively, statistical modeling, data visualization, machine learning, you name it. I consistently find myself coming back to the course's canvas page for guidance on new projects I'm working on. A must take DS elective.\",\"course_id\":\"STAT 479\",\"date\":\"2022-11-07 18:41:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a49be4e568af584d17c1fb0e\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NzkwNDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Reviewing his class for 679, the format is half reverse-lecture style so watch his videos before class so you have an idea of what he's going over. Long HW, but he's extremely helpful during office hours and through email. Definitely one of the nicest and most approachable professors I've ever encountered. Very passionate about data visualization!\",\"course_id\":\"STAT 479\",\"date\":\"2022-11-15 02:59:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"06facde3ea32e6dc05f2a9be\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2ODMyNzYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"He's a great professor. The HW's are long but he's always willing to help either in OH or via email. He's very passionate about data visualization. This is a class everyone should take! \",\"course_id\":\"STAT 479\",\"date\":\"2022-11-25 00:30:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9a8a60b0674cf23afb120e64\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2ODg5Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Took his stat 436 in spring 23. Kris is a good person and a passionate lecturer at the same time. He loves what he does (data visualization) and is willing to help students the best he can. Reasonable HW workload, open book midterm, and group project.\",\"course_id\":\"STAT 479\",\"date\":\"2023-09-05 16:57:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"96fdd8632ded7e1d96639f50\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjAzODMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":4,\"review_ids\":[\"a49be4e568af584d17c1fb0e\",\"06facde3ea32e6dc05f2a9be\",\"9a8a60b0674cf23afb120e64\",\"96fdd8632ded7e1d96639f50\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2658955\",\"summary\":\"Cited reviews praise Kris Sankaran for his passion for data visualization, clear instruction in R and statistical modeling, and high availability during office hours.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Reviewing his class for 679, the format is half reverse-lecture style so watch his videos before class so you have an idea of what he's going over. Long HW, but he's extremely helpful during office hours and through email. Definitely one of the nicest and most approachable professors I've ever encountered. Very passionate about data visualization!\",\"course_id\":\"STAT 479\",\"date\":\"2022-11-15 02:59:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"06facde3ea32e6dc05f2a9be\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2ODMyNzYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"He's a great professor. The HW's are long but he's always willing to help either in OH or via email. He's very passionate about data visualization. This is a class everyone should take! \",\"course_id\":\"STAT 479\",\"date\":\"2022-11-25 00:30:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9a8a60b0674cf23afb120e64\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2ODg5Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":2,\"review_ids\":[\"06facde3ea32e6dc05f2a9be\",\"9a8a60b0674cf23afb120e64\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"neutral\",\"subject_instructor_id\":\"rmp:2658955\",\"summary\":\"Students note that homework assignments for Kris Sankaran can be long, but he provides substantial support through email and office hours to manage the load.\"}]}","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_1282dc8dbc1e7c5749f7cc41","course_id":"STAT 479","catalog_version_id":"9b4e67bf7fa449a135b5b4228b9384f75de7ce9549bbd0249eb800a282eb993b","record_version_id":"bf30e601b768fae02d94bb8d9c331e43c5ea4439150f69335bfc3867b5edb1c2","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"61396e309fcb3a91e85d20219046e64df77a9d3b095e46a0078ee0ac59745c39","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"5390b99a3d423a4aab2626af36f14297df3140defa044049e8433dc79eb55227\",\"course_id\":\"STAT 479\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2021-04-11 22:11:43 +0000 UTC\",\"review_id\":\"5aacaadd5d9b873bb3cc50aa\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTM0NTMzODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"The course included two midterms, a group project, and homeworks that were quite a bit of work, though spread out over the semester.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Sebastian Raschka\",\"review_date\":\"2019-12-19 07:26:16 +0000 UTC\",\"review_id\":\"376db538e20101a7e314430d\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2528650\",\"source_review_id\":\"UmF0aW5nLTMyNzE2ODU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2528650\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Sebastian Raschka was described as a responsible professor who delivered amazing lectures and assigned meaningful projects.\"},{\"citations\":[{\"course_id\":\"STAT 479\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.91 GPA, 94.7% A/AB (n=38 letter grades); 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Care students much and know lots of machine learning materials in and outside class. His lecture is amazing. Project is somewhat challenging but meaningful. Take it, you will never regret it.\",\"course_id\":\"STAT 479\",\"date\":\"2019-12-19 07:26:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"376db538e20101a7e314430d\",\"instructor_id\":\"rmp:2528650\",\"instructor_name\":\"Sebastian Raschka\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyNzE2ODU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2528650\"},{\"comment\":\"Kris is honestly a great professor. 2 midterms and a group project as well as homeworks. The homeworks are quite a bit of work but there's only a few spread out per semester. He is very responsive and truly wants to see his students do well. As long as you can find a good group for projects, you'll be fine - same for 424, which he also taught.\",\"course_id\":\"STAT 479\",\"date\":\"2021-04-11 22:11:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5aacaadd5d9b873bb3cc50aa\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NTMzODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"I'm a stats major, and I wish I had never taken this class. The professor was very unorganized, and the TA was not helpful either. It didn't help that this was a 8:50am class. I got a good grade, but I feel like I learned nothing. I wish I could have chosen another stats course.\",\"course_id\":\"STAT 479\",\"date\":\"2013-12-21 01:16:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4df23b72fdd10b4a787d13d4\",\"instructor_id\":\"rmp:1357778\",\"instructor_name\":\"Yazhen Wang\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyNjMyMzM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1357778\"},{\"comment\":\"He used the slides all coming from an online course. Did not prepare for this class at all except reading through the slides during each class. I would say he's not a prof responsible for students enough. My interest in machine learning was almost ruined because of him\",\"course_id\":\"STAT 479\",\"date\":\"2015-12-02 00:41:59 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a944e08b73215aa5ed69b3c6\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NTIxMTI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":4,\"review_ids\":[\"376db538e20101a7e314430d\",\"5aacaadd5d9b873bb3cc50aa\",\"4df23b72fdd10b4a787d13d4\",\"a944e08b73215aa5ed69b3c6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1357778\",\"name\":\"Yazhen Wang\"},{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:2528650\",\"name\":\"Sebastian Raschka\"},{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor; some are praised for passion and helpfulness, while others are criticized for disorganization and unclear instruction.