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regression\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Interpret regression results such as coefficients, p-values, and R-squared.\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"Utilizes the R programming language.\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"},{\"course_id\":\"STAT 333\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Apply these methods to real data using the free statistical software R\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Apply regression methods to real data using the R programming language.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"title\",\"quote\":\"APPLIED REGRESSION ANALYSIS\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"},{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"A foundational understanding of linear regression and how it is used for prediction, feature selection 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However, I learned a whole lot and thought Rick was an excellent teacher--very friendly, clear, and kind, and always open to questions. Put in the hours to do the work and take neat notes, b/c you'll need them for the tests!\",\"course_id\":\"STAT 333\",\"date\":\"2010-04-11 17:46:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"77188868550660c088915bed\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTc4NzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Best professor I've ever had!  Really sweet and kind, and concerned with our grasp of the material.  He pushed us to think during lectures.  Agreed with comment about notes--you get to use notes on the exam, so make sure they are good!\",\"course_id\":\"STAT 333\",\"date\":\"2010-05-05 02:08:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12386ffb0feffe6a9dafac03\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3MTI0NDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Best prof I've had yet! The homework and the exams were challenging but his grading was generous. He managed to make a statistics lecture fun and interesting. Very nice guy, easy to talk to, my only complaint is that he was a bit difficult to get ahold of outside of class.\",\"course_id\":\"STAT 333\",\"date\":\"2011-05-11 01:57:35 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9ebbe326d90c6567366afb89\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4NTc0OTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"}],\"evidence_count\":3,\"review_ids\":[\"77188868550660c088915bed\",\"12386ffb0feffe6a9dafac03\",\"9ebbe326d90c6567366afb89\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2010\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:189930\",\"summary\":\"Cited reviews praise Erik Nordheim for clear explanations, friendly teaching style, and engaging lectures.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Kang has so much experience in industry and uses really interesting and relevant motivating examples in class. He asks us common interview questions in the data science field that are relevant to what we are learning. It's honestly my favorite class and he's my favorite stat professor I've had. Also the projects are really interesting.\",\"course_id\":\"STAT 333\",\"date\":\"2017-03-28 20:07:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ac4b8196ec7932596eced87d\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTYwNzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Engaging lectures, manageable workload, but the highlight of the course are the two projects. You learn more through doing the projects than reading textbooks/doing problems,something other classes should do. A must-take for stats majors or anyone looking to get into data science/machine learning.\",\"course_id\":\"STAT 333\",\"date\":\"2019-05-01 01:10:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd70976e3aac0e930af7038b\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzI2MDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"BEST PROFESSOR IN UW MADISON EVER!!!!\\nVery organized lectures and lecture notes, super friendly, super smart, super helpful.\\n\",\"course_id\":\"STAT 333\",\"date\":\"2022-03-25 00:00:59 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"cba7e2760ec2f934ab2b3a92\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1OTczODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Amazing lecturer. He knows stats, thinks fast and speaks fast, but not really hard to follow. He is also willing to help his students in OH and after class. This course is graded mostly based on the group project might sound scary, but we all get an A. \",\"course_id\":\"STAT 333\",\"date\":\"2024-03-16 16:07:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f550ff2a2ae3d560992c3d09\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":4,\"review_ids\":[\"ac4b8196ec7932596eced87d\",\"dd70976e3aac0e930af7038b\",\"cba7e2760ec2f934ab2b3a92\",\"f550ff2a2ae3d560992c3d09\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2234533\",\"summary\":\"Cited reviews praise Hyunseung Kang for organized lectures, relevant industry examples, and effective project-based learning.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Applied Regression Analysis with Rick was fairly difficult, with lots of homework that took many hours each week to complete. However, I learned a whole lot and thought Rick was an excellent teacher--very friendly, clear, and kind, and always open to questions. Put in the hours to do the work and take neat notes, b/c you'll need them for the tests!\",\"course_id\":\"STAT 333\",\"date\":\"2010-04-11 17:46:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"77188868550660c088915bed\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTc4NzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Professor Shi really tries to make you understand and she would stop and repeat explanations when she thinks you are confused. Lectures are very useful. Workload could be pretty heavy. Expect to spent hours on homework and projects.\",\"course_id\":\"STAT 333\",\"date\":\"2019-12-15 00:18:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"83ec94b0714d9d425fd67135\",\"instructor_id\":\"rmp:2525911\",\"instructor_name\":\"Pixu Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMyNjYxODk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2525911\"},{\"comment\":\"She knows a lot, but not a good lecturer. hard to follow during class and do not consider the fact that students may have different background knowledge. Definitely will not take again. The workload is very heavy, exam average lower than 60\",\"course_id\":\"STAT 333\",\"date\":\"2020-04-12 03:36:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"47a8ea28337c0681dcc92fe5\",\"instructor_id\":\"rmp:2525911\",\"instructor_name\":\"Pixu Shi\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDQ4NjQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2525911\"}],\"evidence_count\":3,\"review_ids\":[\"77188868550660c088915bed\",\"83ec94b0714d9d425fd67135\",\"47a8ea28337c0681dcc92fe5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"},{\"id\":\"rmp:2525911\",\"name\":\"Pixu Shi\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":null,\"summary\":\"Reviews describe heavy workloads involving hours-long homework and projects, with varying difficulty ratings across instructors.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"He is a totally tough grader. He will take points off even if it is a very trivial point. For example, he will take points off if you don't use an appropriate word out of a 12 pages project report. Also, he doesn't reply to emails on time.\",\"course_id\":\"STAT 333\",\"date\":\"2022-12-20 22:35:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"13e2f36d2f65189270a7507f\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjA2OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"Bi's lectures were very scattered and he would skip over material often. He is pretty generous about giving students a lot of time for assignments which was nice. He was, however, condescending to students during the research project for this class, and very nit-picky. \",\"course_id\":\"STAT 333\",\"date\":\"2022-12-30 01:45:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4ab3cc514d0c328f455e84c1\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjYyMDEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"Very irresponsible and though grader. If you want to save your GPA, you should be either lucky, or choose another instructor \",\"course_id\":\"STAT 333\",\"date\":\"2024-12-25 22:57:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c09d419be2ab0982b9da81ae\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNDM3MTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":3,\"review_ids\":[\"13e2f36d2f65189270a7507f\",\"4ab3cc514d0c328f455e84c1\",\"c09d419be2ab0982b9da81ae\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"},{\"id\":\"rmp:2772143\",\"name\":\"Bi Cheng Wu\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":null,\"summary\":\"Some reviewers criticize strict grading practices, including nitpicking on project reports and perceived unfairness in final grades.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Prof. Kang has so much experience in industry and uses really interesting and relevant motivating examples in class. He asks us common interview questions in the data science field that are relevant to what we are learning. It's honestly my favorite class and he's my favorite stat professor I've had. Also the projects are really interesting.\",\"course_id\":\"STAT 333\",\"date\":\"2017-03-28 20:07:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ac4b8196ec7932596eced87d\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTYwNzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Engaging lectures, manageable workload, but the highlight of the course are the two projects. You learn more through doing the projects than reading textbooks/doing problems,something other classes should do. A must-take for stats majors or anyone looking to get into data science/machine learning.\",\"course_id\":\"STAT 333\",\"date\":\"2019-05-01 01:10:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd70976e3aac0e930af7038b\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzI2MDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Amazing lecturer. He knows stats, thinks fast and speaks fast, but not really hard to follow. He is also willing to help his students in OH and after class. This course is graded mostly based on the group project might sound scary, but we all get an A. \",\"course_id\":\"STAT 333\",\"date\":\"2024-03-16 16:07:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f550ff2a2ae3d560992c3d09\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":3,\"review_ids\":[\"ac4b8196ec7932596eced87d\",\"dd70976e3aac0e930af7038b\",\"f550ff2a2ae3d560992c3d09\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":null,\"summary\":\"Projects are highlighted as interesting, practical, and a major component of learning, particularly in sections taught by Hyunseung Kang.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lectures are completely useless. Very scattered, lack focus, and just generally not helpful.  Test questions are very vague and your answers will be subject to his interpretation. Homework is due every week.  It is very long and unrelated to lecture. Strongly advise against taking class with this professor.\",\"course_id\":\"STAT 333\",\"date\":\"2013-06-09 17:50:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8d552d102b5968381716a742\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"The lecture is not well organized and you can rarely get some knowledge in the class time. The professor also does not give a clear expectation for the project. Do not recommend this professor.\",\"course_id\":\"STAT 333\",\"date\":\"2017-01-19 20:06:21 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"46f01469a149a47fca5a6d89\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI3NzU2NDgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"You won't learn anything, avoid him.\",\"course_id\":\"STAT 333\",\"date\":\"2018-03-21 17:54:54 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"891fd364cf01f93565f9a2b2\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5Njc5NTYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"I've only gone to two of this lectures and I can already tell how incredibly disorganized his class is. I really want to take STAT 333 this semester and there's only one section so I'm stuck with him but I would advise that you stay away from him if possible. \",\"course_id\":\"STAT 333\",\"date\":\"2025-01-28 00:40:58 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"022b27dbe56fffa64ee81b8b\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNjEwMTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"I was very excited to take this class, but it was a major disappointment. The class barely covered any content and lectures were just rambles. I did not learn much at all and the final project was extremely strict. The grade we received did not reflect our work. Although he tries to be nice and accommodating at times, AVOID AT ALL COSTS.