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Prescriptive methods take this a step further, helping managers formulate decision models that identify optimal actions given a set of circumstances.\",\"source_url\":\"https://guide.wisc.edu/courses/gen_bus/\"}],\"text\":\"Business Analytics II focuses on predictive and prescriptive analytics, using historical data for forecasting and decision models to identify optimal managerial actions.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Predictive approaches use historical data to infer causal relationships and forecast future outcomes from a given action.\",\"source_url\":\"https://guide.wisc.edu/courses/gen_bus/\"}],\"text\":\"Predictive analytics and forecasting\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Prescriptive methods take this a step further, helping managers formulate decision models that identify optimal actions given a set of circumstances.\",\"source_url\":\"https://guide.wisc.edu/courses/gen_bus/\"}],\"text\":\"Prescriptive analytics and decision modeling\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Explain the principles of different regression techniques for different forms of data\",\"source_url\":\"https://guide.wisc.edu/courses/gen_bus/\"}],\"text\":\"Regression techniques\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Recognize the structure of relational databases\",\"source_url\":\"https://guide.wisc.edu/courses/gen_bus/\"}],\"text\":\"Relational database structure\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Construct basic optimization and simulation models\",\"source_url\":\"https://guide.wisc.edu/courses/gen_bus/\"}],\"text\":\"Optimization and simulation modeling\"}]}","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_412bfa78215919930228ef5e","course_id":"GENBUS 307","catalog_version_id":"d5407ed0372cbf6bd78463d81f2049cf1269f38be8bf4954bfb76080ab58da3a","record_version_id":"2d4951aca2edb1c282a5549321b5cc801c5f6f16d0e961cac54ea278dcb879f3","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"abaa3c03c0e382987a05085e3658fc6d8bba4cfe0e5f55830aeae0bd7847e0a9","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Daviet is horrible, avoid him if you can. He wants to make everything unnecessary difficult for no reason. \",\"course_id\":\"GENBUS 307\",\"date\":\"2022-05-22 00:32:13 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"1b15ffac55167bbdbe04d25a\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2Mzg4NDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Gen bus 307 is the worst class I have taken at Madison and it's not even close. I don't even know what this class is supposed to teach you and remi makes it so tedious for no reason. The activities in this class are super easy, but the exams, hell no. The averages are so low and the grade cutoffs are not in your favor so he def gonna have to curve.\",\"course_id\":\"GENBUS 307\",\"date\":\"2024-05-11 02:28:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0d0017253848ae1c9cb1faaf\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5NDM2MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Remi isn't available outside of class, as he doesn't offer office hours. He just reads directly off the slide and provides no further context. Even the TAs agree that he overcomplicates the material, and the TAs told me that they do not understand the material themselves, since it's Phd level material. Worst professor in the entire bschool\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-04-21 19:14:57 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5ca1aac3e49627b14b51e3bd\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwOTkzODky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Remi is hands down the worst professor I have had at UW-Madison. His lecture slides are horribly written, he is practically impossible to reach the moment lecture is over, he doesn't give any practice material,TAs don't even know whats going on, and he tries to teach PhD-level material. My only word of advice is to never take a class with Remi.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-01 22:17:39 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de0a3ba54c6c621128d43480\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTI1NzYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"genuinely worst professor ever. the only two positive reviews on here were obviously written by him. Im either going to get an AB or an A, but regardless, NEVER TAKE A CLASS WITH REMI DAVIET\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-03 20:31:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"7f7302ea33de4a5714608a6d\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTQ2NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"avoid remi at all costs. \",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-06 01:08:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"838f75219aae88d2de3a632f\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTcwNzYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Not great. He is clearly very knowledgeable and extremely intelligent, but the lecture slides were a mess, and since tests were purely based off of those it made studying extremely tedious and frustrating. \\n\\nHoping the WSB changes this course structure entirely very soon, but for now I'd avoid.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-10 02:23:34 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6e21099a821eca4c0993e8ec\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMjMzNjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Idk why I didn't trust the reviews. I don't know how this guy is able to be a professor. Worst professor at the B school. Lecture slides are a joke and all you have to study for exams. Missed a class and emailed him asking what I missed. He wrote an aggressive email telling me I shouldn't miss class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-09 19:47:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc9d430147304985cfad9138\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDgwOTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Tests are based off of the slides which don't make any sense. Remi is not good at explaining things. Makes everything way more confusing. Also very hard to find anything online that would help you study since he comes up with the classwork. Also doesn't have office hours and doesn't want to engage with students outside of class time.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-10 04:58:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"756dec7d27ec9b705a5c00f1\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDg0MTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"}],\"evidence_count\":9,\"review_ids\":[\"1b15ffac55167bbdbe04d25a\",\"0d0017253848ae1c9cb1faaf\",\"5ca1aac3e49627b14b51e3bd\",\"de0a3ba54c6c621128d43480\",\"7f7302ea33de4a5714608a6d\",\"838f75219aae88d2de3a632f\",\"6e21099a821eca4c0993e8ec\",\"bc9d430147304985cfad9138\",\"756dec7d27ec9b705a5c00f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2799295\",\"summary\":\"Cited reviews criticize Remi Daviet for poor lecture clarity, unhelpful slides, lack of office hours, and making material unnecessarily difficult.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He was a great professor that really cared for those of us that bothered to show up. (lecture/discussion attendance were abysmal) Everyone that went to discussion and lecture thought the exams were easy\\nHe would give us information on the job market and made it clear through actions he wanted us to succeed\\nExtremely knowledgeable and fun to talk to\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-01 20:08:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5d6ba4d907a285737b6a8539\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTIzMjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Professor Remi is so nice and is one of my favourite professors. I don't understand why the ppl below are talking irrationally and with bias. You should be responsible for your low score if you don't show up to class. Professor Remi is very knowledgeable and has a sense of humor, he actually makes tedious stuff more interesting. 100% recommend.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-01 20:09:28 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"b8cd130bc0bfa450198502ac\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTIzMzEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Professor wasn't great at explaining things but he was always willing to sit down with you and explain it over and over. Exams are literally just the slides and what he says in lecture. If you attend lecture and discussion and pay attention you should do just fine. Everyone who went consistently did well on the exams. Labs + Quizzes are free points\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-04-15 17:40:38 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"167300a0a82f5c63769bf8cd\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyODQzNTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Gen Bus 307 covers a lot of things, but if you pay attention to the class, it's straight forward to do well on the exam. I felt like I learned a lot in this class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-29 06:48:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1c2e2e190bfd928b70967662\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMjA2MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"}],\"evidence_count\":4,\"review_ids\":[\"5d6ba4d907a285737b6a8539\",\"b8cd130bc0bfa450198502ac\",\"167300a0a82f5c63769bf8cd\",\"1c2e2e190bfd928b70967662\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2799295\",\"summary\":\"Cited reviews praise Remi Daviet for being knowledgeable, engaging, accommodating, and effective at explaining concepts to attentive students.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Hernke is a solid professor. This is a tough class and he goes through material pretty quickly, but is very patient and helpful during practice days. He is very passionate about what he is teaching, and uses stories to make sure we understand the importance of what we are learning.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-05-11 10:09:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c3db6d02aed139f6ebc26b7\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Amazing professor. The class is tough but he's probably one of the most patient, helpful, understanding professors I've ever seen. I struggled a lot during this class because of personal things and he noticed enough to reach out personally and ask me if I needed an extension for my exam - I was able to pass the class thanks to his understanding.