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"One of those rare classes where you learn a lot of interesting and useful material but the course work isn't overwhelming or super difficult. \\n\\nI'd highly recommend this class. Stanford professors (Sankaran and Kang) are built different. \\n\",\"course_id\":\"STAT 479\",\"date\":\"2022-04-19 08:14:14 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f287c6fe5879d67ff0aa8b30\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MTAwNzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Kris is honestly a great professor. 2 midterms and a group project as well as homeworks. The homeworks are quite a bit of work but there's only a few spread out per semester. He is very responsive and truly wants to see his students do well. As long as you can find a good group for projects, you'll be fine - same for 424, which he also taught.\",\"course_id\":\"STAT 479\",\"date\":\"2021-04-11 22:11:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5aacaadd5d9b873bb3cc50aa\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NTMzODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"He is a great professor, but in this class that there is too much work that you need to learn on your own. He keeps on telling you about how to use Linux or remote machines. But the teaching process is too fast.\\nAnd he also uses his keyboard to finish many processes while doesn't tell us what he has done on his keyboard which makes it even harder.\",\"course_id\":\"STAT 479\",\"date\":\"2022-04-23 05:18:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f87876d854ab204451e63331\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2MTM1MTgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"},{\"comment\":\"He is the most awful stat professor. He seems nice but he is not reasonable when it comes to homework timeline, homework and projects are very hectic at the end and it got so rough. The computation steps learnt in the course takes hours to run and hard to debug. He do not reply your emails before homework deadlines. Very unpleasant experience\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-07 22:13:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"17f1ce3cc54871fcba37001f\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Mjc1MDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"}],\"evidence_count\":4,\"review_ids\":[\"f287c6fe5879d67ff0aa8b30\",\"5aacaadd5d9b873bb3cc50aa\",\"f87876d854ab204451e63331\",\"17f1ce3cc54871fcba37001f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1567077\",\"name\":\"John Gillett\"},{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is generally described as manageable to moderate, though some students find the independent learning required and coding tasks time-consuming.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Unclear grading but may not be tough, because it is unclear; difficult to understand instructions on lecture. Reviews R codes on lecture, though hard to follow(you can read code by your self and ask TA or him). Sometimes gives enough feedback on lecture(usually does not). It is unfortunate such a hot topic is taught by him.\",\"course_id\":\"STAT 479\",\"date\":\"2017-02-27 17:39:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6342f3e56d4f3f856e907377\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI3ODYxNDM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"PROS: Friendly, good guy.\\n\\nCONS: Not the most effective teacher, you don't learn much. Midterm and hw still not graded on finals day. Assigns projects/exams last minute. Doesn't respond to emails. \\n\\nREC: Don't take him for fundamental or difficult courses like 333/424, but you can consider his 479 elective course. Go to every class and listen. \",\"course_id\":\"STAT 479\",\"date\":\"2022-05-17 16:44:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"798e1286cdb71627c48f697f\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2MzU4NjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"He is the most awful stat professor. He seems nice but he is not reasonable when it comes to homework timeline, homework and projects are very hectic at the end and it got so rough. The computation steps learnt in the course takes hours to run and hard to debug. He do not reply your emails before homework deadlines. Very unpleasant experience\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-07 22:13:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"17f1ce3cc54871fcba37001f\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Mjc1MDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"},{\"comment\":\"Took his stat 436 in spring 23. Kris is a good person and a passionate lecturer at the same time. He loves what he does (data visualization) and is willing to help students the best he can. Reasonable HW workload, open book midterm, and group project.\",\"course_id\":\"STAT 479\",\"date\":\"2023-09-05 16:57:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"96fdd8632ded7e1d96639f50\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjAzODMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":4,\"review_ids\":[\"6342f3e56d4f3f856e907377\",\"798e1286cdb71627c48f697f\",\"17f1ce3cc54871fcba37001f\",\"96fdd8632ded7e1d96639f50\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1567077\",\"name\":\"John Gillett\"},{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment methods include midterms, homework, and projects; feedback on grading clarity and timing is mixed, with some finding it unclear or delayed.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Really responsible professor. Care students much and know lots of machine learning materials in and outside class. His lecture is amazing. Project is somewhat challenging but meaningful. Take it, you will never regret it.\",\"course_id\":\"STAT 479\",\"date\":\"2019-12-19 07:26:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"376db538e20101a7e314430d\",\"instructor_id\":\"rmp:2528650\",\"instructor_name\":\"Sebastian Raschka\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyNzE2ODU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2528650\"},{\"comment\":\"Kris is honestly a great professor. 2 midterms and a group project as well as homeworks. The homeworks are quite a bit of work but there's only a few spread out per semester. He is very responsive and truly wants to see his students do well. As long as you can find a good group for projects, you'll be fine - same for 424, which he also taught.\",\"course_id\":\"STAT 479\",\"date\":\"2021-04-11 22:11:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5aacaadd5d9b873bb3cc50aa\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NTMzODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"I'm a stats major, and I wish I had never taken this class. The professor was very unorganized, and the TA was not helpful either. It didn't help that this was a 8:50am class. I got a good grade, but I feel like I learned nothing. I wish I could have chosen another stats course.\",\"course_id\":\"STAT 479\",\"date\":\"2013-12-21 01:16:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4df23b72fdd10b4a787d13d4\",\"instructor_id\":\"rmp:1357778\",\"instructor_name\":\"Yazhen Wang\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyNjMyMzM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1357778\"},{\"comment\":\"He used the slides all coming from an online course. Did not prepare for this class at all except reading through the slides during each class. I would say he's not a prof responsible for students enough. My interest in machine learning was almost ruined because of him\",\"course_id\":\"STAT 479\",\"date\":\"2015-12-02 00:41:59 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a944e08b73215aa5ed69b3c6\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NTIxMTI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":4,\"review_ids\":[\"376db538e20101a7e314430d\",\"5aacaadd5d9b873bb3cc50aa\",\"4df23b72fdd10b4a787d13d4\",\"a944e08b73215aa5ed69b3c6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1357778\",\"name\":\"Yazhen Wang\"},{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:2528650\",\"name\":\"Sebastian Raschka\"},{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Student satisfaction is heavily dependent on the specific instructor, ranging from highly recommended to strongly discouraged.