\",\"course_id\":\"STAT 333\",\"date\":\"2025-12-29 12:53:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b865efb7950a1192b105d63c\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNDEyNjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":5,\"review_ids\":[\"8d552d102b5968381716a742\",\"46f01469a149a47fca5a6d89\",\"891fd364cf01f93565f9a2b2\",\"022b27dbe56fffa64ee81b8b\",\"b865efb7950a1192b105d63c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2013\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1801396\",\"summary\":\"Cited reviews criticize Karl Rohe for disorganized lectures, lack of focus, and vague test questions.\"}]}","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_ef9c9cd4a7d8002288a4cf7c","course_id":"STAT 333","catalog_version_id":"7f2dc71f264c329dcdf77b19887dae3a79b24947f70a9870bd1df4206dcf128e","record_version_id":"305673a9763fba86c264898d2c4598b568a5ea809cc8b5ae5d31763e8fb3201c","job_id":"enrich-28613e16786b80ca59a40dad","output_id":"41e0ed2dd5b5a2076a3bb4a02de0e5501e702f8c270c9bc98540cc11ac472686","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"43ccc6a21fddd52a85a17e1544311ade5ba9918e13af8262d05ef48cbd526630\",\"course_id\":\"STAT 333\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2013-06-09 17:50:59 +0000 UTC\",\"review_id\":\"8d552d102b5968381716a742\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Karl Rohe’s homework was due weekly, long, and unrelated to lectures, while exam questions were vague.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Hyunseung Kang\",\"review_date\":\"2017-03-28 20:07:19 +0000 UTC\",\"review_id\":\"ac4b8196ec7932596eced87d\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2234533\",\"source_review_id\":\"UmF0aW5nLTI3OTYwNzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2013-06-09 17:50:59 +0000 UTC\",\"review_id\":\"8d552d102b5968381716a742\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Some students found Prof. Kang’s examples relevant, while others found Prof. Rohe’s lectures scattered.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.84 GPA, 94.8% A/AB (n=58 letter grades); Fall 2025: 3.62 GPA, 74.5% A/AB (n=47 letter grades); Spring 2026: 3.31 GPA, 60.7% A/AB (n=56 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Erik Nordheim\",\"review_date\":\"2011-05-11 01:57:35 +0000 UTC\",\"review_id\":\"9ebbe326d90c6567366afb89\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:189930\",\"source_review_id\":\"UmF0aW5nLTE4NTc0OTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Erik Nordheim was easy to talk to, though hard to reach outside class.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"BI CHENG WU is recorded teaching in Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"ERIK NORDHEIM is recorded teaching in Spring 2009, Spring 2010, Spring 2011, Spring 2012, Fall 2012, Spring 2014, Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"HYUNSEUNG KANG is recorded teaching in Spring 2017, Spring 2019, Fall 2020, Fall 2021, Spring 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"KARL ROHE is recorded teaching in Spring 2013, Fall 2013, Fall 2014, Spring 2016, Fall 2016, Fall 2017, Spring 2018, Fall 2019, Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"MOHAMED ELKHOULY is recorded teaching in Fall 2020. 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Agreed with comment about notes--you get to use notes on the exam, so make sure they are good!\",\"course_id\":\"STAT 333\",\"date\":\"2010-05-05 02:08:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12386ffb0feffe6a9dafac03\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3MTI0NDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Best prof I've had yet! The homework and the exams were challenging but his grading was generous. He managed to make a statistics lecture fun and interesting. 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A must-take for stats majors or anyone looking to get into data science/machine learning.\",\"course_id\":\"STAT 333\",\"date\":\"2019-05-01 01:10:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd70976e3aac0e930af7038b\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzI2MDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"BEST PROFESSOR IN UW MADISON EVER!!!!\\nVery organized lectures and lecture notes, super friendly, super smart, super helpful.\\n\",\"course_id\":\"STAT 333\",\"date\":\"2022-03-25 00:00:59 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"cba7e2760ec2f934ab2b3a92\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1OTczODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Amazing lecturer. He knows stats, thinks fast and speaks fast, but not really hard to follow. He is also willing to help his students in OH and after class. This course is graded mostly based on the group project might sound scary, but we all get an A. \",\"course_id\":\"STAT 333\",\"date\":\"2024-03-16 16:07:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f550ff2a2ae3d560992c3d09\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":4,\"review_ids\":[\"ac4b8196ec7932596eced87d\",\"dd70976e3aac0e930af7038b\",\"cba7e2760ec2f934ab2b3a92\",\"f550ff2a2ae3d560992c3d09\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2234533\",\"summary\":\"Cited reviews praise Hyunseung Kang for organized lectures, relevant industry examples, and effective project-based learning.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Applied Regression Analysis with Rick was fairly difficult, with lots of homework that took many hours each week to complete. However, I learned a whole lot and thought Rick was an excellent teacher--very friendly, clear, and kind, and always open to questions. Put in the hours to do the work and take neat notes, b/c you'll need them for the tests!\",\"course_id\":\"STAT 333\",\"date\":\"2010-04-11 17:46:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"77188868550660c088915bed\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTc4NzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Professor Shi really tries to make you understand and she would stop and repeat explanations when she thinks you are confused. Lectures are very useful. Workload could be pretty heavy. Expect to spent hours on homework and projects.\",\"course_id\":\"STAT 333\",\"date\":\"2019-12-15 00:18:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"83ec94b0714d9d425fd67135\",\"instructor_id\":\"rmp:2525911\",\"instructor_name\":\"Pixu Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMyNjYxODk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2525911\"},{\"comment\":\"She knows a lot, but not a good lecturer. hard to follow during class and do not consider the fact that students may have different background knowledge. Definitely will not take again. The workload is very heavy, exam average lower than 60\",\"course_id\":\"STAT 333\",\"date\":\"2020-04-12 03:36:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"47a8ea28337c0681dcc92fe5\",\"instructor_id\":\"rmp:2525911\",\"instructor_name\":\"Pixu Shi\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDQ4NjQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2525911\"}],\"evidence_count\":3,\"review_ids\":[\"77188868550660c088915bed\",\"83ec94b0714d9d425fd67135\",\"47a8ea28337c0681dcc92fe5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"},{\"id\":\"rmp:2525911\",\"name\":\"Pixu Shi\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":null,\"summary\":\"Reviews describe heavy workloads involving hours-long homework and projects, with varying difficulty ratings across instructors.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"He is a totally tough grader. He will take points off even if it is a very trivial point. For example, he will take points off if you don't use an appropriate word out of a 12 pages project report. Also, he doesn't reply to emails on time.\",\"course_id\":\"STAT 333\",\"date\":\"2022-12-20 22:35:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"13e2f36d2f65189270a7507f\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjA2OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"Bi's lectures were very scattered and he would skip over material often. He is pretty generous about giving students a lot of time for assignments which was nice. He was, however, condescending to students during the research project for this class, and very nit-picky. \",\"course_id\":\"STAT 333\",\"date\":\"2022-12-30 01:45:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4ab3cc514d0c328f455e84c1\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjYyMDEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"Very irresponsible and though grader. If you want to save your GPA, you should be either lucky, or choose another instructor \",\"course_id\":\"STAT 333\",\"date\":\"2024-12-25 22:57:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c09d419be2ab0982b9da81ae\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNDM3MTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":3,\"review_ids\":[\"13e2f36d2f65189270a7507f\",\"4ab3cc514d0c328f455e84c1\",\"c09d419be2ab0982b9da81ae\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"},{\"id\":\"rmp:2772143\",\"name\":\"Bi Cheng Wu\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":null,\"summary\":\"Some reviewers criticize strict grading practices, including nitpicking on project reports and perceived unfairness in final grades.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Prof. Kang has so much experience in industry and uses really interesting and relevant motivating examples in class. He asks us common interview questions in the data science field that are relevant to what we are learning. It's honestly my favorite class and he's my favorite stat professor I've had. Also the projects are really interesting.\",\"course_id\":\"STAT 333\",\"date\":\"2017-03-28 20:07:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ac4b8196ec7932596eced87d\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTYwNzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Engaging lectures, manageable workload, but the highlight of the course are the two projects. You learn more through doing the projects than reading textbooks/doing problems,something other classes should do. A must-take for stats majors or anyone looking to get into data science/machine learning.\",\"course_id\":\"STAT 333\",\"date\":\"2019-05-01 01:10:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd70976e3aac0e930af7038b\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzI2MDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Amazing lecturer. He knows stats, thinks fast and speaks fast, but not really hard to follow. He is also willing to help his students in OH and after class. This course is graded mostly based on the group project might sound scary, but we all get an A. \",\"course_id\":\"STAT 333\",\"date\":\"2024-03-16 16:07:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f550ff2a2ae3d560992c3d09\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":3,\"review_ids\":[\"ac4b8196ec7932596eced87d\",\"dd70976e3aac0e930af7038b\",\"f550ff2a2ae3d560992c3d09\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":null,\"summary\":\"Projects are highlighted as interesting, practical, and a major component of learning, particularly in sections taught by Hyunseung Kang.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lectures are completely useless. Very scattered, lack focus, and just generally not helpful.  Test questions are very vague and your answers will be subject to his interpretation. Homework is due every week.  It is very long and unrelated to lecture. Strongly advise against taking class with this professor.\",\"course_id\":\"STAT 333\",\"date\":\"2013-06-09 17:50:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8d552d102b5968381716a742\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"The lecture is not well organized and you can rarely get some knowledge in the class time. The professor also does not give a clear expectation for the project. Do not recommend this professor.\",\"course_id\":\"STAT 333\",\"date\":\"2017-01-19 20:06:21 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"46f01469a149a47fca5a6d89\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI3NzU2NDgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"You won't learn anything, avoid him.\",\"course_id\":\"STAT 333\",\"date\":\"2018-03-21 17:54:54 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"891fd364cf01f93565f9a2b2\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5Njc5NTYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"I've only gone to two of this lectures and I can already tell how incredibly disorganized his class is. I really want to take STAT 333 this semester and there's only one section so I'm stuck with him but I would advise that you stay away from him if possible. \",\"course_id\":\"STAT 333\",\"date\":\"2025-01-28 00:40:58 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"022b27dbe56fffa64ee81b8b\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNjEwMTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"I was very excited to take this class, but it was a major disappointment. The class barely covered any content and lectures were just rambles. I did not learn much at all and the final project was extremely strict. The grade we received did not reflect our work. Although he tries to be nice and accommodating at times, AVOID AT ALL COSTS.