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-08-07 16:17:07 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0d61109821e5f4419cd33dfb\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4NTkyNTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Great guy, He wants to watch everyone succeed and insanely accommodating when it comes to exams and assignments. \",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-07 23:32:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"74dc5469174bb2653cfe324a\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMjAyNDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"The chillest professor I had, plus his unique style of lecturing, was interesting and engaging. Make sure to study well for this class since you'll need to get every point that's not the final to have a good chance of getting an A in this class. Be sure to practice the Excel skills that you learn in class before going into the exam.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-06-08 20:26:51 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"2454b516ed5573b562ea8be5\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDE0ODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"}],\"evidence_count\":4,\"review_ids\":[\"8c3db6d02aed139f6ebc26b7\",\"0d61109821e5f4419cd33dfb\",\"74dc5469174bb2653cfe324a\",\"2454b516ed5573b562ea8be5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2096219\",\"name\":\"Michael Hernke\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2096219\",\"summary\":\"Cited reviews praise Michael Hernke for his patience, helpfulness during practice days, passion for teaching, and accommodating approach to exams.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I worked really hard and thought I would end up with a fine grade and ending getting a horrible grade for the amount of work I put into the class. Totally not fair. Would never take a class with him again.\",\"course_id\":\"GENBUS 307\",\"date\":\"2022-12-24 02:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1c0c4b27019b7b9ea474b8bf\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjM2NzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"}],\"evidence_count\":1,\"review_ids\":[\"1c0c4b27019b7b9ea474b8bf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2096219\",\"name\":\"Michael Hernke\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2096219\",\"summary\":\"One reviewer criticizes Michael Hernke's grading, stating they received a horrible grade despite working hard, which they found unfair.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Most of the class was composed of completing weekly activities. One day of the week is lecture and the other is working inside the computer lab. You can work with other students so the activities aren't too difficult. Just takes a lot of outside prep work. Watch the online videos and take notes. The reading isn't that beneficial for the class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-11 15:03:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ecb9ee90fc761865b2b9d334\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI5Nzg0NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"I liked Paul a lot more than the prof for the 2nd half of the course (they switch). 25% of your grade comes from the weekly CLC activities, 50% comes from the 2 exams, 20% comes from the 2 hw assignments, and 5% comes from the weekly quizzes (very simple). Exams are hard, the average for the midterm was a D. Hard class, but doable. Easier than 306!\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-19 11:52:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7b716e92c71b3c838767480a\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"}],\"evidence_count\":2,\"review_ids\":[\"ecb9ee90fc761865b2b9d334\",\"7b716e92c71b3c838767480a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2140948\",\"name\":\"Paul Hoban\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"neutral\",\"subject_instructor_id\":\"rmp:2140948\",\"summary\":\"Cited reviews describe Paul Hoban's course structure as consisting of weekly computer lab activities, lectures, and exams, noting the class requires significant outside preparation.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I liked Paul a lot more than the prof for the 2nd half of the course (they switch). 25% of your grade comes from the weekly CLC activities, 50% comes from the 2 exams, 20% comes from the 2 hw assignments, and 5% comes from the weekly quizzes (very simple). Exams are hard, the average for the midterm was a D. Hard class, but doable. Easier than 306!\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-19 11:52:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7b716e92c71b3c838767480a\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"His lectures were fairly interactive even in this virtual format. I think he does a pretty good job of explaining the concepts. He is a bit of a hardo though and over the top in what he expects you to know for certain concepts. His midterm is a time crunch, so make sure to do his practice exams. I made silly mistakes on the midterm. Practice SQL\",\"course_id\":\"GENBUS 307\",\"date\":\"2021-05-12 03:29:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a92107c5a5df687d447d8313\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0NzcxNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"}],\"evidence_count\":2,\"review_ids\":[\"7b716e92c71b3c838767480a\",\"a92107c5a5df687d447d8313\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2140948\",\"name\":\"Paul Hoban\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2140948\",\"summary\":\"Cited reviews indicate Paul Hoban's exams are difficult, with one noting a low midterm average, while another suggests doing practice exams to manage the time crunch.\"}]}","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_412bfa78215919930228ef5e","course_id":"GENBUS 307","catalog_version_id":"d5407ed0372cbf6bd78463d81f2049cf1269f38be8bf4954bfb76080ab58da3a","record_version_id":"2d4951aca2edb1c282a5549321b5cc801c5f6f16d0e961cac54ea278dcb879f3","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"abaa3c03c0e382987a05085e3658fc6d8bba4cfe0e5f55830aeae0bd7847e0a9","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"30850a7ea1ebfaf2b06f142f6c3d0be1f786f83291ada7fafe290d9abd705b32\",\"course_id\":\"GENBUS 307\",\"current_instructors\":[{\"instructor_uid\":\"instructor_e0e8ca80f8797b521a751c7e\",\"message\":\"No course-specific reviews available\",\"name\":\"Kyeongbin Kim\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:1696709\",\"summary\":[]},{\"instructor_uid\":\"instructor_6dd8f9da2479f38c271bd441\",\"message\":null,\"name\":\"Michael Hernke\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2096219\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2017-05-11 10:09:14 +0000 UTC\",\"review_id\":\"8c3db6d02aed139f6ebc26b7\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2017-08-07 16:17:07 +0000 UTC\",\"review_id\":\"0d61109821e5f4419cd33dfb\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTI4NTkyNTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2021-05-01 21:54:07 +0000 UTC\",\"review_id\":\"5e07e6962c00622cfb4200e2\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTM0Njc3MTc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2025-05-07 23:32:43 +0000 UTC\",\"review_id\":\"74dc5469174bb2653cfe324a\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTQxMjAyNDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2025-06-08 20:26:51 +0000 UTC\",\"review_id\":\"2454b516ed5573b562ea8be5\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTQxNDE0ODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Michael Hernke taught this class with a mix of positive and critical feedback. Students found him patient and accommodating, with one noting he reached out for exam extensions, while another described his lectures as dull and boring. Reviewers noted his teaching style was engaging and he was very helpful during practice days.\"},{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.37 GPA, 69.0% A/AB (n=287 letter grades); Fall 2025: 3.23 GPA, 62.3% A/AB (n=451 letter grades); Spring 2026: 3.27 GPA, 64.6% A/AB (n=206 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2025-06-08 20:26:51 +0000 UTC\",\"review_id\":\"2454b516ed5573b562ea8be5\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTQxNDE0ODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students emphasized the need to practice Excel skills before exams. One review noted that earning every point outside the final was necessary to have a good chance at an A.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Paul Hoban\",\"review_date\":\"2018-04-11 15:03:12 +0000 UTC\",\"review_id\":\"ecb9ee90fc761865b2b9d334\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2140948\",\"source_review_id\":\"UmF0aW5nLTI5Nzg0NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\",\"type\":\"review\"},{\"instructor_name\":\"Paul Hoban\",\"review_date\":\"2018-04-19 11:52:23 +0000 UTC\",\"review_id\":\"7b716e92c71b3c838767480a\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2140948\",\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\",\"type\":\"review\"},{\"instructor_name\":\"Paul Hoban\",\"review_date\":\"2021-05-12 03:29:55 +0000 UTC\",\"review_id\":\"a92107c5a5df687d447d8313\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2140948\",\"source_review_id\":\"UmF0aW5nLTM0NzcxNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\",\"type\":\"review\"},{\"instructor_name\":\"Remi Daviet\",\"review_date\":\"2022-05-22 00:32:13 +0000 UTC\",\"review_id\":\"1b15ffac55167bbdbe04d25a\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2799295\",\"source_review_id\":\"UmF0aW5nLTM2Mzg4NDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\",\"type\":\"review\"},{\"instructor_name\":\"Remi Daviet\",\"review_date\":\"2024-05-11 02:28:53 +0000 UTC\",\"review_id\":\"0d0017253848ae1c9cb1faaf\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2799295\",\"source_review_id\":\"UmF0aW5nLTM5NDM2MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\",\"type\":\"review\"},{\"instructor_name\":\"Remi Daviet\",\"review_date\":\"2025-05-01 20:08:05 +0000 UTC\",\"review_id\":\"5d6ba4d907a285737b6a8539\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2799295\",\"source_review_id\":\"UmF0aW5nLTQxMTIzMjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\",\"type\":\"review\"},{\"instructor_name\":\"Remi Daviet\",\"review_date\":\"2025-05-01 20:09:28 +0000 UTC\",\"review_id\":\"b8cd130bc0bfa450198502ac\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2799295\",\"source_review_id\":\"UmF0aW5nLTQxMTIzMzEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\",\"type\":\"review\"},{\"instructor_name\":\"Remi Daviet\",\"review_date\":\"2025-05-03 20:31:00 +0000 UTC\",\"review_id\":\"7f7302ea33de4a5714608a6d\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2799295\",\"source_review_id\":\"UmF0aW5nLTQxMTQ2NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\",\"type\":\"review\"},{\"instructor_name\":\"Remi Daviet\",\"review_date\":\"2025-05-06 01:08:12 +0000 UTC\",\"review_id\":\"838f75219aae88d2de3a632f\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2799295\",\"source_review_id\":\"UmF0aW5nLTQxMTcwNzYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\",\"type\":\"review\"},{\"instructor_name\":\"Remi Daviet\",\"review_date\":\"2026-04-15 17:40:38 +0000 UTC\",\"review_id\":\"167300a0a82f5c63769bf8cd\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2799295\",\"source_review_id\":\"UmF0aW5nLTQyODQzNTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students reported that Paul Hoban's interactive lectures included weekly computer lab activities and difficult exams, with one noting the midterm was a time crunch. Remi Daviet received mixed feedback; some students found him knowledgeable and helpful, while others described his grading as aggressive and his exams as tedious, noting that attendance significantly impacted performance.