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_1282dc8dbc1e7c5749f7cc41","course_id":"STAT 479","catalog_version_id":"9b4e67bf7fa449a135b5b4228b9384f75de7ce9549bbd0249eb800a282eb993b","record_version_id":"bf30e601b768fae02d94bb8d9c331e43c5ea4439150f69335bfc3867b5edb1c2","job_id":"enrich-6556a505c10f448d98d02466","output_id":"16c1b4c9b7a1df22c11da383d9ce7d6b2a556a6e6b966a9a0a1f47b777ef1a14","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_1282dc8dbc1e7c5749f7cc41","course_id":"STAT 479","catalog_version_id":"9b4e67bf7fa449a135b5b4228b9384f75de7ce9549bbd0249eb800a282eb993b","record_version_id":"bf30e601b768fae02d94bb8d9c331e43c5ea4439150f69335bfc3867b5edb1c2","job_id":"enrich-6556a505c10f448d98d02466","output_id":"16c1b4c9b7a1df22c11da383d9ce7d6b2a556a6e6b966a9a0a1f47b777ef1a14","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[],\"search_phrases\":[\"special topics in statistics\",\"undergraduate statistics electives\",\"stat 479 wisconsin\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"STAT 479\",\"field\":\"description\",\"quote\":\"Special topics of interest in undergraduate students.\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Exploration of special topics of interest to undergraduate students.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"STAT 479\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN STATISTICS\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"},{\"course_id\":\"STAT 479\",\"field\":\"description\",\"quote\":\"Special topics of interest in undergraduate students.\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Special Topics in Statistics covers rotating special topics of interest to undergraduate students, with content varying by instructor and semester.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"STAT 479\",\"field\":\"description\",\"quote\":\"Special topics of interest in undergraduate students.\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Rotating special topics in statistics tailored to undergraduate interests.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_1282dc8dbc1e7c5749f7cc41","course_id":"STAT 479","catalog_version_id":"9b4e67bf7fa449a135b5b4228b9384f75de7ce9549bbd0249eb800a282eb993b","record_version_id":"bf30e601b768fae02d94bb8d9c331e43c5ea4439150f69335bfc3867b5edb1c2","job_id":"enrich-6556a505c10f448d98d02466","output_id":"16c1b4c9b7a1df22c11da383d9ce7d6b2a556a6e6b966a9a0a1f47b777ef1a14","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He used the slides all coming from an online course. Did not prepare for this class at all except reading through the slides during each class. I would say he's not a prof responsible for students enough. My interest in machine learning was almost ruined because of him\",\"course_id\":\"STAT 479\",\"date\":\"2015-12-02 00:41:59 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a944e08b73215aa5ed69b3c6\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NTIxMTI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"Use other school's slides and not even look at it before class. Give random homework and he didn't even have the answer. Midterms are directly from book but  you basically learn by your own and don't take it if you can't code (level above CS367, not just 302). You have to know so much data programming to take an undergrad stat course. Rediculous\",\"course_id\":\"STAT 479\",\"date\":\"2016-03-15 10:33:57 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"75419f9df9d01d85bded22b0\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI2MTQ0NjEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"Unclear grading but may not be tough, because it is unclear; difficult to understand instructions on lecture. Reviews R codes on lecture, though hard to follow(you can read code by your self and ask TA or him). Sometimes gives enough feedback on lecture(usually does not). It is unfortunate such a hot topic is taught by him.\",\"course_id\":\"STAT 479\",\"date\":\"2017-02-27 17:39:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6342f3e56d4f3f856e907377\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI3ODYxNDM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"PROS: Friendly, good guy.\\n\\nCONS: Not the most effective teacher, you don't learn much. Midterm and hw still not graded on finals day. Assigns projects/exams last minute. Doesn't respond to emails. \\n\\nREC: Don't take him for fundamental or difficult courses like 333/424, but you can consider his 479 elective course. Go to every class and listen. \",\"course_id\":\"STAT 479\",\"date\":\"2022-05-17 16:44:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"798e1286cdb71627c48f697f\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2MzU4NjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":4,\"review_ids\":[\"a944e08b73215aa5ed69b3c6\",\"75419f9df9d01d85bded22b0\",\"6342f3e56d4f3f856e907377\",\"798e1286cdb71627c48f697f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2015\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1801396\",\"summary\":\"Cited reviews criticize Karl Rohe for unorganized lectures, reliance on external slides, unclear grading, and limited responsiveness to student emails.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Also had Prof Rohe for 333. Tough in that he wants YOU to be inspired and create and get excited about the material, so he doesn't give much for guidelines... but still has expectations. Still, both were good, worthwhile classes. I learned a lot!\",\"course_id\":\"STAT 479\",\"date\":\"2017-05-07 22:31:33 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b6ab521d0fa1a65694e93347\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MjQxNjI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"I don't know why people are so harsh to Karl, I really liked this class. Errors in research is not a very quantitative or difficult class, but I think it is wildly valuable. The devices he teaches to effectively read research are very useful. Karl is also a very energetic teacher; his positivity makes it impossible to not engage with the material.\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-06 01:27:34 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"33da291d7b87f733552b89a6\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjU5ODUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":2,\"review_ids\":[\"b6ab521d0fa1a65694e93347\",\"33da291d7b87f733552b89a6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1801396\",\"summary\":\"Some reviewers praise Karl Rohe as an energetic teacher whose positive approach encourages engagement, despite the course's self-directed nature.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He is a great professor, but in this class that there is too much work that you need to learn on your own. He keeps on telling you about how to use Linux or remote machines. But the teaching process is too fast.\\nAnd he also uses his keyboard to finish many processes while doesn't tell us what he has done on his keyboard which makes it even harder.\",\"course_id\":\"STAT 479\",\"date\":\"2022-04-23 05:18:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f87876d854ab204451e63331\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2MTM1MTgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"},{\"comment\":\"He is the most awful stat professor. He seems nice but he is not reasonable when it comes to homework timeline, homework and projects are very hectic at the end and it got so rough. The computation steps learnt in the course takes hours to run and hard to debug. He do not reply your emails before homework deadlines. Very unpleasant experience\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-07 22:13:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"17f1ce3cc54871fcba37001f\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Mjc1MDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"},{\"comment\":\"I would say STAT 479 is not a difficult course if you are familiar with Linux commands, but few of us know it very well. John is passionate, but I have to admit that his lectures are fast, and there are really lots of things to learn. He is patient during office hours, but just get prepared to spend some time on the materials at home\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-27 18:16:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ebb3218851b83090b542a715\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM2NDE1MTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"}],\"evidence_count\":3,\"review_ids\":[\"f87876d854ab204451e63331\",\"17f1ce3cc54871fcba37001f\",\"ebb3218851b83090b542a715\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1567077\",\"name\":\"John Gillett\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:1567077\",\"summary\":\"Feedback on John Gillett is mixed; while described as passionate and patient during office hours, his fast-paced teaching style and heavy workload are frequently noted as challenging.