\",\"course_id\":\"STAT 333\",\"date\":\"2025-12-29 12:53:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b865efb7950a1192b105d63c\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNDEyNjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":5,\"review_ids\":[\"8d552d102b5968381716a742\",\"46f01469a149a47fca5a6d89\",\"891fd364cf01f93565f9a2b2\",\"022b27dbe56fffa64ee81b8b\",\"b865efb7950a1192b105d63c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2013\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1801396\",\"summary\":\"Cited reviews criticize Karl Rohe for disorganized lectures, lack of focus, and vague test questions.\"}]}","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_ef9c9cd4a7d8002288a4cf7c","course_id":"STAT 333","catalog_version_id":"7f2dc71f264c329dcdf77b19887dae3a79b24947f70a9870bd1df4206dcf128e","record_version_id":"305673a9763fba86c264898d2c4598b568a5ea809cc8b5ae5d31763e8fb3201c","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"62fbf716ba9cdd148ade794d00dfdb40eede0b9f695788c6bbe9a4feb66f986a","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"43ccc6a21fddd52a85a17e1544311ade5ba9918e13af8262d05ef48cbd526630\",\"course_id\":\"STAT 333\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.84 GPA, 94.8% A/AB (n=58 letter grades); Fall 2025: 3.62 GPA, 74.5% A/AB (n=47 letter grades); Spring 2026: 3.31 GPA, 60.7% A/AB (n=56 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"BI CHENG WU is recorded teaching in Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"ERIK NORDHEIM is recorded teaching in Spring 2009, Spring 2010, Spring 2011, Spring 2012, Fall 2012, Spring 2014, Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"HYUNSEUNG KANG is recorded teaching in Spring 2017, Spring 2019, Fall 2020, Fall 2021, Spring 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"KARL ROHE is recorded teaching in Spring 2013, Fall 2013, Fall 2014, Spring 2016, Fall 2016, Fall 2017, Spring 2018, Fall 2019, Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"MOHAMED ELKHOULY is recorded teaching in Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"PIXU SHI is recorded teaching in Fall 2018, Fall 2019, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"}],\"text\":\"RICHARD A. JOHNSON is recorded teaching in Spring 2007, Spring 2008. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":"[{\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_ef9c9cd4a7d8002288a4cf7c","course_id":"STAT 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treated as verbatim conditions.\",\"The phrase 'orI SY E 210' is preserved verbatim as it appears in the source text.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Node n0 references itself; remove the self-reference.\nNode n11 references itself; remove the self-reference.\nCycle reaches node n0; requirement graphs must be trees.\nUnreachable nodes: n11, n12, n13; connect all conditions and exclusions to the root.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_ef9c9cd4a7d8002288a4cf7c","course_id":"STAT 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programming language\"}],\"text\":\"Implementing statistical methods using the R programming language.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"title\",\"quote\":\"APPLIED REGRESSION ANALYSIS\"},{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"A foundational understanding of linear regression and how it is used for prediction, feature selection and interpretation\"}],\"text\":\"Applied Regression Analysis covers linear regression for prediction and interpretation, including feature selection, assumption checking, and extensions like mixed and generalized linear models using R.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"linear regression\"}],\"text\":\"Linear regression\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"feature selection\"}],\"text\":\"Feature selection\"},{\"evidence\":[{\"course_id\":\"STAT 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features and assessing regression assumptions.\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"Extensions such as mixed models and generalized linear models are also discussed\"}],\"text\":\"Applying mixed models and generalized linear models.\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"Utilizes the R programming language\"}],\"text\":\"Implementing statistical methods using the R programming language.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"title\",\"quote\":\"APPLIED REGRESSION ANALYSIS\"},{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"A foundational understanding of linear regression and how it is used for prediction, feature selection and interpretation\"}],\"text\":\"Applied Regression Analysis covers linear regression for prediction and interpretation, including feature selection, assumption checking, and extensions like mixed and generalized linear models using R.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"linear regression\"}],\"text\":\"Linear regression\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"feature selection\"}],\"text\":\"Feature selection\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"correlated/dependent features\"}],\"text\":\"Correlated and dependent features\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"mixed models\"}],\"text\":\"Mixed models\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"generalized linear models\"}],\"text\":\"Generalized linear models\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"R programming language\"}],\"text\":\"R programming 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However, I learned a whole lot and thought Rick was an excellent teacher--very friendly, clear, and kind, and always open to questions. Put in the hours to do the work and take neat notes, b/c you'll need them for the tests!\",\"course_id\":\"STAT 333\",\"date\":\"2010-04-11 17:46:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"77188868550660c088915bed\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTc4NzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Best professor I've ever had!  Really sweet and kind, and concerned with our grasp of the material.  He pushed us to think during lectures.  Agreed with comment about notes--you get to use notes on the exam, so make sure they are good!\",\"course_id\":\"STAT 333\",\"date\":\"2010-05-05 02:08:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12386ffb0feffe6a9dafac03\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3MTI0NDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Lectures are completely useless. Very scattered, lack focus, and just generally not helpful.  Test questions are very vague and your answers will be subject to his interpretation. Homework is due every week.  It is very long and unrelated to lecture. Strongly advise against taking class with this professor.\",\"course_id\":\"STAT 333\",\"date\":\"2013-06-09 17:50:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8d552d102b5968381716a742\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"Instructor Wu is not capable to explain things well. The logic of the lecture is unclear, and he is fond of skipping materials. If you ask him to explain anything more in detail, he will just tell you that you are not required to know it. He doesn't care about any academic dishonesty, but he always feels extremely satisfied with himself.\",\"course_id\":\"STAT 333\",\"date\":\"2022-12-11 01:30:33 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f9c27cda4b6cfdd0f0e725bc\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MDY5NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"}],\"evidence_count\":4,\"review_ids\":[\"77188868550660c088915bed\",\"12386ffb0feffe6a9dafac03\",\"8d552d102b5968381716a742\",\"f9c27cda4b6cfdd0f0e725bc\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"},{\"id\":\"rmp:2772143\",\"name\":\"Bi Cheng Wu\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor quality varies wildly. Some are clear and engaging, while others are disorganized or skip material.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Applied Regression Analysis with Rick was fairly difficult, with lots of homework that took many hours each week to complete. However, I learned a whole lot and thought Rick was an excellent teacher--very friendly, clear, and kind, and always open to questions. Put in the hours to do the work and take neat notes, b/c you'll need them for the tests!\",\"course_id\":\"STAT 333\",\"date\":\"2010-04-11 17:46:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"77188868550660c088915bed\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTc4NzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Lectures are completely useless. Very scattered, lack focus, and just generally not helpful.  Test questions are very vague and your answers will be subject to his interpretation. Homework is due every week.  It is very long and unrelated to lecture. Strongly advise against taking class with this professor.\",\"course_id\":\"STAT 333\",\"date\":\"2013-06-09 17:50:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8d552d102b5968381716a742\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"Professor Shi really tries to make you understand and she would stop and repeat explanations when she thinks you are confused. Lectures are very useful. Workload could be pretty heavy. Expect to spent hours on homework and projects.\",\"course_id\":\"STAT 333\",\"date\":\"2019-12-15 00:18:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"83ec94b0714d9d425fd67135\",\"instructor_id\":\"rmp:2525911\",\"instructor_name\":\"Pixu Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMyNjYxODk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2525911\"},{\"comment\":\"She knows a lot, but not a good lecturer. hard to follow during class and do not consider the fact that students may have different background knowledge. Definitely will not take again. The workload is very heavy, exam average lower than 60\",\"course_id\":\"STAT 333\",\"date\":\"2020-04-12 03:36:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"47a8ea28337c0681dcc92fe5\",\"instructor_id\":\"rmp:2525911\",\"instructor_name\":\"Pixu Shi\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDQ4NjQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2525911\"}],\"evidence_count\":4,\"review_ids\":[\"77188868550660c088915bed\",\"8d552d102b5968381716a742\",\"83ec94b0714d9d425fd67135\",\"47a8ea28337c0681dcc92fe5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"},{\"id\":\"rmp:2525911\",\"name\":\"Pixu Shi\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"summary\":\"Heavy workload with long homework assignments and difficult exams. Some students report spending many hours on weekly work.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Prof. Kang has so much experience in industry and uses really interesting and relevant motivating examples in class. He asks us common interview questions in the data science field that are relevant to what we are learning. It's honestly my favorite class and he's my favorite stat professor I've had. Also the projects are really interesting.\",\"course_id\":\"STAT 333\",\"date\":\"2017-03-28 20:07:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ac4b8196ec7932596eced87d\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTYwNzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Engaging lectures, manageable workload, but the highlight of the course are the two projects. You learn more through doing the projects than reading textbooks/doing problems,something other classes should do. A must-take for stats majors or anyone looking to get into data science/machine learning.\",\"course_id\":\"STAT 333\",\"date\":\"2019-05-01 01:10:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd70976e3aac0e930af7038b\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzI2MDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Amazing lecturer. He knows stats, thinks fast and speaks fast, but not really hard to follow. He is also willing to help his students in OH and after class. This course is graded mostly based on the group project might sound scary, but we all get an A. \",\"course_id\":\"STAT 333\",\"date\":\"2024-03-16 16:07:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f550ff2a2ae3d560992c3d09\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":3,\"review_ids\":[\"ac4b8196ec7932596eced87d\",\"dd70976e3aac0e930af7038b\",\"f550ff2a2ae3d560992c3d09\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"Projects are a highlight for many students, providing practical experience and learning opportunities.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Best prof I've had yet! The homework and the exams were challenging but his grading was generous. He managed to make a statistics lecture fun and interesting. Very nice guy, easy to talk to, my only complaint is that he was a bit difficult to get ahold of outside of class.