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2017-05-11 10:09:14 +0000 UTC\",\"review_id\":\"8c3db6d02aed139f6ebc26b7\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2025-06-08 20:26:51 +0000 UTC\",\"review_id\":\"2454b516ed5573b562ea8be5\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTQxNDE0ODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Michael Hernke used an engaging, story-based teaching style that students found interesting. He was described as passionate about the material and patient during practice days.\"},{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.31 GPA, 64.2% A/AB (n=425 letter grades); Fall 2025: 3.23 GPA, 62.3% A/AB (n=451 letter grades); Spring 2026: 3.22 GPA, 58.9% A/AB (n=419 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2017-08-07 16:17:07 +0000 UTC\",\"review_id\":\"0d61109821e5f4419cd33dfb\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTI4NTkyNTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2022-12-24 02:31:34 +0000 UTC\",\"review_id\":\"1c0c4b27019b7b9ea474b8bf\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTM3MjM2NzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"One student appreciated Hernke's understanding, noting he offered an exam extension during personal struggles. 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Specifically, emphasis will be on how to manage, summarize, explore, and visualize databases.\"},{\"course_id\":\"GENBUS 306\",\"field\":\"description\",\"quote\":\"The essentials of probability will be introduced and applied to decision problems where there is uncertainty. Emphasis on hypothesis testing and regression analysis and include an introduction to simulation methods.\"},{\"course_id\":\"GENBUS 106\",\"field\":\"description\",\"quote\":\"Build fundamental skills and processes to develop a strong foundation in business analysis utilizing Excel. Learn the fundamentals of data construction, manipulation, summarization, analysis and presentation.\"}],\"text\":\"Foundational data skills using Excel, including data construction, manipulation, and summarization.\"},{\"evidence\":[{\"course_id\":\"GENBUS 306\",\"field\":\"description\",\"quote\":\"The essentials of probability will be introduced and applied to decision problems where there is uncertainty. Emphasis on hypothesis testing and regression analysis and include an introduction to simulation methods.\"}],\"text\":\"Quantitative intuition and statistical methods including probability, hypothesis testing, regression, and simulation.\"}],\"search_phrases\":[\"predictive analytics\",\"prescriptive analytics\",\"optimization tools\",\"decision models\",\"forecasting outcomes\",\"business analytics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Emphasis on hands-on experience with many commonly used analytic methodologies using the modeling and optimization tools available on almost every professional desktop.\"}],\"text\":\"Applying modeling and optimization tools for analytic methodologies.\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Predictive approaches use historical data to infer causal relationships and forecast future outcomes from a given action.\"}],\"text\":\"Inferring causal relationships and forecasting future outcomes.\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Prescriptive methods take this a step further, helping managers formulate decision models that identify optimal actions given a set of circumstances.\"}],\"text\":\"Formulating decision models to identify optimal actions.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"title\",\"quote\":\"BUSINESS ANALYTICS II\"},{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"The focus is predictive and prescriptive analytics.\"}],\"text\":\"Business Analytics II focuses on predictive and prescriptive analytics using modeling and optimization tools.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Predictive approaches use historical data to infer causal relationships and forecast future outcomes from a given action.\"}],\"text\":\"Predictive analytics and causal inference.\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Prescriptive methods take this a step further, helping managers formulate decision models that identify optimal actions given a set of circumstances.\"}],\"text\":\"Prescriptive analytics and decision modeling.\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"modeling and optimization tools\"}],\"text\":\"Modeling and optimization tools.\"}]}","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_412bfa78215919930228ef5e","course_id":"GENBUS 307","catalog_version_id":"03c50177a4b9a4f766a16c03e8f09e3d0b4e2e96b34d47b52188c9fd5c9c22e3","record_version_id":"b46d91230bfdb37e97a993cb7e6d96258eb306468a9316c35e761156f90629d3","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"f95bcba8e27c0c5ce5269fc89e845b4c165cb7682253f0252e390965a28d2831","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Hernke is a solid professor. This is a tough class and he goes through material pretty quickly, but is very patient and helpful during practice days. He is very passionate about what he is teaching, and uses stories to make sure we understand the importance of what we are learning.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-05-11 10:09:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c3db6d02aed139f6ebc26b7\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Amazing professor. The class is tough but he's probably one of the most patient, helpful, understanding professors I've ever seen. I struggled a lot during this class because of personal things and he noticed enough to reach out personally and ask me if I needed an extension for my exam - I was able to pass the class thanks to his understanding.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-08-07 16:17:07 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0d61109821e5f4419cd33dfb\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4NTkyNTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Professor Daviet is horrible, avoid him if you can. He wants to make everything unnecessary difficult for no reason. \",\"course_id\":\"GENBUS 307\",\"date\":\"2022-05-22 00:32:13 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"1b15ffac55167bbdbe04d25a\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2Mzg4NDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Remi isn't available outside of class, as he doesn't offer office hours. He just reads directly off the slide and provides no further context. Even the TAs agree that he overcomplicates the material, and the TAs told me that they do not understand the material themselves, since it's Phd level material. Worst professor in the entire bschool\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-04-21 19:14:57 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5ca1aac3e49627b14b51e3bd\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwOTkzODky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Remi is hands down the worst professor I have had at UW-Madison. His lecture slides are horribly written, he is practically impossible to reach the moment lecture is over, he doesn't give any practice material,TAs don't even know whats going on, and he tries to teach PhD-level material. My only word of advice is to never take a class with Remi.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-01 22:17:39 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de0a3ba54c6c621128d43480\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTI1NzYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"genuinely worst professor ever. the only two positive reviews on here were obviously written by him. Im either going to get an AB or an A, but regardless, NEVER TAKE A CLASS WITH REMI DAVIET\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-03 20:31:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"7f7302ea33de4a5714608a6d\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTQ2NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Idk why I didn't trust the reviews. I don't know how this guy is able to be a professor. Worst professor at the B school. Lecture slides are a joke and all you have to study for exams. Missed a class and emailed him asking what I missed. He wrote an aggressive email telling me I shouldn't miss class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-09 19:47:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc9d430147304985cfad9138\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDgwOTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Tests are based off of the slides which don't make any sense. Remi is not good at explaining things. Makes everything way more confusing. Also very hard to find anything online that would help you study since he comes up with the classwork. Also doesn't have office hours and doesn't want to engage with students outside of class time.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-10 04:58:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"756dec7d27ec9b705a5c00f1\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDg0MTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"}],\"evidence_count\":8,\"review_ids\":[\"8c3db6d02aed139f6ebc26b7\",\"0d61109821e5f4419cd33dfb\",\"1b15ffac55167bbdbe04d25a\",\"5ca1aac3e49627b14b51e3bd\",\"de0a3ba54c6c621128d43480\",\"7f7302ea33de4a5714608a6d\",\"bc9d430147304985cfad9138\",\"756dec7d27ec9b705a5c00f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2096219\",\"name\":\"Michael Hernke\"},{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor. Some professors are described as patient, helpful, and passionate, while others are criticized for unclear lectures, confusing slides, and lack of support.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Hernke is a solid professor. This is a tough class and he goes through material pretty quickly, but is very patient and helpful during practice days. He is very passionate about what he is teaching, and uses stories to make sure we understand the importance of what we are learning.