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"He is a great professor, but in this class that there is too much work that you need to learn on your own. He keeps on telling you about how to use Linux or remote machines. But the teaching process is too fast.\\nAnd he also uses his keyboard to finish many processes while doesn't tell us what he has done on his keyboard which makes it even harder.\",\"course_id\":\"STAT 479\",\"date\":\"2022-04-23 05:18:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f87876d854ab204451e63331\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2MTM1MTgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"},{\"comment\":\"He is the most awful stat professor. He seems nice but he is not reasonable when it comes to homework timeline, homework and projects are very hectic at the end and it got so rough. The computation steps learnt in the course takes hours to run and hard to debug. He do not reply your emails before homework deadlines. Very unpleasant experience\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-07 22:13:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"17f1ce3cc54871fcba37001f\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Mjc1MDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"}],\"evidence_count\":2,\"review_ids\":[\"f87876d854ab204451e63331\",\"17f1ce3cc54871fcba37001f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1567077\",\"name\":\"John Gillett\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1567077\",\"summary\":\"Reviews highlight that John Gillett's course requires significant independent learning time, with complex computational steps and hectic deadlines near the end of the term.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Sankaran was one of the best teachers i've taken for the data science major. He goes over every aspect of using R effectively, statistical modeling, data visualization, machine learning, you name it. I consistently find myself coming back to the course's canvas page for guidance on new projects I'm working on. A must take DS elective.\",\"course_id\":\"STAT 479\",\"date\":\"2022-11-07 18:41:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a49be4e568af584d17c1fb0e\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NzkwNDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Reviewing his class for 679, the format is half reverse-lecture style so watch his videos before class so you have an idea of what he's going over. Long HW, but he's extremely helpful during office hours and through email. Definitely one of the nicest and most approachable professors I've ever encountered. Very passionate about data visualization!\",\"course_id\":\"STAT 479\",\"date\":\"2022-11-15 02:59:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"06facde3ea32e6dc05f2a9be\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2ODMyNzYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"He's a great professor. The HW's are long but he's always willing to help either in OH or via email. He's very passionate about data visualization. This is a class everyone should take! \",\"course_id\":\"STAT 479\",\"date\":\"2022-11-25 00:30:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9a8a60b0674cf23afb120e64\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2ODg5Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Took his stat 436 in spring 23. Kris is a good person and a passionate lecturer at the same time. He loves what he does (data visualization) and is willing to help students the best he can. Reasonable HW workload, open book midterm, and group project.\",\"course_id\":\"STAT 479\",\"date\":\"2023-09-05 16:57:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"96fdd8632ded7e1d96639f50\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjAzODMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":4,\"review_ids\":[\"a49be4e568af584d17c1fb0e\",\"06facde3ea32e6dc05f2a9be\",\"9a8a60b0674cf23afb120e64\",\"96fdd8632ded7e1d96639f50\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2658955\",\"summary\":\"Cited reviews praise Kris Sankaran for his passion for data visualization, clear instruction in R and statistical modeling, and high availability during office hours.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Reviewing his class for 679, the format is half reverse-lecture style so watch his videos before class so you have an idea of what he's going over. Long HW, but he's extremely helpful during office hours and through email. Definitely one of the nicest and most approachable professors I've ever encountered. Very passionate about data visualization!\",\"course_id\":\"STAT 479\",\"date\":\"2022-11-15 02:59:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"06facde3ea32e6dc05f2a9be\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2ODMyNzYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"He's a great professor. The HW's are long but he's always willing to help either in OH or via email. He's very passionate about data visualization. This is a class everyone should take! \",\"course_id\":\"STAT 479\",\"date\":\"2022-11-25 00:30:04 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9a8a60b0674cf23afb120e64\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2ODg5Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":2,\"review_ids\":[\"06facde3ea32e6dc05f2a9be\",\"9a8a60b0674cf23afb120e64\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"neutral\",\"subject_instructor_id\":\"rmp:2658955\",\"summary\":\"Students note that homework assignments for Kris Sankaran can be long, but he provides substantial support through email and office hours to manage the load.\"}]}","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_1282dc8dbc1e7c5749f7cc41","course_id":"STAT 479","catalog_version_id":"9b4e67bf7fa449a135b5b4228b9384f75de7ce9549bbd0249eb800a282eb993b","record_version_id":"4b8bfceeadde5a15206e27f81309a1941d29d710639a276c0c97f3125f86cc2c","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"e53cc1a281d9a639a9a08977b57bb59dd4145ddd5f8425c7ecf70d5399346a59","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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_1282dc8dbc1e7c5749f7cc41","course_id":"STAT 479","catalog_version_id":"9b4e67bf7fa449a135b5b4228b9384f75de7ce9549bbd0249eb800a282eb993b","record_version_id":"4b8bfceeadde5a15206e27f81309a1941d29d710639a276c0c97f3125f86cc2c","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"e53cc1a281d9a639a9a08977b57bb59dd4145ddd5f8425c7ecf70d5399346a59","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"STAT 479 special topics\",\"undergraduate statistics topics\",\"STAT 479 syllabus\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"STAT 479\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN STATISTICS\"},{\"course_id\":\"STAT 479\",\"field\":\"description\",\"quote\":\"Special topics of interest in undergraduate students.\"}],\"text\":\"STAT 479 covers special topics in statistics of interest to undergraduate students.\"},\"topics\":[]}","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_1282dc8dbc1e7c5749f7cc41","course_id":"STAT 479","catalog_version_id":"9b4e67bf7fa449a135b5b4228b9384f75de7ce9549bbd0249eb800a282eb993b","record_version_id":"4b8bfceeadde5a15206e27f81309a1941d29d710639a276c0c97f3125f86cc2c","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"e53cc1a281d9a639a9a08977b57bb59dd4145ddd5f8425c7ecf70d5399346a59","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Really responsible professor. Care students much and know lots of machine learning materials in and outside class. His lecture is amazing. Project is somewhat challenging but meaningful. Take it, you will never regret it.\",\"course_id\":\"STAT 479\",\"date\":\"2019-12-19 07:26:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"376db538e20101a7e314430d\",\"instructor_id\":\"rmp:2528650\",\"instructor_name\":\"Sebastian Raschka\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyNzE2ODU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2528650\"},{\"comment\":\"Kris is honestly a great professor. 