\",\"course_id\":\"STAT 333\",\"date\":\"2011-05-11 01:57:35 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9ebbe326d90c6567366afb89\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4NTc0OTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"He is a totally tough grader. He will take points off even if it is a very trivial point. For example, he will take points off if you don't use an appropriate word out of a 12 pages project report. Also, he doesn't reply to emails on time.\",\"course_id\":\"STAT 333\",\"date\":\"2022-12-20 22:35:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"13e2f36d2f65189270a7507f\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjA2OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"Bi's lectures were very scattered and he would skip over material often. He is pretty generous about giving students a lot of time for assignments which was nice. He was, however, condescending to students during the research project for this class, and very nit-picky. \",\"course_id\":\"STAT 333\",\"date\":\"2022-12-30 01:45:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4ab3cc514d0c328f455e84c1\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjYyMDEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"BEST PROFESSOR IN UW MADISON EVER!!!!\\nVery organized lectures and lecture notes, super friendly, super smart, super helpful.\\n\",\"course_id\":\"STAT 333\",\"date\":\"2022-03-25 00:00:59 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"cba7e2760ec2f934ab2b3a92\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1OTczODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":4,\"review_ids\":[\"9ebbe326d90c6567366afb89\",\"13e2f36d2f65189270a7507f\",\"4ab3cc514d0c328f455e84c1\",\"cba7e2760ec2f934ab2b3a92\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"},{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"},{\"id\":\"rmp:2772143\",\"name\":\"Bi Cheng Wu\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Grading styles vary. 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However, I learned a whole lot and thought Rick was an excellent teacher--very friendly, clear, and kind, and always open to questions. Put in the hours to do the work and take neat notes, b/c you'll need them for the tests!\",\"course_id\":\"STAT 333\",\"date\":\"2010-04-11 17:46:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"77188868550660c088915bed\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTc4NzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Best professor I've ever had!  Really sweet and kind, and concerned with our grasp of the material.  He pushed us to think during lectures.  Agreed with comment about notes--you get to use notes on the exam, so make sure they are good!\",\"course_id\":\"STAT 333\",\"date\":\"2010-05-05 02:08:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12386ffb0feffe6a9dafac03\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3MTI0NDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Best prof I've had yet! The homework and the exams were challenging but his grading was generous. He managed to make a statistics lecture fun and interesting. Very nice guy, easy to talk to, my only complaint is that he was a bit difficult to get ahold of outside of class.\",\"course_id\":\"STAT 333\",\"date\":\"2011-05-11 01:57:35 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9ebbe326d90c6567366afb89\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4NTc0OTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"}],\"evidence_count\":3,\"review_ids\":[\"77188868550660c088915bed\",\"12386ffb0feffe6a9dafac03\",\"9ebbe326d90c6567366afb89\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2010\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:189930\",\"summary\":\"Cited reviews praise Erik Nordheim for clear explanations, friendly teaching style, and engaging lectures.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Kang has so much experience in industry and uses really interesting and relevant motivating examples in class. He asks us common interview questions in the data science field that are relevant to what we are learning. It's honestly my favorite class and he's my favorite stat professor I've had. Also the projects are really interesting.\",\"course_id\":\"STAT 333\",\"date\":\"2017-03-28 20:07:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ac4b8196ec7932596eced87d\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTYwNzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Engaging lectures, manageable workload, but the highlight of the course are the two projects. You learn more through doing the projects than reading textbooks/doing problems,something other classes should do. A must-take for stats majors or anyone looking to get into data science/machine learning.\",\"course_id\":\"STAT 333\",\"date\":\"2019-05-01 01:10:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd70976e3aac0e930af7038b\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzI2MDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"BEST PROFESSOR IN UW MADISON EVER!!!!\\nVery organized lectures and lecture notes, super friendly, super smart, super helpful.\\n\",\"course_id\":\"STAT 333\",\"date\":\"2022-03-25 00:00:59 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"cba7e2760ec2f934ab2b3a92\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1OTczODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Amazing lecturer. He knows stats, thinks fast and speaks fast, but not really hard to follow. He is also willing to help his students in OH and after class. This course is graded mostly based on the group project might sound scary, but we all get an A. \",\"course_id\":\"STAT 333\",\"date\":\"2024-03-16 16:07:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f550ff2a2ae3d560992c3d09\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":4,\"review_ids\":[\"ac4b8196ec7932596eced87d\",\"dd70976e3aac0e930af7038b\",\"cba7e2760ec2f934ab2b3a92\",\"f550ff2a2ae3d560992c3d09\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2234533\",\"summary\":\"Cited reviews praise Hyunseung Kang for organized lectures, relevant industry examples, and effective project-based learning.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Applied Regression Analysis with Rick was fairly difficult, with lots of homework that took many hours each week to complete. However, I learned a whole lot and thought Rick was an excellent teacher--very friendly, clear, and kind, and always open to questions. Put in the hours to do the work and take neat notes, b/c you'll need them for the tests!\",\"course_id\":\"STAT 333\",\"date\":\"2010-04-11 17:46:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"77188868550660c088915bed\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTc4NzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Professor Shi really tries to make you understand and she would stop and repeat explanations when she thinks you are confused. Lectures are very useful. Workload could be pretty heavy. Expect to spent hours on homework and projects.\",\"course_id\":\"STAT 333\",\"date\":\"2019-12-15 00:18:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"83ec94b0714d9d425fd67135\",\"instructor_id\":\"rmp:2525911\",\"instructor_name\":\"Pixu Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMyNjYxODk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2525911\"},{\"comment\":\"She knows a lot, but not a good lecturer. hard to follow during class and do not consider the fact that students may have different background knowledge. Definitely will not take again. The workload is very heavy, exam average lower than 60\",\"course_id\":\"STAT 333\",\"date\":\"2020-04-12 03:36:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"47a8ea28337c0681dcc92fe5\",\"instructor_id\":\"rmp:2525911\",\"instructor_name\":\"Pixu Shi\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDQ4NjQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2525911\"}],\"evidence_count\":3,\"review_ids\":[\"77188868550660c088915bed\",\"83ec94b0714d9d425fd67135\",\"47a8ea28337c0681dcc92fe5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"},{\"id\":\"rmp:2525911\",\"name\":\"Pixu Shi\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":null,\"summary\":\"Reviews describe heavy workloads involving hours-long homework and projects, with varying difficulty ratings across instructors.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"He is a totally tough grader. He will take points off even if it is a very trivial point. For example, he will take points off if you don't use an appropriate word out of a 12 pages project report. Also, he doesn't reply to emails on time.\",\"course_id\":\"STAT 333\",\"date\":\"2022-12-20 22:35:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"13e2f36d2f65189270a7507f\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjA2OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"Bi's lectures were very scattered and he would skip over material often. He is pretty generous about giving students a lot of time for assignments which was nice. He was, however, condescending to students during the research project for this class, and very nit-picky. \",\"course_id\":\"STAT 333\",\"date\":\"2022-12-30 01:45:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4ab3cc514d0c328f455e84c1\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjYyMDEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"Very irresponsible and though grader. If you want to save your GPA, you should be either lucky, or choose another instructor \",\"course_id\":\"STAT 333\",\"date\":\"2024-12-25 22:57:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c09d419be2ab0982b9da81ae\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNDM3MTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":3,\"review_ids\":[\"13e2f36d2f65189270a7507f\",\"4ab3cc514d0c328f455e84c1\",\"c09d419be2ab0982b9da81ae\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"},{\"id\":\"rmp:2772143\",\"name\":\"Bi Cheng Wu\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":null,\"summary\":\"Some reviewers criticize strict grading practices, including nitpicking on project reports and perceived unfairness in final grades.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Prof. Kang has so much experience in industry and uses really interesting and relevant motivating examples in class. He asks us common interview questions in the data science field that are relevant to what we are learning. It's honestly my favorite class and he's my favorite stat professor I've had. Also the projects are really interesting.\",\"course_id\":\"STAT 333\",\"date\":\"2017-03-28 20:07:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ac4b8196ec7932596eced87d\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTYwNzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Engaging lectures, manageable workload, but the highlight of the course are the two projects. You learn more through doing the projects than reading textbooks/doing problems,something other classes should do. A must-take for stats majors or anyone looking to get into data science/machine learning.\",\"course_id\":\"STAT 333\",\"date\":\"2019-05-01 01:10:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd70976e3aac0e930af7038b\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzI2MDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Amazing lecturer. He knows stats, thinks fast and speaks fast, but not really hard to follow. He is also willing to help his students in OH and after class. This course is graded mostly based on the group project might sound scary, but we all get an A. \",\"course_id\":\"STAT 333\",\"date\":\"2024-03-16 16:07:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f550ff2a2ae3d560992c3d09\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":3,\"review_ids\":[\"ac4b8196ec7932596eced87d\",\"dd70976e3aac0e930af7038b\",\"f550ff2a2ae3d560992c3d09\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":null,\"summary\":\"Projects are highlighted as interesting, practical, and a major component of learning, particularly in sections taught by Hyunseung Kang.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lectures are completely useless. Very scattered, lack focus, and just generally not helpful.  Test questions are very vague and your answers will be subject to his interpretation. Homework is due every week.  It is very long and unrelated to lecture. Strongly advise against taking class with this professor.\",\"course_id\":\"STAT 333\",\"date\":\"2013-06-09 17:50:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8d552d102b5968381716a742\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"The lecture is not well organized and you can rarely get some knowledge in the class time. The professor also does not give a clear expectation for the project. 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I really want to take STAT 333 this semester and there's only one section so I'm stuck with him but I would advise that you stay away from him if possible. \",\"course_id\":\"STAT 333\",\"date\":\"2025-01-28 00:40:58 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"022b27dbe56fffa64ee81b8b\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNjEwMTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"I was very excited to take this class, but it was a major disappointment. The class barely covered any content and lectures were just rambles. I did not learn much at all and the final project was extremely strict. The grade we received did not reflect our work. Although he tries to be nice and accommodating at times, AVOID AT ALL COSTS.