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-05-11 10:09:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c3db6d02aed139f6ebc26b7\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Most of the class was composed of completing weekly activities. One day of the week is lecture and the other is working inside the computer lab. You can work with other students so the activities aren't too difficult. Just takes a lot of outside prep work. Watch the online videos and take notes. The reading isn't that beneficial for the class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-11 15:03:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ecb9ee90fc761865b2b9d334\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI5Nzg0NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"I liked Paul a lot more than the prof for the 2nd half of the course (they switch). 25% of your grade comes from the weekly CLC activities, 50% comes from the 2 exams, 20% comes from the 2 hw assignments, and 5% comes from the weekly quizzes (very simple). Exams are hard, the average for the midterm was a D. Hard class, but doable. Easier than 306!\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-19 11:52:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7b716e92c71b3c838767480a\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"Gen bus 307 is the worst class I have taken at Madison and it's not even close. I don't even know what this class is supposed to teach you and remi makes it so tedious for no reason. The activities in this class are super easy, but the exams, hell no. The averages are so low and the grade cutoffs are not in your favor so he def gonna have to curve.\",\"course_id\":\"GENBUS 307\",\"date\":\"2024-05-11 02:28:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0d0017253848ae1c9cb1faaf\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5NDM2MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"I worked really hard and thought I would end up with a fine grade and ending getting a horrible grade for the amount of work I put into the class. Totally not fair. Would never take a class with him again.\",\"course_id\":\"GENBUS 307\",\"date\":\"2022-12-24 02:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1c0c4b27019b7b9ea474b8bf\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjM2NzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"}],\"evidence_count\":5,\"review_ids\":[\"8c3db6d02aed139f6ebc26b7\",\"ecb9ee90fc761865b2b9d334\",\"7b716e92c71b3c838767480a\",\"0d0017253848ae1c9cb1faaf\",\"1c0c4b27019b7b9ea474b8bf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2096219\",\"name\":\"Michael Hernke\"},{\"id\":\"rmp:2140948\",\"name\":\"Paul Hoban\"},{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"negative\",\"summary\":\"The course is widely considered tough and demanding, requiring significant outside preparation, weekly activities, and extensive studying for exams that often have low average scores.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I liked Paul a lot more than the prof for the 2nd half of the course (they switch). 25% of your grade comes from the weekly CLC activities, 50% comes from the 2 exams, 20% comes from the 2 hw assignments, and 5% comes from the weekly quizzes (very simple). Exams are hard, the average for the midterm was a D. Hard class, but doable. Easier than 306!\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-19 11:52:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7b716e92c71b3c838767480a\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"His lectures were fairly interactive even in this virtual format. I think he does a pretty good job of explaining the concepts. He is a bit of a hardo though and over the top in what he expects you to know for certain concepts. His midterm is a time crunch, so make sure to do his practice exams. I made silly mistakes on the midterm. Practice SQL\",\"course_id\":\"GENBUS 307\",\"date\":\"2021-05-12 03:29:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a92107c5a5df687d447d8313\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0NzcxNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"Gen bus 307 is the worst class I have taken at Madison and it's not even close. I don't even know what this class is supposed to teach you and remi makes it so tedious for no reason. The activities in this class are super easy, but the exams, hell no. The averages are so low and the grade cutoffs are not in your favor so he def gonna have to curve.\",\"course_id\":\"GENBUS 307\",\"date\":\"2024-05-11 02:28:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0d0017253848ae1c9cb1faaf\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5NDM2MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Not great. He is clearly very knowledgeable and extremely intelligent, but the lecture slides were a mess, and since tests were purely based off of those it made studying extremely tedious and frustrating. \\n\\nHoping the WSB changes this course structure entirely very soon, but for now I'd avoid.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-10 02:23:34 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6e21099a821eca4c0993e8ec\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMjMzNjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Idk why I didn't trust the reviews. I don't know how this guy is able to be a professor. Worst professor at the B school. Lecture slides are a joke and all you have to study for exams. Missed a class and emailed him asking what I missed. He wrote an aggressive email telling me I shouldn't miss class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-09 19:47:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc9d430147304985cfad9138\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDgwOTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Tests are based off of the slides which don't make any sense. Remi is not good at explaining things. Makes everything way more confusing. Also very hard to find anything online that would help you study since he comes up with the classwork. Also doesn't have office hours and doesn't want to engage with students outside of class time.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-10 04:58:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"756dec7d27ec9b705a5c00f1\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDg0MTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"}],\"evidence_count\":6,\"review_ids\":[\"7b716e92c71b3c838767480a\",\"a92107c5a5df687d447d8313\",\"0d0017253848ae1c9cb1faaf\",\"6e21099a821eca4c0993e8ec\",\"bc9d430147304985cfad9138\",\"756dec7d27ec9b705a5c00f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2140948\",\"name\":\"Paul Hoban\"},{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Exams are described as hard, time-crunching, and based on confusing lecture slides. 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Prescriptive methods take this a step further, helping managers formulate decision models that identify optimal actions given a set of circumstances.\",\"source_url\":\"https://guide.wisc.edu/courses/gen_bus/\"}],\"text\":\"Business Analytics II focuses on predictive and prescriptive analytics, using historical data for forecasting and decision models to identify optimal managerial actions.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Predictive approaches use historical data to infer causal relationships and forecast future outcomes from a given action.\",\"source_url\":\"https://guide.wisc.edu/courses/gen_bus/\"}],\"text\":\"Predictive analytics and forecasting\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Prescriptive methods take this a step further, helping managers formulate decision models that identify optimal actions given a set of circumstances.\",\"source_url\":\"https://guide.wisc.edu/courses/gen_bus/\"}],\"text\":\"Prescriptive analytics and decision modeling\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Explain the principles of different regression techniques for different forms of data\",\"source_url\":\"https://guide.wisc.edu/courses/gen_bus/\"}],\"text\":\"Regression techniques\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Recognize the structure of relational databases\",\"source_url\":\"https://guide.wisc.edu/courses/gen_bus/\"}],\"text\":\"Relational database structure\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Construct basic optimization and simulation models\",\"source_url\":\"https://guide.wisc.edu/courses/gen_bus/\"}],\"text\":\"Optimization and simulation modeling\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_412bfa78215919930228ef5e","course_id":"GENBUS 307","catalog_version_id":"d5407ed0372cbf6bd78463d81f2049cf1269f38be8bf4954bfb76080ab58da3a","record_version_id":"2d4951aca2edb1c282a5549321b5cc801c5f6f16d0e961cac54ea278dcb879f3","job_id":"enrich-6556a505c10f448d98d02466","output_id":"be5215861a3a17453f75546db1b6fc41836294da3bd54e9e2932f65bf01e44e5","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Professor Daviet is horrible, avoid him if you can. He wants to make everything unnecessary difficult for no reason. \",\"course_id\":\"GENBUS 307\",\"date\":\"2022-05-22 00:32:13 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"1b15ffac55167bbdbe04d25a\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2Mzg4NDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Gen bus 307 is the worst class I have taken at Madison and it's not even close. I don't even know what this class is supposed to teach you and remi makes it so tedious for no reason. The activities in this class are super easy, but the exams, hell no. The averages are so low and the grade cutoffs are not in your favor so he def gonna have to curve.\",\"course_id\":\"GENBUS 307\",\"date\":\"2024-05-11 02:28:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0d0017253848ae1c9cb1faaf\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5NDM2MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Remi isn't available outside of class, as he doesn't offer office hours. He just reads directly off the slide and provides no further context. Even the TAs agree that he overcomplicates the material, and the TAs told me that they do not understand the material themselves, since it's Phd level material. Worst professor in the entire bschool\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-04-21 19:14:57 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5ca1aac3e49627b14b51e3bd\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwOTkzODky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Remi is hands down the worst professor I have had at UW-Madison. His lecture slides are horribly written, he is practically impossible to reach the moment lecture is over, he doesn't give any practice material,TAs don't even know whats going on, and he tries to teach PhD-level material. My only word of advice is to never take a class with Remi.