2 midterms and a group project as well as homeworks. The homeworks are quite a bit of work but there's only a few spread out per semester. He is very responsive and truly wants to see his students do well. As long as you can find a good group for projects, you'll be fine - same for 424, which he also taught.\",\"course_id\":\"STAT 479\",\"date\":\"2021-04-11 22:11:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5aacaadd5d9b873bb3cc50aa\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NTMzODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"I'm a stats major, and I wish I had never taken this class. The professor was very unorganized, and the TA was not helpful either. It didn't help that this was a 8:50am class. I got a good grade, but I feel like I learned nothing. I wish I could have chosen another stats course.\",\"course_id\":\"STAT 479\",\"date\":\"2013-12-21 01:16:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4df23b72fdd10b4a787d13d4\",\"instructor_id\":\"rmp:1357778\",\"instructor_name\":\"Yazhen Wang\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyNjMyMzM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1357778\"},{\"comment\":\"He used the slides all coming from an online course. Did not prepare for this class at all except reading through the slides during each class. I would say he's not a prof responsible for students enough. My interest in machine learning was almost ruined because of him\",\"course_id\":\"STAT 479\",\"date\":\"2015-12-02 00:41:59 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a944e08b73215aa5ed69b3c6\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NTIxMTI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":4,\"review_ids\":[\"376db538e20101a7e314430d\",\"5aacaadd5d9b873bb3cc50aa\",\"4df23b72fdd10b4a787d13d4\",\"a944e08b73215aa5ed69b3c6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1357778\",\"name\":\"Yazhen Wang\"},{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:2528650\",\"name\":\"Sebastian Raschka\"},{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor; some are praised for passion and helpfulness, while others are criticized for disorganization and unclear instruction.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"One of those rare classes where you learn a lot of interesting and useful material but the course work isn't overwhelming or super difficult. \\n\\nI'd highly recommend this class. Stanford professors (Sankaran and Kang) are built different. \\n\",\"course_id\":\"STAT 479\",\"date\":\"2022-04-19 08:14:14 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f287c6fe5879d67ff0aa8b30\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MTAwNzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Kris is honestly a great professor. 2 midterms and a group project as well as homeworks. The homeworks are quite a bit of work but there's only a few spread out per semester. He is very responsive and truly wants to see his students do well. As long as you can find a good group for projects, you'll be fine - same for 424, which he also taught.\",\"course_id\":\"STAT 479\",\"date\":\"2021-04-11 22:11:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5aacaadd5d9b873bb3cc50aa\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NTMzODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"He is a great professor, but in this class that there is too much work that you need to learn on your own. He keeps on telling you about how to use Linux or remote machines. But the teaching process is too fast.\\nAnd he also uses his keyboard to finish many processes while doesn't tell us what he has done on his keyboard which makes it even harder.\",\"course_id\":\"STAT 479\",\"date\":\"2022-04-23 05:18:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f87876d854ab204451e63331\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2MTM1MTgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"},{\"comment\":\"He is the most awful stat professor. He seems nice but he is not reasonable when it comes to homework timeline, homework and projects are very hectic at the end and it got so rough. The computation steps learnt in the course takes hours to run and hard to debug. He do not reply your emails before homework deadlines. Very unpleasant experience\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-07 22:13:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"17f1ce3cc54871fcba37001f\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Mjc1MDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"}],\"evidence_count\":4,\"review_ids\":[\"f287c6fe5879d67ff0aa8b30\",\"5aacaadd5d9b873bb3cc50aa\",\"f87876d854ab204451e63331\",\"17f1ce3cc54871fcba37001f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1567077\",\"name\":\"John Gillett\"},{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is generally described as manageable to moderate, though some students find the independent learning required and coding tasks time-consuming.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Unclear grading but may not be tough, because it is unclear; difficult to understand instructions on lecture. Reviews R codes on lecture, though hard to follow(you can read code by your self and ask TA or him). Sometimes gives enough feedback on lecture(usually does not). It is unfortunate such a hot topic is taught by him.\",\"course_id\":\"STAT 479\",\"date\":\"2017-02-27 17:39:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6342f3e56d4f3f856e907377\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI3ODYxNDM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"PROS: Friendly, good guy.\\n\\nCONS: Not the most effective teacher, you don't learn much. Midterm and hw still not graded on finals day. Assigns projects/exams last minute. Doesn't respond to emails. \\n\\nREC: Don't take him for fundamental or difficult courses like 333/424, but you can consider his 479 elective course. Go to every class and listen. \",\"course_id\":\"STAT 479\",\"date\":\"2022-05-17 16:44:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"798e1286cdb71627c48f697f\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2MzU4NjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"He is the most awful stat professor. He seems nice but he is not reasonable when it comes to homework timeline, homework and projects are very hectic at the end and it got so rough. The computation steps learnt in the course takes hours to run and hard to debug. He do not reply your emails before homework deadlines. Very unpleasant experience\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-07 22:13:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"17f1ce3cc54871fcba37001f\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Mjc1MDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"},{\"comment\":\"Took his stat 436 in spring 23. Kris is a good person and a passionate lecturer at the same time. He loves what he does (data visualization) and is willing to help students the best he can. Reasonable HW workload, open book midterm, and group project.\",\"course_id\":\"STAT 479\",\"date\":\"2023-09-05 16:57:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"96fdd8632ded7e1d96639f50\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjAzODMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":4,\"review_ids\":[\"6342f3e56d4f3f856e907377\",\"798e1286cdb71627c48f697f\",\"17f1ce3cc54871fcba37001f\",\"96fdd8632ded7e1d96639f50\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1567077\",\"name\":\"John Gillett\"},{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment methods include midterms, homework, and projects; feedback on grading clarity and timing is mixed, with some finding it unclear or delayed.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Really responsible professor. Care students much and know lots of machine learning materials in and outside class. His lecture is amazing. Project is somewhat challenging but meaningful. Take it, you will never regret it.\",\"course_id\":\"STAT 479\",\"date\":\"2019-12-19 07:26:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"376db538e20101a7e314430d\",\"instructor_id\":\"rmp:2528650\",\"instructor_name\":\"Sebastian Raschka\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyNzE2ODU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2528650\"},{\"comment\":\"Kris is honestly a great professor. 