\",\"course_id\":\"STAT 333\",\"date\":\"2025-12-29 12:53:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b865efb7950a1192b105d63c\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNDEyNjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":5,\"review_ids\":[\"8d552d102b5968381716a742\",\"46f01469a149a47fca5a6d89\",\"891fd364cf01f93565f9a2b2\",\"022b27dbe56fffa64ee81b8b\",\"b865efb7950a1192b105d63c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2013\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1801396\",\"summary\":\"Cited reviews criticize Karl Rohe for disorganized lectures, lack of focus, and vague test 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regression\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Interpret regression results such as coefficients, p-values, and R-squared.\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"Utilizes the R programming language.\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"},{\"course_id\":\"STAT 333\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Apply these methods to real data using the free statistical software R\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Apply regression methods to real data using the R programming language.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"title\",\"quote\":\"APPLIED REGRESSION ANALYSIS\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"},{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"A foundational understanding of linear regression and how it is used for prediction, feature selection 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However, I learned a whole lot and thought Rick was an excellent teacher--very friendly, clear, and kind, and always open to questions. Put in the hours to do the work and take neat notes, b/c you'll need them for the tests!\",\"course_id\":\"STAT 333\",\"date\":\"2010-04-11 17:46:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"77188868550660c088915bed\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTc4NzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Best professor I've ever had!  Really sweet and kind, and concerned with our grasp of the material.  He pushed us to think during lectures.  Agreed with comment about notes--you get to use notes on the exam, so make sure they are good!\",\"course_id\":\"STAT 333\",\"date\":\"2010-05-05 02:08:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12386ffb0feffe6a9dafac03\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3MTI0NDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Best prof I've had yet! The homework and the exams were challenging but his grading was generous. He managed to make a statistics lecture fun and interesting. Very nice guy, easy to talk to, my only complaint is that he was a bit difficult to get ahold of outside of class.\",\"course_id\":\"STAT 333\",\"date\":\"2011-05-11 01:57:35 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9ebbe326d90c6567366afb89\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4NTc0OTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"}],\"evidence_count\":3,\"review_ids\":[\"77188868550660c088915bed\",\"12386ffb0feffe6a9dafac03\",\"9ebbe326d90c6567366afb89\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2010\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:189930\",\"summary\":\"Cited reviews praise Erik Nordheim for clear explanations, friendly teaching style, and engaging lectures.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Kang has so much experience in industry and uses really interesting and relevant motivating examples in class. He asks us common interview questions in the data science field that are relevant to what we are learning. It's honestly my favorite class and he's my favorite stat professor I've had. Also the projects are really interesting.\",\"course_id\":\"STAT 333\",\"date\":\"2017-03-28 20:07:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ac4b8196ec7932596eced87d\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTYwNzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Engaging lectures, manageable workload, but the highlight of the course are the two projects. You learn more through doing the projects than reading textbooks/doing problems,something other classes should do. A must-take for stats majors or anyone looking to get into data science/machine learning.\",\"course_id\":\"STAT 333\",\"date\":\"2019-05-01 01:10:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd70976e3aac0e930af7038b\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzI2MDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"BEST PROFESSOR IN UW MADISON EVER!!!!\\nVery organized lectures and lecture notes, super friendly, super smart, super helpful.\\n\",\"course_id\":\"STAT 333\",\"date\":\"2022-03-25 00:00:59 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"cba7e2760ec2f934ab2b3a92\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1OTczODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Amazing lecturer. He knows stats, thinks fast and speaks fast, but not really hard to follow. He is also willing to help his students in OH and after class. This course is graded mostly based on the group project might sound scary, but we all get an A. \",\"course_id\":\"STAT 333\",\"date\":\"2024-03-16 16:07:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f550ff2a2ae3d560992c3d09\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":4,\"review_ids\":[\"ac4b8196ec7932596eced87d\",\"dd70976e3aac0e930af7038b\",\"cba7e2760ec2f934ab2b3a92\",\"f550ff2a2ae3d560992c3d09\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2234533\",\"summary\":\"Cited reviews praise Hyunseung Kang for organized lectures, relevant industry examples, and effective project-based learning.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Applied Regression Analysis with Rick was fairly difficult, with lots of homework that took many hours each week to complete. However, I learned a whole lot and thought Rick was an excellent teacher--very friendly, clear, and kind, and always open to questions. Put in the hours to do the work and take neat notes, b/c you'll need them for the tests!\",\"course_id\":\"STAT 333\",\"date\":\"2010-04-11 17:46:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"77188868550660c088915bed\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTc4NzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Professor Shi really tries to make you understand and she would stop and repeat explanations when she thinks you are confused. Lectures are very useful. Workload could be pretty heavy. Expect to spent hours on homework and projects.\",\"course_id\":\"STAT 333\",\"date\":\"2019-12-15 00:18:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"83ec94b0714d9d425fd67135\",\"instructor_id\":\"rmp:2525911\",\"instructor_name\":\"Pixu Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMyNjYxODk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2525911\"},{\"comment\":\"She knows a lot, but not a good lecturer. hard to follow during class and do not consider the fact that students may have different background knowledge. Definitely will not take again. The workload is very heavy, exam average lower than 60\",\"course_id\":\"STAT 333\",\"date\":\"2020-04-12 03:36:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"47a8ea28337c0681dcc92fe5\",\"instructor_id\":\"rmp:2525911\",\"instructor_name\":\"Pixu Shi\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDQ4NjQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2525911\"}],\"evidence_count\":3,\"review_ids\":[\"77188868550660c088915bed\",\"83ec94b0714d9d425fd67135\",\"47a8ea28337c0681dcc92fe5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"},{\"id\":\"rmp:2525911\",\"name\":\"Pixu Shi\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":null,\"summary\":\"Reviews describe heavy workloads involving hours-long homework and projects, with varying difficulty ratings across instructors.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"He is a totally tough grader. He will take points off even if it is a very trivial point. For example, he will take points off if you don't use an appropriate word out of a 12 pages project report. Also, he doesn't reply to emails on time.\",\"course_id\":\"STAT 333\",\"date\":\"2022-12-20 22:35:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"13e2f36d2f65189270a7507f\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjA2OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"Bi's lectures were very scattered and he would skip over material often. He is pretty generous about giving students a lot of time for assignments which was nice. He was, however, condescending to students during the research project for this class, and very nit-picky. \",\"course_id\":\"STAT 333\",\"date\":\"2022-12-30 01:45:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4ab3cc514d0c328f455e84c1\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjYyMDEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"Very irresponsible and though grader. If you want to save your GPA, you should be either lucky, or choose another instructor \",\"course_id\":\"STAT 333\",\"date\":\"2024-12-25 22:57:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c09d419be2ab0982b9da81ae\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNDM3MTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":3,\"review_ids\":[\"13e2f36d2f65189270a7507f\",\"4ab3cc514d0c328f455e84c1\",\"c09d419be2ab0982b9da81ae\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"},{\"id\":\"rmp:2772143\",\"name\":\"Bi Cheng Wu\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":null,\"summary\":\"Some reviewers criticize strict grading practices, including nitpicking on project reports and perceived unfairness in final grades.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Prof. Kang has so much experience in industry and uses really interesting and relevant motivating examples in class. He asks us common interview questions in the data science field that are relevant to what we are learning. It's honestly my favorite class and he's my favorite stat professor I've had. Also the projects are really interesting.\",\"course_id\":\"STAT 333\",\"date\":\"2017-03-28 20:07:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ac4b8196ec7932596eced87d\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTYwNzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Engaging lectures, manageable workload, but the highlight of the course are the two projects. You learn more through doing the projects than reading textbooks/doing problems,something other classes should do. A must-take for stats majors or anyone looking to get into data science/machine learning.\",\"course_id\":\"STAT 333\",\"date\":\"2019-05-01 01:10:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd70976e3aac0e930af7038b\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzI2MDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Amazing lecturer. He knows stats, thinks fast and speaks fast, but not really hard to follow. He is also willing to help his students in OH and after class. This course is graded mostly based on the group project might sound scary, but we all get an A. \",\"course_id\":\"STAT 333\",\"date\":\"2024-03-16 16:07:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f550ff2a2ae3d560992c3d09\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":3,\"review_ids\":[\"ac4b8196ec7932596eced87d\",\"dd70976e3aac0e930af7038b\",\"f550ff2a2ae3d560992c3d09\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":null,\"summary\":\"Projects are highlighted as interesting, practical, and a major component of learning, particularly in sections taught by Hyunseung Kang.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lectures are completely useless. Very scattered, lack focus, and just generally not helpful.  Test questions are very vague and your answers will be subject to his interpretation. Homework is due every week.  It is very long and unrelated to lecture. Strongly advise against taking class with this professor.\",\"course_id\":\"STAT 333\",\"date\":\"2013-06-09 17:50:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8d552d102b5968381716a742\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"The lecture is not well organized and you can rarely get some knowledge in the class time. The professor also does not give a clear expectation for the project. Do not recommend this professor.\",\"course_id\":\"STAT 333\",\"date\":\"2017-01-19 20:06:21 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"46f01469a149a47fca5a6d89\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI3NzU2NDgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"You won't learn anything, avoid him.