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-01 22:17:39 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de0a3ba54c6c621128d43480\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTI1NzYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"genuinely worst professor ever. the only two positive reviews on here were obviously written by him. Im either going to get an AB or an A, but regardless, NEVER TAKE A CLASS WITH REMI DAVIET\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-03 20:31:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"7f7302ea33de4a5714608a6d\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTQ2NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"avoid remi at all costs. \",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-06 01:08:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"838f75219aae88d2de3a632f\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTcwNzYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Not great. He is clearly very knowledgeable and extremely intelligent, but the lecture slides were a mess, and since tests were purely based off of those it made studying extremely tedious and frustrating. \\n\\nHoping the WSB changes this course structure entirely very soon, but for now I'd avoid.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-10 02:23:34 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6e21099a821eca4c0993e8ec\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMjMzNjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Idk why I didn't trust the reviews. I don't know how this guy is able to be a professor. Worst professor at the B school. Lecture slides are a joke and all you have to study for exams. Missed a class and emailed him asking what I missed. He wrote an aggressive email telling me I shouldn't miss class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-09 19:47:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc9d430147304985cfad9138\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDgwOTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Tests are based off of the slides which don't make any sense. Remi is not good at explaining things. Makes everything way more confusing. Also very hard to find anything online that would help you study since he comes up with the classwork. Also doesn't have office hours and doesn't want to engage with students outside of class time.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-10 04:58:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"756dec7d27ec9b705a5c00f1\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDg0MTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"}],\"evidence_count\":9,\"review_ids\":[\"1b15ffac55167bbdbe04d25a\",\"0d0017253848ae1c9cb1faaf\",\"5ca1aac3e49627b14b51e3bd\",\"de0a3ba54c6c621128d43480\",\"7f7302ea33de4a5714608a6d\",\"838f75219aae88d2de3a632f\",\"6e21099a821eca4c0993e8ec\",\"bc9d430147304985cfad9138\",\"756dec7d27ec9b705a5c00f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2799295\",\"summary\":\"Cited reviews criticize Remi Daviet for poor lecture clarity, unhelpful slides, lack of office hours, and making material unnecessarily difficult.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He was a great professor that really cared for those of us that bothered to show up. (lecture/discussion attendance were abysmal) Everyone that went to discussion and lecture thought the exams were easy\\nHe would give us information on the job market and made it clear through actions he wanted us to succeed\\nExtremely knowledgeable and fun to talk to\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-01 20:08:05 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5d6ba4d907a285737b6a8539\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTIzMjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Professor Remi is so nice and is one of my favourite professors. I don't understand why the ppl below are talking irrationally and with bias. You should be responsible for your low score if you don't show up to class. Professor Remi is very knowledgeable and has a sense of humor, he actually makes tedious stuff more interesting. 100% recommend.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-01 20:09:28 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"b8cd130bc0bfa450198502ac\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTIzMzEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Professor wasn't great at explaining things but he was always willing to sit down with you and explain it over and over. Exams are literally just the slides and what he says in lecture. If you attend lecture and discussion and pay attention you should do just fine. Everyone who went consistently did well on the exams. Labs + Quizzes are free points\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-04-15 17:40:38 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"167300a0a82f5c63769bf8cd\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyODQzNTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Gen Bus 307 covers a lot of things, but if you pay attention to the class, it's straight forward to do well on the exam. I felt like I learned a lot in this class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-29 06:48:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1c2e2e190bfd928b70967662\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMjA2MTY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"}],\"evidence_count\":4,\"review_ids\":[\"5d6ba4d907a285737b6a8539\",\"b8cd130bc0bfa450198502ac\",\"167300a0a82f5c63769bf8cd\",\"1c2e2e190bfd928b70967662\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2799295\",\"summary\":\"Cited reviews praise Remi Daviet for being knowledgeable, engaging, accommodating, and effective at explaining concepts to attentive students.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Hernke is a solid professor. This is a tough class and he goes through material pretty quickly, but is very patient and helpful during practice days. He is very passionate about what he is teaching, and uses stories to make sure we understand the importance of what we are learning.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-05-11 10:09:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c3db6d02aed139f6ebc26b7\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Amazing professor. The class is tough but he's probably one of the most patient, helpful, understanding professors I've ever seen. I struggled a lot during this class because of personal things and he noticed enough to reach out personally and ask me if I needed an extension for my exam - I was able to pass the class thanks to his understanding.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-08-07 16:17:07 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0d61109821e5f4419cd33dfb\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4NTkyNTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Great guy, He wants to watch everyone succeed and insanely accommodating when it comes to exams and assignments. \",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-07 23:32:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"74dc5469174bb2653cfe324a\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMjAyNDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"The chillest professor I had, plus his unique style of lecturing, was interesting and engaging. Make sure to study well for this class since you'll need to get every point that's not the final to have a good chance of getting an A in this class. Be sure to practice the Excel skills that you learn in class before going into the exam.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-06-08 20:26:51 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"2454b516ed5573b562ea8be5\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNDE0ODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"}],\"evidence_count\":4,\"review_ids\":[\"8c3db6d02aed139f6ebc26b7\",\"0d61109821e5f4419cd33dfb\",\"74dc5469174bb2653cfe324a\",\"2454b516ed5573b562ea8be5\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2096219\",\"name\":\"Michael Hernke\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2096219\",\"summary\":\"Cited reviews praise Michael Hernke for his patience, helpfulness during practice days, passion for teaching, and accommodating approach to exams.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I worked really hard and thought I would end up with a fine grade and ending getting a horrible grade for the amount of work I put into the class. Totally not fair. Would never take a class with him again.\",\"course_id\":\"GENBUS 307\",\"date\":\"2022-12-24 02:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1c0c4b27019b7b9ea474b8bf\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjM2NzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"}],\"evidence_count\":1,\"review_ids\":[\"1c0c4b27019b7b9ea474b8bf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2096219\",\"name\":\"Michael Hernke\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2096219\",\"summary\":\"One reviewer criticizes Michael Hernke's grading, stating they received a horrible grade despite working hard, which they found unfair.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Most of the class was composed of completing weekly activities. One day of the week is lecture and the other is working inside the computer lab. You can work with other students so the activities aren't too difficult. Just takes a lot of outside prep work. Watch the online videos and take notes. The reading isn't that beneficial for the class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-11 15:03:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ecb9ee90fc761865b2b9d334\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI5Nzg0NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"I liked Paul a lot more than the prof for the 2nd half of the course (they switch). 25% of your grade comes from the weekly CLC activities, 50% comes from the 2 exams, 20% comes from the 2 hw assignments, and 5% comes from the weekly quizzes (very simple). Exams are hard, the average for the midterm was a D. Hard class, but doable. Easier than 306!\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-19 11:52:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7b716e92c71b3c838767480a\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"}],\"evidence_count\":2,\"review_ids\":[\"ecb9ee90fc761865b2b9d334\",\"7b716e92c71b3c838767480a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2140948\",\"name\":\"Paul Hoban\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"neutral\",\"subject_instructor_id\":\"rmp:2140948\",\"summary\":\"Cited reviews describe Paul Hoban's course structure as consisting of weekly computer lab activities, lectures, and exams, noting the class requires significant outside preparation.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I liked Paul a lot more than the prof for the 2nd half of the course (they switch). 25% of your grade comes from the weekly CLC activities, 50% comes from the 2 exams, 20% comes from the 2 hw assignments, and 5% comes from the weekly quizzes (very simple). Exams are hard, the average for the midterm was a D. Hard class, but doable. Easier than 306!