2 midterms and a group project as well as homeworks. The homeworks are quite a bit of work but there's only a few spread out per semester. He is very responsive and truly wants to see his students do well. As long as you can find a good group for projects, you'll be fine - same for 424, which he also taught.\",\"course_id\":\"STAT 479\",\"date\":\"2021-04-11 22:11:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5aacaadd5d9b873bb3cc50aa\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NTMzODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"I'm a stats major, and I wish I had never taken this class. The professor was very unorganized, and the TA was not helpful either. It didn't help that this was a 8:50am class. I got a good grade, but I feel like I learned nothing. I wish I could have chosen another stats course.\",\"course_id\":\"STAT 479\",\"date\":\"2013-12-21 01:16:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4df23b72fdd10b4a787d13d4\",\"instructor_id\":\"rmp:1357778\",\"instructor_name\":\"Yazhen Wang\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyNjMyMzM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1357778\"},{\"comment\":\"He used the slides all coming from an online course. Did not prepare for this class at all except reading through the slides during each class. I would say he's not a prof responsible for students enough. My interest in machine learning was almost ruined because of him\",\"course_id\":\"STAT 479\",\"date\":\"2015-12-02 00:41:59 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a944e08b73215aa5ed69b3c6\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NTIxMTI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":4,\"review_ids\":[\"376db538e20101a7e314430d\",\"5aacaadd5d9b873bb3cc50aa\",\"4df23b72fdd10b4a787d13d4\",\"a944e08b73215aa5ed69b3c6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1357778\",\"name\":\"Yazhen Wang\"},{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:2528650\",\"name\":\"Sebastian Raschka\"},{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Student satisfaction is heavily dependent on the specific instructor, ranging from highly recommended to strongly discouraged.\"}]}","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_1282dc8dbc1e7c5749f7cc41","course_id":"STAT 479","catalog_version_id":"9b4e67bf7fa449a135b5b4228b9384f75de7ce9549bbd0249eb800a282eb993b","record_version_id":"4b8bfceeadde5a15206e27f81309a1941d29d710639a276c0c97f3125f86cc2c","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"e53cc1a281d9a639a9a08977b57bb59dd4145ddd5f8425c7ecf70d5399346a59","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"4c16ebeb05553e97928ef80ec9cab230b7cc461403595d768b016fc16b84a575\",\"course_id\":\"STAT 479\",\"current_instructors\":[{\"instructor_uid\":\"instructor_7f1ec350dd38b38a0d4762c0\",\"message\":\"No course-specific reviews available\",\"name\":\"Matthias Katzfuss\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_e84a7ce0623963455f431057\",\"message\":\"No course-specific reviews available\",\"name\":\"Zexuan Sun\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2026-05-05 01:52:15 +0000 UTC\",\"review_id\":\"e9803226419dc9cdc482cfa4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQzMDI2Mjgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"}],\"text\":\"Historical reviews of Kris Sankaran: Kris Sankaran's current course features cutting-edge content but receives criticism for abysmal teaching style and materials, with graduate-level exams and assignments requiring significant outside time. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"KARL ROHE is recorded teaching in Spring 2015, Spring 2016, Spring 2017, Spring 2018, Spring 2020, Spring 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"KRIS SANKARAN is recorded teaching in Spring 2022, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"SEBASTIAN RASCHKA is recorded teaching in Fall 2018, Spring 2019, Fall 2019. 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Care students much and know lots of machine learning materials in and outside class. His lecture is amazing. Project is somewhat challenging but meaningful. Take it, you will never regret it.\",\"course_id\":\"STAT 479\",\"date\":\"2019-12-19 07:26:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"376db538e20101a7e314430d\",\"instructor_id\":\"rmp:2528650\",\"instructor_name\":\"Sebastian Raschka\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyNzE2ODU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2528650\"},{\"comment\":\"Kris is honestly a great professor. 2 midterms and a group project as well as homeworks. The homeworks are quite a bit of work but there's only a few spread out per semester. He is very responsive and truly wants to see his students do well. As long as you can find a good group for projects, you'll be fine - same for 424, which he also taught.\",\"course_id\":\"STAT 479\",\"date\":\"2021-04-11 22:11:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5aacaadd5d9b873bb3cc50aa\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NTMzODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"I'm a stats major, and I wish I had never taken this class. The professor was very unorganized, and the TA was not helpful either. It didn't help that this was a 8:50am class. I got a good grade, but I feel like I learned nothing. I wish I could have chosen another stats course.\",\"course_id\":\"STAT 479\",\"date\":\"2013-12-21 01:16:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4df23b72fdd10b4a787d13d4\",\"instructor_id\":\"rmp:1357778\",\"instructor_name\":\"Yazhen Wang\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyNjMyMzM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1357778\"},{\"comment\":\"He used the slides all coming from an online course. Did not prepare for this class at all except reading through the slides during each class. I would say he's not a prof responsible for students enough. My interest in machine learning was almost ruined because of him\",\"course_id\":\"STAT 479\",\"date\":\"2015-12-02 00:41:59 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a944e08b73215aa5ed69b3c6\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NTIxMTI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":4,\"review_ids\":[\"376db538e20101a7e314430d\",\"5aacaadd5d9b873bb3cc50aa\",\"4df23b72fdd10b4a787d13d4\",\"a944e08b73215aa5ed69b3c6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1357778\",\"name\":\"Yazhen Wang\"},{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:2528650\",\"name\":\"Sebastian Raschka\"},{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor; some are praised for passion and helpfulness, while others are criticized for disorganization and unclear instruction.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"One of those rare classes where you learn a lot of interesting and useful material but the course work isn't overwhelming or super difficult. \\n\\nI'd highly recommend this class. Stanford professors (Sankaran and Kang) are built different. \\n\",\"course_id\":\"STAT 479\",\"date\":\"2022-04-19 08:14:14 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f287c6fe5879d67ff0aa8b30\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MTAwNzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Kris is honestly a great professor. 2 midterms and a group project as well as homeworks. The homeworks are quite a bit of work but there's only a few spread out per semester. He is very responsive and truly wants to see his students do well. As long as you can find a good group for projects, you'll be fine - same for 424, which he also taught.\",\"course_id\":\"STAT 479\",\"date\":\"2021-04-11 22:11:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5aacaadd5d9b873bb3cc50aa\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NTMzODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"He is a great professor, but in this class that there is too much work that you need to learn on your own. He keeps on telling you about how to use Linux or remote machines. But the teaching process is too fast.\\nAnd he also uses his keyboard to finish many processes while doesn't tell us what he has done on his keyboard which makes it even harder.