\",\"course_id\":\"STAT 333\",\"date\":\"2018-03-21 17:54:54 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"891fd364cf01f93565f9a2b2\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5Njc5NTYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"I've only gone to two of this lectures and I can already tell how incredibly disorganized his class is. I really want to take STAT 333 this semester and there's only one section so I'm stuck with him but I would advise that you stay away from him if possible. \",\"course_id\":\"STAT 333\",\"date\":\"2025-01-28 00:40:58 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"022b27dbe56fffa64ee81b8b\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNjEwMTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"I was very excited to take this class, but it was a major disappointment. The class barely covered any content and lectures were just rambles. I did not learn much at all and the final project was extremely strict. The grade we received did not reflect our work. Although he tries to be nice and accommodating at times, AVOID AT ALL COSTS.\",\"course_id\":\"STAT 333\",\"date\":\"2025-12-29 12:53:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b865efb7950a1192b105d63c\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNDEyNjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"}],\"evidence_count\":5,\"review_ids\":[\"8d552d102b5968381716a742\",\"46f01469a149a47fca5a6d89\",\"891fd364cf01f93565f9a2b2\",\"022b27dbe56fffa64ee81b8b\",\"b865efb7950a1192b105d63c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2013\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1801396\",\"summary\":\"Cited reviews criticize Karl Rohe for disorganized lectures, lack of focus, and vague test 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using R.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"linear regression\"}],\"text\":\"Linear regression\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"feature selection\"}],\"text\":\"Feature selection\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"correlated/dependent features\"}],\"text\":\"Correlated and dependent features\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"mixed models\"}],\"text\":\"Mixed models\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"generalized linear models\"}],\"text\":\"Generalized linear models\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"R programming language\"}],\"text\":\"R programming 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However, I learned a whole lot and thought Rick was an excellent teacher--very friendly, clear, and kind, and always open to questions. Put in the hours to do the work and take neat notes, b/c you'll need them for the tests!\",\"course_id\":\"STAT 333\",\"date\":\"2010-04-11 17:46:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"77188868550660c088915bed\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTc4NzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Best professor I've ever had!  Really sweet and kind, and concerned with our grasp of the material.  He pushed us to think during lectures.  Agreed with comment about notes--you get to use notes on the exam, so make sure they are good!\",\"course_id\":\"STAT 333\",\"date\":\"2010-05-05 02:08:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12386ffb0feffe6a9dafac03\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3MTI0NDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Lectures are completely useless. Very scattered, lack focus, and just generally not helpful.  Test questions are very vague and your answers will be subject to his interpretation. Homework is due every week.  It is very long and unrelated to lecture. Strongly advise against taking class with this professor.\",\"course_id\":\"STAT 333\",\"date\":\"2013-06-09 17:50:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8d552d102b5968381716a742\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"Instructor Wu is not capable to explain things well. The logic of the lecture is unclear, and he is fond of skipping materials. If you ask him to explain anything more in detail, he will just tell you that you are not required to know it. He doesn't care about any academic dishonesty, but he always feels extremely satisfied with himself.\",\"course_id\":\"STAT 333\",\"date\":\"2022-12-11 01:30:33 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f9c27cda4b6cfdd0f0e725bc\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MDY5NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"}],\"evidence_count\":4,\"review_ids\":[\"77188868550660c088915bed\",\"12386ffb0feffe6a9dafac03\",\"8d552d102b5968381716a742\",\"f9c27cda4b6cfdd0f0e725bc\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"},{\"id\":\"rmp:2772143\",\"name\":\"Bi Cheng Wu\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor quality varies wildly. Some are clear and engaging, while others are disorganized or skip material.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Applied Regression Analysis with Rick was fairly difficult, with lots of homework that took many hours each week to complete. However, I learned a whole lot and thought Rick was an excellent teacher--very friendly, clear, and kind, and always open to questions. Put in the hours to do the work and take neat notes, b/c you'll need them for the tests!\",\"course_id\":\"STAT 333\",\"date\":\"2010-04-11 17:46:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"77188868550660c088915bed\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTc4NzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Lectures are completely useless. Very scattered, lack focus, and just generally not helpful.  Test questions are very vague and your answers will be subject to his interpretation. Homework is due every week.  It is very long and unrelated to lecture. Strongly advise against taking class with this professor.\",\"course_id\":\"STAT 333\",\"date\":\"2013-06-09 17:50:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8d552d102b5968381716a742\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"Professor Shi really tries to make you understand and she would stop and repeat explanations when she thinks you are confused. Lectures are very useful. Workload could be pretty heavy. 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Some students report spending many hours on weekly work.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Prof. Kang has so much experience in industry and uses really interesting and relevant motivating examples in class. He asks us common interview questions in the data science field that are relevant to what we are learning. It's honestly my favorite class and he's my favorite stat professor I've had. Also the projects are really interesting.\",\"course_id\":\"STAT 333\",\"date\":\"2017-03-28 20:07:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ac4b8196ec7932596eced87d\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTYwNzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Engaging lectures, manageable workload, but the highlight of the course are the two projects. 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This course is graded mostly based on the group project might sound scary, but we all get an A. \",\"course_id\":\"STAT 333\",\"date\":\"2024-03-16 16:07:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f550ff2a2ae3d560992c3d09\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":3,\"review_ids\":[\"ac4b8196ec7932596eced87d\",\"dd70976e3aac0e930af7038b\",\"f550ff2a2ae3d560992c3d09\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"Projects are a highlight for many students, providing practical experience and learning opportunities.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Best prof I've had yet! The homework and the exams were challenging but his grading was generous. He managed to make a statistics lecture fun and interesting. Very nice guy, easy to talk to, my only complaint is that he was a bit difficult to get ahold of outside of class.\",\"course_id\":\"STAT 333\",\"date\":\"2011-05-11 01:57:35 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9ebbe326d90c6567366afb89\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4NTc0OTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"He is a totally tough grader. He will take points off even if it is a very trivial point. For example, he will take points off if you don't use an appropriate word out of a 12 pages project report. Also, he doesn't reply to emails on time.\",\"course_id\":\"STAT 333\",\"date\":\"2022-12-20 22:35:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"13e2f36d2f65189270a7507f\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjA2OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"Bi's lectures were very scattered and he would skip over material often. He is pretty generous about giving students a lot of time for assignments which was nice. He was, however, condescending to students during the research project for this class, and very nit-picky. \",\"course_id\":\"STAT 333\",\"date\":\"2022-12-30 01:45:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4ab3cc514d0c328f455e84c1\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjYyMDEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"BEST PROFESSOR IN UW MADISON EVER!!!!\\nVery organized lectures and lecture notes, super friendly, super smart, super helpful.\\n\",\"course_id\":\"STAT 333\",\"date\":\"2022-03-25 00:00:59 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"cba7e2760ec2f934ab2b3a92\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1OTczODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":4,\"review_ids\":[\"9ebbe326d90c6567366afb89\",\"13e2f36d2f65189270a7507f\",\"4ab3cc514d0c328f455e84c1\",\"cba7e2760ec2f934ab2b3a92\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"},{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"},{\"id\":\"rmp:2772143\",\"name\":\"Bi Cheng Wu\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Grading styles vary. Some professors are generous, while others are tough graders or nitpicky.\"}]}","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_ef9c9cd4a7d8002288a4cf7c","course_id":"STAT 333","catalog_version_id":"ee8af17d00a62eda3a8ffd0a773e3f2a71c5e0b56221a7c15e23bf3fff745558","record_version_id":"15a95835db5bb8d5b2425152fea177016f6ad8dc8bc242457f6a99222c7ebdb3","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"c23a076d4da4e68a96048d2824c751ac6fd25bdbfb7d0ba899aa3e5ba007587e","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"7bb3436b03cb211a01413f8700dfd2701ae1ca0632d1b89fc5bb43b40df0df60\",\"course_id\":\"STAT 333\",\"current_instructors\":[{\"instructor_uid\":\"instructor_14607eb27b812bbc66c895e8\",\"message\":null,\"name\":\"Karl Rohe\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1801396\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2013-06-09 17:50:59 +0000 UTC\",\"review_id\":\"8d552d102b5968381716a742\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2014-01-30 14:23:45 +0000 UTC\",\"review_id\":\"14db5f9869a040d2c86f9081\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIyODA2NjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2017-01-19 20:06:21 +0000 UTC\",\"review_id\":\"46f01469a149a47fca5a6d89\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI3NzU2NDgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2018-03-21 18:01:48 +0000 UTC\",\"review_id\":\"df70b16043358f93c8599f04\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI5Njc5NTk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2019-04-11 20:52:29 +0000 UTC\",\"review_id\":\"6b014f54a9c66153db37d17e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTMxNTc3MDY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2024-04-22 22:12:50 +0000 UTC\",\"review_id\":\"1f2d50173ab7db59c3737b52\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTM5MTQzNjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2025-12-29 12:53:56 +0000 UTC\",\"review_id\":\"b865efb7950a1192b105d63c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTQyNDEyNjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"}],\"text\":\"Karl Rohe’s lectures are often criticized as disorganized, scattered, and lacking focus, with vague exams and unclear project expectations. Students find the course stressful due to shifting deadlines and insufficient theoretical explanation, though some note he is personally nice and offers practical advice.\"},{\"citations\":[{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2015-01-20 20:11:58 +0000 UTC\",\"review_id\":\"28e1084edc5cece364f99f89\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI0MzEyNDA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2018-01-12 10:35:13 +0000 UTC\",\"review_id\":\"6f97203a2523876ca48a05df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI5NDQxOTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2025-05-07 21:40:53 +0000 UTC\",\"review_id\":\"621b72fe640ba2d64e9c4a35\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTQxMjAwNjQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"}],\"text\":\"Other students find Rohe engaging and caring, particularly for data science interests. They highlight his openness to extra help, fair deadlines, and the value of the course project, recommending the class despite minor organizational issues on Canvas.