\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-19 11:52:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7b716e92c71b3c838767480a\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"His lectures were fairly interactive even in this virtual format. I think he does a pretty good job of explaining the concepts. He is a bit of a hardo though and over the top in what he expects you to know for certain concepts. His midterm is a time crunch, so make sure to do his practice exams. I made silly mistakes on the midterm. Practice SQL\",\"course_id\":\"GENBUS 307\",\"date\":\"2021-05-12 03:29:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a92107c5a5df687d447d8313\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0NzcxNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"}],\"evidence_count\":2,\"review_ids\":[\"7b716e92c71b3c838767480a\",\"a92107c5a5df687d447d8313\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2140948\",\"name\":\"Paul Hoban\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2140948\",\"summary\":\"Cited reviews indicate Paul Hoban's exams are difficult, with one noting a low midterm average, while another suggests doing practice exams to manage the time crunch.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_412bfa78215919930228ef5e","course_id":"GENBUS 307","catalog_version_id":"03c50177a4b9a4f766a16c03e8f09e3d0b4e2e96b34d47b52188c9fd5c9c22e3","record_version_id":"b46d91230bfdb37e97a993cb7e6d96258eb306468a9316c35e761156f90629d3","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a3b80fc11f954616aceeb28e4b828cfdca91d071b9ac79107dbdb7c027745449","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"GEN BUS 106and306, or declared in undergraduate Business Exchange program\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"GEN BUS 106and306\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":106,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"GEN BUS 106\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":306,\"minimum_grade\":null,\"subjects\":[\"GENBUS\"],\"timing\":\"prior\"},\"evidence\":\"306\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in undergraduate Business Exchange program\",\"course\":null,\"evidence\":\"declared in undergraduate Business Exchange program\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[\"GEN BUS 106and306 is parsed as GENBUS 106 AND GENBUS 306 based on standard course listing syntax.\"],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_412bfa78215919930228ef5e","course_id":"GENBUS 307","catalog_version_id":"03c50177a4b9a4f766a16c03e8f09e3d0b4e2e96b34d47b52188c9fd5c9c22e3","record_version_id":"b46d91230bfdb37e97a993cb7e6d96258eb306468a9316c35e761156f90629d3","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a3b80fc11f954616aceeb28e4b828cfdca91d071b9ac79107dbdb7c027745449","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"GENBUS 306\",\"field\":\"description\",\"quote\":\"Development of quantitative intuition through practical applications and use of analysis tools. Specifically, emphasis will be on how to manage, summarize, explore, and visualize databases.\"},{\"course_id\":\"GENBUS 306\",\"field\":\"description\",\"quote\":\"The essentials of probability will be introduced and applied to decision problems where there is uncertainty. Emphasis on hypothesis testing and regression analysis and include an introduction to simulation methods.\"},{\"course_id\":\"GENBUS 106\",\"field\":\"description\",\"quote\":\"Build fundamental skills and processes to develop a strong foundation in business analysis utilizing Excel. Learn the fundamentals of data construction, manipulation, summarization, analysis and presentation.\"}],\"text\":\"Foundational data skills using Excel, including data construction, manipulation, and summarization.\"},{\"evidence\":[{\"course_id\":\"GENBUS 306\",\"field\":\"description\",\"quote\":\"The essentials of probability will be introduced and applied to decision problems where there is uncertainty. Emphasis on hypothesis testing and regression analysis and include an introduction to simulation methods.\"}],\"text\":\"Quantitative intuition and statistical methods including probability, hypothesis testing, regression, and simulation.\"}],\"search_phrases\":[\"predictive analytics\",\"prescriptive analytics\",\"optimization tools\",\"decision models\",\"forecasting outcomes\",\"business analytics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Emphasis on hands-on experience with many commonly used analytic methodologies using the modeling and optimization tools available on almost every professional desktop.\"}],\"text\":\"Applying modeling and optimization tools for analytic methodologies.\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Predictive approaches use historical data to infer causal relationships and forecast future outcomes from a given action.\"}],\"text\":\"Inferring causal relationships and forecasting future outcomes.\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Prescriptive methods take this a step further, helping managers formulate decision models that identify optimal actions given a set of circumstances.\"}],\"text\":\"Formulating decision models to identify optimal actions.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"title\",\"quote\":\"BUSINESS ANALYTICS II\"},{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"The focus is predictive and prescriptive analytics.\"}],\"text\":\"Business Analytics II focuses on predictive and prescriptive analytics using modeling and optimization tools.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Predictive approaches use historical data to infer causal relationships and forecast future outcomes from a given action.\"}],\"text\":\"Predictive analytics and causal inference.\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Prescriptive methods take this a step further, helping managers formulate decision models that identify optimal actions given a set of circumstances.\"}],\"text\":\"Prescriptive analytics and decision modeling.\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"modeling and optimization tools\"}],\"text\":\"Modeling and optimization tools.\"}]}","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_412bfa78215919930228ef5e","course_id":"GENBUS 307","catalog_version_id":"03c50177a4b9a4f766a16c03e8f09e3d0b4e2e96b34d47b52188c9fd5c9c22e3","record_version_id":"b46d91230bfdb37e97a993cb7e6d96258eb306468a9316c35e761156f90629d3","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a3b80fc11f954616aceeb28e4b828cfdca91d071b9ac79107dbdb7c027745449","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Hernke is a solid professor. This is a tough class and he goes through material pretty quickly, but is very patient and helpful during practice days. He is very passionate about what he is teaching, and uses stories to make sure we understand the importance of what we are learning.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-05-11 10:09:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c3db6d02aed139f6ebc26b7\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Amazing professor. The class is tough but he's probably one of the most patient, helpful, understanding professors I've ever seen. I struggled a lot during this class because of personal things and he noticed enough to reach out personally and ask me if I needed an extension for my exam - I was able to pass the class thanks to his understanding.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-08-07 16:17:07 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0d61109821e5f4419cd33dfb\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4NTkyNTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Professor Daviet is horrible, avoid him if you can. He wants to make everything unnecessary difficult for no reason. \",\"course_id\":\"GENBUS 307\",\"date\":\"2022-05-22 00:32:13 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"1b15ffac55167bbdbe04d25a\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2Mzg4NDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Remi isn't available outside of class, as he doesn't offer office hours. He just reads directly off the slide and provides no further context. Even the TAs agree that he overcomplicates the material, and the TAs told me that they do not understand the material themselves, since it's Phd level material. Worst professor in the entire bschool\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-04-21 19:14:57 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5ca1aac3e49627b14b51e3bd\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwOTkzODky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Remi is hands down the worst professor I have had at UW-Madison. His lecture slides are horribly written, he is practically impossible to reach the moment lecture is over, he doesn't give any practice material,TAs don't even know whats going on, and he tries to teach PhD-level material. My only word of advice is to never take a class with Remi.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-01 22:17:39 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de0a3ba54c6c621128d43480\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTI1NzYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"genuinely worst professor ever. the only two positive reviews on here were obviously written by him. Im either going to get an AB or an A, but regardless, NEVER TAKE A CLASS WITH REMI DAVIET\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-03 20:31:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"7f7302ea33de4a5714608a6d\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTQ2NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Idk why I didn't trust the reviews. I don't know how this guy is able to be a professor. Worst professor at the B school. Lecture slides are a joke and all you have to study for exams. Missed a class and emailed him asking what I missed. He wrote an aggressive email telling me I shouldn't miss class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-09 19:47:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc9d430147304985cfad9138\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDgwOTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Tests are based off of the slides which don't make any sense. Remi is not good at explaining things. Makes everything way more confusing. Also very hard to find anything online that would help you study since he comes up with the classwork. Also doesn't have office hours and doesn't want to engage with students outside of class time.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-10 04:58:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"756dec7d27ec9b705a5c00f1\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDg0MTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"}],\"evidence_count\":8,\"review_ids\":[\"8c3db6d02aed139f6ebc26b7\",\"0d61109821e5f4419cd33dfb\",\"1b15ffac55167bbdbe04d25a\",\"5ca1aac3e49627b14b51e3bd\",\"de0a3ba54c6c621128d43480\",\"7f7302ea33de4a5714608a6d\",\"bc9d430147304985cfad9138\",\"756dec7d27ec9b705a5c00f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2096219\",\"name\":\"Michael Hernke\"},{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor. Some professors are described as patient, helpful, and passionate, while others are criticized for unclear lectures, confusing slides, and lack of support.