\",\"course_id\":\"STAT 479\",\"date\":\"2022-04-23 05:18:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f87876d854ab204451e63331\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2MTM1MTgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"},{\"comment\":\"He is the most awful stat professor. He seems nice but he is not reasonable when it comes to homework timeline, homework and projects are very hectic at the end and it got so rough. The computation steps learnt in the course takes hours to run and hard to debug. He do not reply your emails before homework deadlines. Very unpleasant experience\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-07 22:13:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"17f1ce3cc54871fcba37001f\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Mjc1MDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"}],\"evidence_count\":4,\"review_ids\":[\"f287c6fe5879d67ff0aa8b30\",\"5aacaadd5d9b873bb3cc50aa\",\"f87876d854ab204451e63331\",\"17f1ce3cc54871fcba37001f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1567077\",\"name\":\"John Gillett\"},{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is generally described as manageable to moderate, though some students find the independent learning required and coding tasks time-consuming.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Unclear grading but may not be tough, because it is unclear; difficult to understand instructions on lecture. Reviews R codes on lecture, though hard to follow(you can read code by your self and ask TA or him). Sometimes gives enough feedback on lecture(usually does not). It is unfortunate such a hot topic is taught by him.\",\"course_id\":\"STAT 479\",\"date\":\"2017-02-27 17:39:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6342f3e56d4f3f856e907377\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI3ODYxNDM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"PROS: Friendly, good guy.\\n\\nCONS: Not the most effective teacher, you don't learn much. Midterm and hw still not graded on finals day. Assigns projects/exams last minute. Doesn't respond to emails. \\n\\nREC: Don't take him for fundamental or difficult courses like 333/424, but you can consider his 479 elective course. Go to every class and listen. \",\"course_id\":\"STAT 479\",\"date\":\"2022-05-17 16:44:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"798e1286cdb71627c48f697f\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2MzU4NjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"He is the most awful stat professor. He seems nice but he is not reasonable when it comes to homework timeline, homework and projects are very hectic at the end and it got so rough. The computation steps learnt in the course takes hours to run and hard to debug. He do not reply your emails before homework deadlines. Very unpleasant experience\",\"course_id\":\"STAT 479\",\"date\":\"2022-05-07 22:13:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"17f1ce3cc54871fcba37001f\",\"instructor_id\":\"rmp:1567077\",\"instructor_name\":\"John Gillett\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Mjc1MDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\"},{\"comment\":\"Took his stat 436 in spring 23. Kris is a good person and a passionate lecturer at the same time. He loves what he does (data visualization) and is willing to help students the best he can. Reasonable HW workload, open book midterm, and group project.\",\"course_id\":\"STAT 479\",\"date\":\"2023-09-05 16:57:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"96fdd8632ded7e1d96639f50\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjAzODMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":4,\"review_ids\":[\"6342f3e56d4f3f856e907377\",\"798e1286cdb71627c48f697f\",\"17f1ce3cc54871fcba37001f\",\"96fdd8632ded7e1d96639f50\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1567077\",\"name\":\"John Gillett\"},{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment methods include midterms, homework, and projects; feedback on grading clarity and timing is mixed, with some finding it unclear or delayed.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Really responsible professor. Care students much and know lots of machine learning materials in and outside class. His lecture is amazing. Project is somewhat challenging but meaningful. Take it, you will never regret it.\",\"course_id\":\"STAT 479\",\"date\":\"2019-12-19 07:26:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"376db538e20101a7e314430d\",\"instructor_id\":\"rmp:2528650\",\"instructor_name\":\"Sebastian Raschka\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyNzE2ODU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2528650\"},{\"comment\":\"Kris is honestly a great professor. 2 midterms and a group project as well as homeworks. The homeworks are quite a bit of work but there's only a few spread out per semester. He is very responsive and truly wants to see his students do well. As long as you can find a good group for projects, you'll be fine - same for 424, which he also taught.\",\"course_id\":\"STAT 479\",\"date\":\"2021-04-11 22:11:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5aacaadd5d9b873bb3cc50aa\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NTMzODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"I'm a stats major, and I wish I had never taken this class. The professor was very unorganized, and the TA was not helpful either. It didn't help that this was a 8:50am class. I got a good grade, but I feel like I learned nothing. I wish I could have chosen another stats course.\",\"course_id\":\"STAT 479\",\"date\":\"2013-12-21 01:16:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"4df23b72fdd10b4a787d13d4\",\"instructor_id\":\"rmp:1357778\",\"instructor_name\":\"Yazhen Wang\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIyNjMyMzM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1357778\"},{\"comment\":\"He used the slides all coming from an online course. Did not prepare for this class at all except reading through the slides during each class. I would say he's not a prof responsible for students enough. My interest in machine learning was almost ruined because of him\",\"course_id\":\"STAT 479\",\"date\":\"2015-12-02 00:41:59 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a944e08b73215aa5ed69b3c6\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NTIxMTI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":4,\"review_ids\":[\"376db538e20101a7e314430d\",\"5aacaadd5d9b873bb3cc50aa\",\"4df23b72fdd10b4a787d13d4\",\"a944e08b73215aa5ed69b3c6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1357778\",\"name\":\"Yazhen Wang\"},{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:2528650\",\"name\":\"Sebastian Raschka\"},{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"Student satisfaction is heavily dependent on the specific instructor, ranging from highly recommended to strongly discouraged.\"}]}","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_1282dc8dbc1e7c5749f7cc41","course_id":"STAT 479","catalog_version_id":"9b4e67bf7fa449a135b5b4228b9384f75de7ce9549bbd0249eb800a282eb993b","record_version_id":"4b8bfceeadde5a15206e27f81309a1941d29d710639a276c0c97f3125f86cc2c","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"16c9ebb9fd0657f5999f15786eec5746ecf0a8a01dccae66d4a4c1c06b09ff16","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"4c16ebeb05553e97928ef80ec9cab230b7cc461403595d768b016fc16b84a575\",\"course_id\":\"STAT 479\",\"current_instructors\":[{\"instructor_uid\":\"instructor_7f1ec350dd38b38a0d4762c0\",\"message\":\"No course-specific reviews available\",\"name\":\"Matthias Katzfuss\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_e84a7ce0623963455f431057\",\"message\":\"No course-specific reviews available\",\"name\":\"Zexuan Sun\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2017-05-07 22:31:33 +0000 UTC\",\"review_id\":\"b6ab521d0fa1a65694e93347\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI4MjQxNjI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2021-04-11 22:11:43 +0000 UTC\",\"review_id\":\"5aacaadd5d9b873bb3cc50aa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTM0NTMzODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"John Gillett\",\"review_date\":\"2022-04-23 05:18:19 +0000 UTC\",\"review_id\":\"f87876d854ab204451e63331\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1567077\",\"source_review_id\":\"UmF0aW5nLTM2MTM1MTgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\",\"type\":\"review\"},{\"instructor_name\":\"John Gillett\",\"review_date\":\"2022-05-07 22:13:12 +0000 UTC\",\"review_id\":\"17f1ce3cc54871fcba37001f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1567077\",\"source_review_id\":\"UmF0aW5nLTM2Mjc1MDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\",\"type\":\"review\"},{\"instructor_name\":\"John Gillett\",\"review_date\":\"2022-05-27 18:16:15 +0000 UTC\",\"review_id\":\"ebb3218851b83090b542a715\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1567077\",\"source_review_id\":\"UmF0aW5nLTM2NDE1MTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2026-05-05 01:52:15 +0000 UTC\",\"review_id\":\"e9803226419dc9cdc482cfa4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQzMDI2Mjgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"}],\"text\":\"Historical reviews of John Gillett, Karl Rohe, Kris Sankaran: Workload varies by instructor; Gillett’s course required independent Linux learning and debugging, while Sankaran’s recent term involved graduate-level assignments. Sankaran’s earlier terms featured spread-out homeworks, and Rohe provided few guidelines.