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2019: 3.04 GPA, 48.7% A/AB (n=39 letter grades); Spring 2024: 3.57 GPA, 81.5% A/AB (n=27 letter grades); Spring 2025: 3.84 GPA, 94.8% A/AB (n=58 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2013-06-09 17:50:59 +0000 UTC\",\"review_id\":\"8d552d102b5968381716a742\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2018-01-12 10:35:13 +0000 UTC\",\"review_id\":\"6f97203a2523876ca48a05df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI5NDQxOTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2024-04-22 22:12:50 +0000 UTC\",\"review_id\":\"1f2d50173ab7db59c3737b52\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTM5MTQzNjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2025-12-29 12:53:56 +0000 UTC\",\"review_id\":\"b865efb7950a1192b105d63c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTQyNDEyNjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"}],\"text\":\"Weekly homework is described as long and unrelated to lectures, while the final project is considered very important and strictly graded. Students report dealing with shifting deadlines and vague test questions that rely on the professor's interpretation.\"}],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"history\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2013-06-09 17:50:59 +0000 UTC\",\"review_id\":\"8d552d102b5968381716a742\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2014-01-30 14:23:45 +0000 UTC\",\"review_id\":\"14db5f9869a040d2c86f9081\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIyODA2NjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2015-01-20 20:11:58 +0000 UTC\",\"review_id\":\"28e1084edc5cece364f99f89\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI0MzEyNDA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2017-01-19 20:06:21 +0000 UTC\",\"review_id\":\"46f01469a149a47fca5a6d89\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI3NzU2NDgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2018-01-12 10:35:13 +0000 UTC\",\"review_id\":\"6f97203a2523876ca48a05df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI5NDQxOTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2018-03-21 18:01:48 +0000 UTC\",\"review_id\":\"df70b16043358f93c8599f04\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI5Njc5NTk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2019-04-11 20:52:29 +0000 UTC\",\"review_id\":\"6b014f54a9c66153db37d17e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTMxNTc3MDY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2024-04-22 22:12:50 +0000 UTC\",\"review_id\":\"1f2d50173ab7db59c3737b52\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTM5MTQzNjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2025-05-07 21:40:53 +0000 UTC\",\"review_id\":\"621b72fe640ba2d64e9c4a35\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTQxMjAwNjQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2025-12-29 12:53:56 +0000 UTC\",\"review_id\":\"b865efb7950a1192b105d63c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTQyNDEyNjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"}],\"text\":\"Karl Rohe’s teaching style is highly polarizing, with students describing lectures as either useless and disorganized or engaging and practical. While some find the course stressful due to vague expectations, others appreciate his focus on statistical learning and personal care.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.84 GPA, 94.8% A/AB (n=58 letter grades); Fall 2025: 3.62 GPA, 74.5% A/AB (n=47 letter grades); Spring 2026: 3.31 GPA, 60.7% A/AB (n=56 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2014-01-30 14:23:45 +0000 UTC\",\"review_id\":\"14db5f9869a040d2c86f9081\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIyODA2NjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2018-01-12 10:35:13 +0000 UTC\",\"review_id\":\"6f97203a2523876ca48a05df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI5NDQxOTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2024-04-22 22:12:50 +0000 UTC\",\"review_id\":\"1f2d50173ab7db59c3737b52\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTM5MTQzNjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2025-05-07 21:40:53 +0000 UTC\",\"review_id\":\"621b72fe640ba2d64e9c4a35\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTQxMjAwNjQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"}],\"text\":\"Students suggest asking questions to steer lectures toward actual teaching and spending significant time on the project. While some find the course disorganized and hard to reach outside of class, others value his openness to extra help and practical advice.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"BI CHENG WU is recorded teaching in Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"ERIK NORDHEIM is recorded teaching in Spring 2009, Spring 2010, Spring 2011, Spring 2012, Fall 2012, Spring 2014, Fall 2015. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"KARL ROHE is recorded teaching in Spring 2013, Fall 2013, Fall 2014, Spring 2016, Fall 2016, Fall 2017, Spring 2018, Fall 2019, Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"MOHAMED ELKHOULY is recorded teaching in Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"PIXU SHI is recorded teaching in Fall 2018, Fall 2019, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"}],\"text\":\"RICHARD A. JOHNSON is recorded teaching in Spring 2007, Spring 2008. 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features and assessing regression assumptions.\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"Extensions such as mixed models and generalized linear models are also discussed\"}],\"text\":\"Applying mixed models and generalized linear models.\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"Utilizes the R programming language\"}],\"text\":\"Implementing statistical methods using the R programming language.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"title\",\"quote\":\"APPLIED REGRESSION ANALYSIS\"},{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"A foundational understanding of linear regression and how it is used for prediction, feature selection and interpretation\"}],\"text\":\"Applied Regression Analysis covers linear regression for prediction and interpretation, including feature selection, assumption checking, and extensions like mixed and generalized linear models using R.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"linear regression\"}],\"text\":\"Linear regression\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"feature selection\"}],\"text\":\"Feature selection\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"correlated/dependent features\"}],\"text\":\"Correlated and dependent features\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"mixed models\"}],\"text\":\"Mixed models\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"generalized linear models\"}],\"text\":\"Generalized linear models\"},{\"evidence\":[{\"course_id\":\"STAT 333\",\"field\":\"description\",\"quote\":\"R programming language\"}],\"text\":\"R programming language\"}]}","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_ef9c9cd4a7d8002288a4cf7c","course_id":"STAT 333","catalog_version_id":"ee8af17d00a62eda3a8ffd0a773e3f2a71c5e0b56221a7c15e23bf3fff745558","record_version_id":"15a95835db5bb8d5b2425152fea177016f6ad8dc8bc242457f6a99222c7ebdb3","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"3c0e8fc464ed6f79a5a85b281f5c1aeddc4ea1617174c9d9c1f23b40df9bb08d","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Applied Regression Analysis with Rick was fairly difficult, with lots of homework that took many hours each week to complete. However, I learned a whole lot and thought Rick was an excellent teacher--very friendly, clear, and kind, and always open to questions. Put in the hours to do the work and take neat notes, b/c you'll need them for the tests!\",\"course_id\":\"STAT 333\",\"date\":\"2010-04-11 17:46:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"77188868550660c088915bed\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTc4NzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Best professor I've ever had!  Really sweet and kind, and concerned with our grasp of the material.  He pushed us to think during lectures.  Agreed with comment about notes--you get to use notes on the exam, so make sure they are good!\",\"course_id\":\"STAT 333\",\"date\":\"2010-05-05 02:08:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12386ffb0feffe6a9dafac03\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE3MTI0NDI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Lectures are completely useless. Very scattered, lack focus, and just generally not helpful.  Test questions are very vague and your answers will be subject to his interpretation. Homework is due every week.  It is very long and unrelated to lecture. Strongly advise against taking class with this professor.\",\"course_id\":\"STAT 333\",\"date\":\"2013-06-09 17:50:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8d552d102b5968381716a742\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"Instructor Wu is not capable to explain things well. The logic of the lecture is unclear, and he is fond of skipping materials. If you ask him to explain anything more in detail, he will just tell you that you are not required to know it. He doesn't care about any academic dishonesty, but he always feels extremely satisfied with himself.\",\"course_id\":\"STAT 333\",\"date\":\"2022-12-11 01:30:33 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"f9c27cda4b6cfdd0f0e725bc\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MDY5NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"}],\"evidence_count\":4,\"review_ids\":[\"77188868550660c088915bed\",\"12386ffb0feffe6a9dafac03\",\"8d552d102b5968381716a742\",\"f9c27cda4b6cfdd0f0e725bc\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"},{\"id\":\"rmp:2772143\",\"name\":\"Bi Cheng Wu\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor quality varies wildly. Some are clear and engaging, while others are disorganized or skip material.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Applied Regression Analysis with Rick was fairly difficult, with lots of homework that took many hours each week to complete. However, I learned a whole lot and thought Rick was an excellent teacher--very friendly, clear, and kind, and always open to questions. Put in the hours to do the work and take neat notes, b/c you'll need them for the tests!\",\"course_id\":\"STAT 333\",\"date\":\"2010-04-11 17:46:15 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"77188868550660c088915bed\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE2OTc4NzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"Lectures are completely useless. Very scattered, lack focus, and just generally not helpful.  Test questions are very vague and your answers will be subject to his interpretation. Homework is due every week.  It is very long and unrelated to lecture. Strongly advise against taking class with this professor.\",\"course_id\":\"STAT 333\",\"date\":\"2013-06-09 17:50:59 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8d552d102b5968381716a742\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"Professor Shi really tries to make you understand and she would stop and repeat explanations when she thinks you are confused. Lectures are very useful. Workload could be pretty heavy. Expect to spent hours on homework and projects.\",\"course_id\":\"STAT 333\",\"date\":\"2019-12-15 00:18:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"83ec94b0714d9d425fd67135\",\"instructor_id\":\"rmp:2525911\",\"instructor_name\":\"Pixu Shi\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMyNjYxODk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2525911\"},{\"comment\":\"She knows a lot, but not a good lecturer. hard to follow during class and do not consider the fact that students may have different background knowledge. Definitely will not take again. The workload is very heavy, exam average lower than 60\",\"course_id\":\"STAT 333\",\"date\":\"2020-04-12 03:36:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"47a8ea28337c0681dcc92fe5\",\"instructor_id\":\"rmp:2525911\",\"instructor_name\":\"Pixu Shi\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDQ4NjQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2525911\"}],\"evidence_count\":4,\"review_ids\":[\"77188868550660c088915bed\",\"8d552d102b5968381716a742\",\"83ec94b0714d9d425fd67135\",\"47a8ea28337c0681dcc92fe5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"},{\"id\":\"rmp:2525911\",\"name\":\"Pixu Shi\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"summary\":\"Heavy workload with long homework assignments and difficult exams. Some students report spending many hours on weekly work.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Prof. Kang has so much experience in industry and uses really interesting and relevant motivating examples in class. He asks us common interview questions in the data science field that are relevant to what we are learning. It's honestly my favorite class and he's my favorite stat professor I've had. Also the projects are really interesting.