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Hernke is a solid professor. This is a tough class and he goes through material pretty quickly, but is very patient and helpful during practice days. He is very passionate about what he is teaching, and uses stories to make sure we understand the importance of what we are learning.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-05-11 10:09:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c3db6d02aed139f6ebc26b7\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Most of the class was composed of completing weekly activities. One day of the week is lecture and the other is working inside the computer lab. You can work with other students so the activities aren't too difficult. Just takes a lot of outside prep work. Watch the online videos and take notes. The reading isn't that beneficial for the class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-11 15:03:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ecb9ee90fc761865b2b9d334\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI5Nzg0NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"I liked Paul a lot more than the prof for the 2nd half of the course (they switch). 25% of your grade comes from the weekly CLC activities, 50% comes from the 2 exams, 20% comes from the 2 hw assignments, and 5% comes from the weekly quizzes (very simple). Exams are hard, the average for the midterm was a D. Hard class, but doable. Easier than 306!\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-19 11:52:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7b716e92c71b3c838767480a\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"Gen bus 307 is the worst class I have taken at Madison and it's not even close. I don't even know what this class is supposed to teach you and remi makes it so tedious for no reason. The activities in this class are super easy, but the exams, hell no. The averages are so low and the grade cutoffs are not in your favor so he def gonna have to curve.\",\"course_id\":\"GENBUS 307\",\"date\":\"2024-05-11 02:28:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0d0017253848ae1c9cb1faaf\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5NDM2MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"I worked really hard and thought I would end up with a fine grade and ending getting a horrible grade for the amount of work I put into the class. Totally not fair. Would never take a class with him again.\",\"course_id\":\"GENBUS 307\",\"date\":\"2022-12-24 02:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1c0c4b27019b7b9ea474b8bf\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjM2NzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"}],\"evidence_count\":5,\"review_ids\":[\"8c3db6d02aed139f6ebc26b7\",\"ecb9ee90fc761865b2b9d334\",\"7b716e92c71b3c838767480a\",\"0d0017253848ae1c9cb1faaf\",\"1c0c4b27019b7b9ea474b8bf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2096219\",\"name\":\"Michael Hernke\"},{\"id\":\"rmp:2140948\",\"name\":\"Paul Hoban\"},{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"negative\",\"summary\":\"The course is widely considered tough and demanding, requiring significant outside preparation, weekly activities, and extensive studying for exams that often have low average scores.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I liked Paul a lot more than the prof for the 2nd half of the course (they switch). 25% of your grade comes from the weekly CLC activities, 50% comes from the 2 exams, 20% comes from the 2 hw assignments, and 5% comes from the weekly quizzes (very simple). Exams are hard, the average for the midterm was a D. Hard class, but doable. Easier than 306!\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-19 11:52:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7b716e92c71b3c838767480a\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"His lectures were fairly interactive even in this virtual format. I think he does a pretty good job of explaining the concepts. He is a bit of a hardo though and over the top in what he expects you to know for certain concepts. His midterm is a time crunch, so make sure to do his practice exams. I made silly mistakes on the midterm. Practice SQL\",\"course_id\":\"GENBUS 307\",\"date\":\"2021-05-12 03:29:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a92107c5a5df687d447d8313\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0NzcxNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"Gen bus 307 is the worst class I have taken at Madison and it's not even close. I don't even know what this class is supposed to teach you and remi makes it so tedious for no reason. The activities in this class are super easy, but the exams, hell no. The averages are so low and the grade cutoffs are not in your favor so he def gonna have to curve.\",\"course_id\":\"GENBUS 307\",\"date\":\"2024-05-11 02:28:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0d0017253848ae1c9cb1faaf\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5NDM2MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Not great. He is clearly very knowledgeable and extremely intelligent, but the lecture slides were a mess, and since tests were purely based off of those it made studying extremely tedious and frustrating. \\n\\nHoping the WSB changes this course structure entirely very soon, but for now I'd avoid.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-10 02:23:34 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6e21099a821eca4c0993e8ec\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMjMzNjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Idk why I didn't trust the reviews. I don't know how this guy is able to be a professor. Worst professor at the B school. Lecture slides are a joke and all you have to study for exams. Missed a class and emailed him asking what I missed. He wrote an aggressive email telling me I shouldn't miss class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-09 19:47:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc9d430147304985cfad9138\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDgwOTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Tests are based off of the slides which don't make any sense. Remi is not good at explaining things. Makes everything way more confusing. Also very hard to find anything online that would help you study since he comes up with the classwork. Also doesn't have office hours and doesn't want to engage with students outside of class time.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-10 04:58:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"756dec7d27ec9b705a5c00f1\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDg0MTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"}],\"evidence_count\":6,\"review_ids\":[\"7b716e92c71b3c838767480a\",\"a92107c5a5df687d447d8313\",\"0d0017253848ae1c9cb1faaf\",\"6e21099a821eca4c0993e8ec\",\"bc9d430147304985cfad9138\",\"756dec7d27ec9b705a5c00f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2140948\",\"name\":\"Paul Hoban\"},{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Exams are described as hard, time-crunching, and based on confusing lecture slides. Grades are often low, and grading is perceived as unfair by some students.\"}]}","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_412bfa78215919930228ef5e","course_id":"GENBUS 307","catalog_version_id":"03c50177a4b9a4f766a16c03e8f09e3d0b4e2e96b34d47b52188c9fd5c9c22e3","record_version_id":"b46d91230bfdb37e97a993cb7e6d96258eb306468a9316c35e761156f90629d3","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a3b80fc11f954616aceeb28e4b828cfdca91d071b9ac79107dbdb7c027745449","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"5149f40494c300fcf97e2284338e60a6bcd504a79ba991384dd92a77cb0f734f\",\"course_id\":\"GENBUS 307\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6dd8f9da2479f38c271bd441\",\"message\":\"Summary generation failed\",\"name\":\"Michael Hernke\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2096219\",\"summary\":[{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 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Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_5a42faf06d211f203d2baebc\",\"message\":\"No course-specific reviews available\",\"name\":\"Sung Kim\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:1839337\",\"summary\":[{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 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Includes jointly taught sections.\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_6dd8f9da2479f38c271bd441\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 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Spring 2025, Fall 2025, Spring 2026. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 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This is a tough class and he goes through material pretty quickly, but is very patient and helpful during practice days. He is very passionate about what he is teaching, and uses stories to make sure we understand the importance of what we are learning.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-05-11 10:09:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c3db6d02aed139f6ebc26b7\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Amazing professor. The class is tough but he's probably one of the most patient, helpful, understanding professors I've ever seen. I struggled a lot during this class because of personal things and he noticed enough to reach out personally and ask me if I needed an extension for my exam - I was able to pass the class thanks to his understanding.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-08-07 16:17:07 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0d61109821e5f4419cd33dfb\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4NTkyNTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Professor Daviet is horrible, avoid him if you can. He wants to make everything unnecessary difficult for no reason. \",\"course_id\":\"GENBUS 307\",\"date\":\"2022-05-22 00:32:13 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"1b15ffac55167bbdbe04d25a\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2Mzg4NDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Remi isn't available outside of class, as he doesn't offer office hours. He just reads directly off the slide and provides no further context. Even the TAs agree that he overcomplicates the material, and the TAs told me that they do not understand the material themselves, since it's Phd level material. Worst professor in the entire bschool\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-04-21 19:14:57 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5ca1aac3e49627b14b51e3bd\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwOTkzODky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Remi is hands down the worst professor I have had at UW-Madison. His lecture slides are horribly written, he is practically impossible to reach the moment lecture is over, he doesn't give any practice material,TAs don't even know whats going on, and he tries to teach PhD-level material. My only word of advice is to never take a class with Remi.