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2026-05-05 01:52:15 +0000 UTC\",\"review_id\":\"e9803226419dc9cdc482cfa4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQzMDI2Mjgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"}],\"text\":\"Historical reviews of Kris Sankaran: Kris Sankaran's current course features cutting-edge content but receives criticism for abysmal teaching style and materials, with graduate-level exams and assignments requiring significant outside time. One reviewer notes the difficulty and lack of consideration for undergraduates.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2015-12-02 00:41:59 +0000 UTC\",\"review_id\":\"a944e08b73215aa5ed69b3c6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI1NTIxMTI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2017-05-07 22:31:33 +0000 UTC\",\"review_id\":\"b6ab521d0fa1a65694e93347\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI4MjQxNjI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2021-04-11 22:11:43 +0000 UTC\",\"review_id\":\"5aacaadd5d9b873bb3cc50aa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTM0NTMzODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"John Gillett\",\"review_date\":\"2022-04-23 05:18:19 +0000 UTC\",\"review_id\":\"f87876d854ab204451e63331\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1567077\",\"source_review_id\":\"UmF0aW5nLTM2MTM1MTgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\",\"type\":\"review\"},{\"instructor_name\":\"John Gillett\",\"review_date\":\"2022-05-07 22:13:12 +0000 UTC\",\"review_id\":\"17f1ce3cc54871fcba37001f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1567077\",\"source_review_id\":\"UmF0aW5nLTM2Mjc1MDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\",\"type\":\"review\"},{\"instructor_name\":\"John Gillett\",\"review_date\":\"2022-05-27 18:16:15 +0000 UTC\",\"review_id\":\"ebb3218851b83090b542a715\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1567077\",\"source_review_id\":\"UmF0aW5nLTM2NDE1MTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2022-11-07 18:41:31 +0000 UTC\",\"review_id\":\"a49be4e568af584d17c1fb0e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTM2NzkwNDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2022-11-25 00:30:04 +0000 UTC\",\"review_id\":\"9a8a60b0674cf23afb120e64\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTM2ODg5Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2023-10-20 01:42:00 +0000 UTC\",\"review_id\":\"d085663d1457d0866f5e883c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTM4MjkxODQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2026-05-05 01:52:15 +0000 UTC\",\"review_id\":\"e9803226419dc9cdc482cfa4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQzMDI2Mjgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"}],\"text\":\"Historical reviews of John Gillett, Karl Rohe, Kris Sankaran: Reviewers describe Kris Sankaran as a passionate professor covering R and machine learning, though one review criticizes his materials and graduate-level assignments. Past experiences with instructors like Gillett and Rohe were mixed, ranging from highly responsible to disorganized.\"},{\"citations\":[{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.91 GPA, 94.7% A/AB (n=38 letter grades); Fall 2025: 3.97 GPA, 98.2% A/AB (n=110 letter grades); Spring 2026: 3.49 GPA, 68.2% A/AB (n=88 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Yazhen Wang\",\"review_date\":\"2013-12-21 01:16:43 +0000 UTC\",\"review_id\":\"4df23b72fdd10b4a787d13d4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1357778\",\"source_review_id\":\"UmF0aW5nLTIyNjMyMzM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1357778\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2015-12-02 00:41:59 +0000 UTC\",\"review_id\":\"a944e08b73215aa5ed69b3c6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI1NTIxMTI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Sebastian Raschka\",\"review_date\":\"2019-12-19 07:26:16 +0000 UTC\",\"review_id\":\"376db538e20101a7e314430d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2528650\",\"source_review_id\":\"UmF0aW5nLTMyNzE2ODU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2528650\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2021-04-11 22:11:43 +0000 UTC\",\"review_id\":\"5aacaadd5d9b873bb3cc50aa\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTM0NTMzODMy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"John Gillett\",\"review_date\":\"2022-04-23 05:18:19 +0000 UTC\",\"review_id\":\"f87876d854ab204451e63331\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1567077\",\"source_review_id\":\"UmF0aW5nLTM2MTM1MTgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\",\"type\":\"review\"},{\"instructor_name\":\"John Gillett\",\"review_date\":\"2022-05-07 22:13:12 +0000 UTC\",\"review_id\":\"17f1ce3cc54871fcba37001f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1567077\",\"source_review_id\":\"UmF0aW5nLTM2Mjc1MDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\",\"type\":\"review\"},{\"instructor_name\":\"John Gillett\",\"review_date\":\"2022-05-27 18:16:15 +0000 UTC\",\"review_id\":\"ebb3218851b83090b542a715\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1567077\",\"source_review_id\":\"UmF0aW5nLTM2NDE1MTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1567077\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2022-11-07 18:41:31 +0000 UTC\",\"review_id\":\"a49be4e568af584d17c1fb0e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTM2NzkwNDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2022-11-25 00:30:04 +0000 UTC\",\"review_id\":\"9a8a60b0674cf23afb120e64\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTM2ODg5Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2026-05-05 01:52:15 +0000 UTC\",\"review_id\":\"e9803226419dc9cdc482cfa4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQzMDI2Mjgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"}],\"text\":\"Historical reviews of John Gillett, Karl Rohe, Kris Sankaran, Sebastian Raschka, Yazhen Wang: Reviewers found Sankaran helpful and passionate, though one criticized his materials. Gillett was praised for patience but criticized for fast lectures. Raschka received praise for his lectures, while Wang and Rohe were described as disorganized.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"JOHN GILLETT is recorded teaching in Spring 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"KARL ROHE is recorded teaching in Spring 2015, Spring 2016, Spring 2017, Spring 2018, Spring 2020, Spring 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"KRIS SANKARAN is recorded teaching in Spring 2022, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"}],\"text\":\"SEBASTIAN RASCHKA is recorded teaching in Fall 2018, Spring 2019, Fall 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"STAT 479\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"source_record\":{\"entity_id\":\"424a99de-8431-3548-ad38-3167b27caaf9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"}],\"text\":\"YAZHEN WANG is recorded teaching in Fall 2013, Fall 2014. 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}]