\",\"course_id\":\"STAT 333\",\"date\":\"2017-03-28 20:07:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ac4b8196ec7932596eced87d\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTYwNzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Engaging lectures, manageable workload, but the highlight of the course are the two projects. You learn more through doing the projects than reading textbooks/doing problems,something other classes should do. A must-take for stats majors or anyone looking to get into data science/machine learning.\",\"course_id\":\"STAT 333\",\"date\":\"2019-05-01 01:10:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"dd70976e3aac0e930af7038b\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxNzI2MDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"},{\"comment\":\"Amazing lecturer. He knows stats, thinks fast and speaks fast, but not really hard to follow. He is also willing to help his students in OH and after class. This course is graded mostly based on the group project might sound scary, but we all get an A. \",\"course_id\":\"STAT 333\",\"date\":\"2024-03-16 16:07:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f550ff2a2ae3d560992c3d09\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":3,\"review_ids\":[\"ac4b8196ec7932596eced87d\",\"dd70976e3aac0e930af7038b\",\"f550ff2a2ae3d560992c3d09\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"Projects are a highlight for many students, providing practical experience and learning opportunities.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Best prof I've had yet! The homework and the exams were challenging but his grading was generous. He managed to make a statistics lecture fun and interesting. Very nice guy, easy to talk to, my only complaint is that he was a bit difficult to get ahold of outside of class.\",\"course_id\":\"STAT 333\",\"date\":\"2011-05-11 01:57:35 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9ebbe326d90c6567366afb89\",\"instructor_id\":\"rmp:189930\",\"instructor_name\":\"Erik Nordheim\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4NTc0OTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/189930\"},{\"comment\":\"He is a totally tough grader. He will take points off even if it is a very trivial point. For example, he will take points off if you don't use an appropriate word out of a 12 pages project report. Also, he doesn't reply to emails on time.\",\"course_id\":\"STAT 333\",\"date\":\"2022-12-20 22:35:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"13e2f36d2f65189270a7507f\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MjA2OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"Bi's lectures were very scattered and he would skip over material often. He is pretty generous about giving students a lot of time for assignments which was nice. He was, however, condescending to students during the research project for this class, and very nit-picky. \",\"course_id\":\"STAT 333\",\"date\":\"2022-12-30 01:45:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4ab3cc514d0c328f455e84c1\",\"instructor_id\":\"rmp:2772143\",\"instructor_name\":\"Bi Cheng Wu\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjYyMDEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2772143\"},{\"comment\":\"BEST PROFESSOR IN UW MADISON EVER!!!!\\nVery organized lectures and lecture notes, super friendly, super smart, super helpful.\\n\",\"course_id\":\"STAT 333\",\"date\":\"2022-03-25 00:00:59 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"cba7e2760ec2f934ab2b3a92\",\"instructor_id\":\"rmp:2234533\",\"instructor_name\":\"Hyunseung Kang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1OTczODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2234533\"}],\"evidence_count\":4,\"review_ids\":[\"9ebbe326d90c6567366afb89\",\"13e2f36d2f65189270a7507f\",\"4ab3cc514d0c328f455e84c1\",\"cba7e2760ec2f934ab2b3a92\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:189930\",\"name\":\"Erik Nordheim\"},{\"id\":\"rmp:2234533\",\"name\":\"Hyunseung Kang\"},{\"id\":\"rmp:2772143\",\"name\":\"Bi Cheng Wu\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Grading styles vary. Some professors are generous, while others are tough graders or nitpicky.\"}]}","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_ef9c9cd4a7d8002288a4cf7c","course_id":"STAT 333","catalog_version_id":"ee8af17d00a62eda3a8ffd0a773e3f2a71c5e0b56221a7c15e23bf3fff745558","record_version_id":"15a95835db5bb8d5b2425152fea177016f6ad8dc8bc242457f6a99222c7ebdb3","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"3c0e8fc464ed6f79a5a85b281f5c1aeddc4ea1617174c9d9c1f23b40df9bb08d","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"7bb3436b03cb211a01413f8700dfd2701ae1ca0632d1b89fc5bb43b40df0df60\",\"course_id\":\"STAT 333\",\"current_instructors\":[{\"instructor_uid\":\"instructor_14607eb27b812bbc66c895e8\",\"message\":null,\"name\":\"Karl Rohe\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1801396\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2013-06-09 17:50:59 +0000 UTC\",\"review_id\":\"8d552d102b5968381716a742\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2014-01-30 14:23:45 +0000 UTC\",\"review_id\":\"14db5f9869a040d2c86f9081\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIyODA2NjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2017-01-19 20:06:21 +0000 UTC\",\"review_id\":\"46f01469a149a47fca5a6d89\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI3NzU2NDgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2018-03-21 18:01:48 +0000 UTC\",\"review_id\":\"df70b16043358f93c8599f04\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI5Njc5NTk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2019-04-11 20:52:29 +0000 UTC\",\"review_id\":\"6b014f54a9c66153db37d17e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTMxNTc3MDY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2024-04-22 22:12:50 +0000 UTC\",\"review_id\":\"1f2d50173ab7db59c3737b52\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTM5MTQzNjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2025-12-29 12:53:56 +0000 UTC\",\"review_id\":\"b865efb7950a1192b105d63c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTQyNDEyNjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"}],\"text\":\"Karl Rohe’s lectures are often criticized as disorganized, scattered, and lacking focus, with vague exams and unclear project expectations. Students find the course stressful due to shifting deadlines and insufficient theoretical explanation, though some note he is personally nice and offers practical advice.\"},{\"citations\":[{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2015-01-20 20:11:58 +0000 UTC\",\"review_id\":\"28e1084edc5cece364f99f89\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI0MzEyNDA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2018-01-12 10:35:13 +0000 UTC\",\"review_id\":\"6f97203a2523876ca48a05df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI5NDQxOTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2025-05-07 21:40:53 +0000 UTC\",\"review_id\":\"621b72fe640ba2d64e9c4a35\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTQxMjAwNjQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"}],\"text\":\"Other students find Rohe engaging and caring, particularly for data science interests. They highlight his openness to extra help, fair deadlines, and the value of the course project, recommending the class despite minor organizational issues on Canvas.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2019: 3.04 GPA, 48.7% A/AB (n=39 letter grades); Spring 2024: 3.57 GPA, 81.5% A/AB (n=27 letter grades); Spring 2025: 3.84 GPA, 94.8% A/AB (n=58 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2013-06-09 17:50:59 +0000 UTC\",\"review_id\":\"8d552d102b5968381716a742\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2018-01-12 10:35:13 +0000 UTC\",\"review_id\":\"6f97203a2523876ca48a05df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI5NDQxOTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2024-04-22 22:12:50 +0000 UTC\",\"review_id\":\"1f2d50173ab7db59c3737b52\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTM5MTQzNjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2025-12-29 12:53:56 +0000 UTC\",\"review_id\":\"b865efb7950a1192b105d63c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTQyNDEyNjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"}],\"text\":\"Weekly homework is described as long and unrelated to lectures, while the final project is considered very important and strictly graded. Students report dealing with shifting deadlines and vague test questions that rely on the professor's interpretation.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2013-06-09 17:50:59 +0000 UTC\",\"review_id\":\"8d552d102b5968381716a742\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIxODc3MzYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2014-01-30 14:23:45 +0000 UTC\",\"review_id\":\"14db5f9869a040d2c86f9081\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIyODA2NjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2015-01-20 20:11:58 +0000 UTC\",\"review_id\":\"28e1084edc5cece364f99f89\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI0MzEyNDA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2017-01-19 20:06:21 +0000 UTC\",\"review_id\":\"46f01469a149a47fca5a6d89\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI3NzU2NDgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2018-01-12 10:35:13 +0000 UTC\",\"review_id\":\"6f97203a2523876ca48a05df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI5NDQxOTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2018-03-21 18:01:48 +0000 UTC\",\"review_id\":\"df70b16043358f93c8599f04\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI5Njc5NTk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2019-04-11 20:52:29 +0000 UTC\",\"review_id\":\"6b014f54a9c66153db37d17e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTMxNTc3MDY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2024-04-22 22:12:50 +0000 UTC\",\"review_id\":\"1f2d50173ab7db59c3737b52\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTM5MTQzNjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2025-05-07 21:40:53 +0000 UTC\",\"review_id\":\"621b72fe640ba2d64e9c4a35\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTQxMjAwNjQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2025-12-29 12:53:56 +0000 UTC\",\"review_id\":\"b865efb7950a1192b105d63c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTQyNDEyNjQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"}],\"text\":\"Karl Rohe’s teaching style is highly polarizing, with students describing lectures as either useless and disorganized or engaging and practical. While some find the course stressful due to vague expectations, others appreciate his focus on statistical learning and personal care.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.84 GPA, 94.8% A/AB (n=58 letter grades); Fall 2025: 3.62 GPA, 74.5% A/AB (n=47 letter grades); Spring 2026: 3.31 GPA, 60.7% A/AB (n=56 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2014-01-30 14:23:45 +0000 UTC\",\"review_id\":\"14db5f9869a040d2c86f9081\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTIyODA2NjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2018-01-12 10:35:13 +0000 UTC\",\"review_id\":\"6f97203a2523876ca48a05df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI5NDQxOTgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2024-04-22 22:12:50 +0000 UTC\",\"review_id\":\"1f2d50173ab7db59c3737b52\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTM5MTQzNjcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2025-05-07 21:40:53 +0000 UTC\",\"review_id\":\"621b72fe640ba2d64e9c4a35\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTQxMjAwNjQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"}],\"text\":\"Students suggest asking questions to steer lectures toward actual teaching and spending significant time on the project. While some find the course disorganized and hard to reach outside of class, others value his openness to extra help and practical advice.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"BI CHENG WU is recorded teaching in Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"ERIK NORDHEIM is recorded teaching in Spring 2009, Spring 2010, Spring 2011, Spring 2012, Fall 2012, Spring 2014, Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"HYUNSEUNG KANG is recorded teaching in Spring 2017, Spring 2019, Fall 2020, Fall 2021, Spring 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"KARL ROHE is recorded teaching in Spring 2013, Fall 2013, Fall 2014, Spring 2016, Fall 2016, Fall 2017, Spring 2018, Fall 2019, Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"MOHAMED ELKHOULY is recorded teaching in Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"PIXU SHI is recorded teaching in Fall 2018, Fall 2019, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"STAT 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"source_record\":{\"entity_id\":\"9eda26a7-dc25-35f2-aef2-8d8f981963b5\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"}],\"text\":\"RICHARD A. JOHNSON is recorded teaching in Spring 2007, Spring 2008. 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}]