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-01 22:17:39 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de0a3ba54c6c621128d43480\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTI1NzYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"genuinely worst professor ever. the only two positive reviews on here were obviously written by him. Im either going to get an AB or an A, but regardless, NEVER TAKE A CLASS WITH REMI DAVIET\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-03 20:31:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"7f7302ea33de4a5714608a6d\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTQ2NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Idk why I didn't trust the reviews. I don't know how this guy is able to be a professor. Worst professor at the B school. Lecture slides are a joke and all you have to study for exams. Missed a class and emailed him asking what I missed. He wrote an aggressive email telling me I shouldn't miss class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-09 19:47:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc9d430147304985cfad9138\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDgwOTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Tests are based off of the slides which don't make any sense. Remi is not good at explaining things. Makes everything way more confusing. Also very hard to find anything online that would help you study since he comes up with the classwork. Also doesn't have office hours and doesn't want to engage with students outside of class time.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-10 04:58:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"756dec7d27ec9b705a5c00f1\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDg0MTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"}],\"evidence_count\":8,\"review_ids\":[\"8c3db6d02aed139f6ebc26b7\",\"0d61109821e5f4419cd33dfb\",\"1b15ffac55167bbdbe04d25a\",\"5ca1aac3e49627b14b51e3bd\",\"de0a3ba54c6c621128d43480\",\"7f7302ea33de4a5714608a6d\",\"bc9d430147304985cfad9138\",\"756dec7d27ec9b705a5c00f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2096219\",\"name\":\"Michael Hernke\"},{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor. Some professors are described as patient, helpful, and passionate, while others are criticized for unclear lectures, confusing slides, and lack of support.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Hernke is a solid professor. This is a tough class and he goes through material pretty quickly, but is very patient and helpful during practice days. He is very passionate about what he is teaching, and uses stories to make sure we understand the importance of what we are learning.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-05-11 10:09:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c3db6d02aed139f6ebc26b7\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Most of the class was composed of completing weekly activities. One day of the week is lecture and the other is working inside the computer lab. You can work with other students so the activities aren't too difficult. Just takes a lot of outside prep work. Watch the online videos and take notes. The reading isn't that beneficial for the class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-11 15:03:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ecb9ee90fc761865b2b9d334\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI5Nzg0NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"I liked Paul a lot more than the prof for the 2nd half of the course (they switch). 25% of your grade comes from the weekly CLC activities, 50% comes from the 2 exams, 20% comes from the 2 hw assignments, and 5% comes from the weekly quizzes (very simple). Exams are hard, the average for the midterm was a D. Hard class, but doable. Easier than 306!\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-19 11:52:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7b716e92c71b3c838767480a\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"Gen bus 307 is the worst class I have taken at Madison and it's not even close. I don't even know what this class is supposed to teach you and remi makes it so tedious for no reason. The activities in this class are super easy, but the exams, hell no. The averages are so low and the grade cutoffs are not in your favor so he def gonna have to curve.\",\"course_id\":\"GENBUS 307\",\"date\":\"2024-05-11 02:28:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0d0017253848ae1c9cb1faaf\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5NDM2MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"I worked really hard and thought I would end up with a fine grade and ending getting a horrible grade for the amount of work I put into the class. Totally not fair. Would never take a class with him again.\",\"course_id\":\"GENBUS 307\",\"date\":\"2022-12-24 02:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1c0c4b27019b7b9ea474b8bf\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjM2NzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"}],\"evidence_count\":5,\"review_ids\":[\"8c3db6d02aed139f6ebc26b7\",\"ecb9ee90fc761865b2b9d334\",\"7b716e92c71b3c838767480a\",\"0d0017253848ae1c9cb1faaf\",\"1c0c4b27019b7b9ea474b8bf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2096219\",\"name\":\"Michael Hernke\"},{\"id\":\"rmp:2140948\",\"name\":\"Paul Hoban\"},{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"negative\",\"summary\":\"The course is widely considered tough and demanding, requiring significant outside preparation, weekly activities, and extensive studying for exams that often have low average scores.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I liked Paul a lot more than the prof for the 2nd half of the course (they switch). 25% of your grade comes from the weekly CLC activities, 50% comes from the 2 exams, 20% comes from the 2 hw assignments, and 5% comes from the weekly quizzes (very simple). Exams are hard, the average for the midterm was a D. Hard class, but doable. Easier than 306!\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-19 11:52:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7b716e92c71b3c838767480a\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"His lectures were fairly interactive even in this virtual format. I think he does a pretty good job of explaining the concepts. He is a bit of a hardo though and over the top in what he expects you to know for certain concepts. His midterm is a time crunch, so make sure to do his practice exams. I made silly mistakes on the midterm. Practice SQL\",\"course_id\":\"GENBUS 307\",\"date\":\"2021-05-12 03:29:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a92107c5a5df687d447d8313\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0NzcxNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"Gen bus 307 is the worst class I have taken at Madison and it's not even close. I don't even know what this class is supposed to teach you and remi makes it so tedious for no reason. The activities in this class are super easy, but the exams, hell no. The averages are so low and the grade cutoffs are not in your favor so he def gonna have to curve.\",\"course_id\":\"GENBUS 307\",\"date\":\"2024-05-11 02:28:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0d0017253848ae1c9cb1faaf\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5NDM2MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Not great. He is clearly very knowledgeable and extremely intelligent, but the lecture slides were a mess, and since tests were purely based off of those it made studying extremely tedious and frustrating. \\n\\nHoping the WSB changes this course structure entirely very soon, but for now I'd avoid.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-10 02:23:34 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6e21099a821eca4c0993e8ec\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMjMzNjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Idk why I didn't trust the reviews. I don't know how this guy is able to be a professor. Worst professor at the B school. Lecture slides are a joke and all you have to study for exams. Missed a class and emailed him asking what I missed. He wrote an aggressive email telling me I shouldn't miss class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-09 19:47:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc9d430147304985cfad9138\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDgwOTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Tests are based off of the slides which don't make any sense. Remi is not good at explaining things. Makes everything way more confusing. Also very hard to find anything online that would help you study since he comes up with the classwork. Also doesn't have office hours and doesn't want to engage with students outside of class time.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-10 04:58:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"756dec7d27ec9b705a5c00f1\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDg0MTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"}],\"evidence_count\":6,\"review_ids\":[\"7b716e92c71b3c838767480a\",\"a92107c5a5df687d447d8313\",\"0d0017253848ae1c9cb1faaf\",\"6e21099a821eca4c0993e8ec\",\"bc9d430147304985cfad9138\",\"756dec7d27ec9b705a5c00f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2140948\",\"name\":\"Paul Hoban\"},{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Exams are described as hard, time-crunching, and based on confusing lecture slides. Grades are often low, and grading is perceived as unfair by some students.\"}]}","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_412bfa78215919930228ef5e","course_id":"GENBUS 307","catalog_version_id":"03c50177a4b9a4f766a16c03e8f09e3d0b4e2e96b34d47b52188c9fd5c9c22e3","record_version_id":"b46d91230bfdb37e97a993cb7e6d96258eb306468a9316c35e761156f90629d3","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"4a109ac8776274bbd9739222952d3c42850cbac2e1a17ef36f653b694c80e9fd","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"5149f40494c300fcf97e2284338e60a6bcd504a79ba991384dd92a77cb0f734f\",\"course_id\":\"GENBUS 307\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6dd8f9da2479f38c271bd441\",\"message\":null,\"name\":\"Michael Hernke\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2096219\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2017-05-11 10:09:14 +0000 UTC\",\"review_id\":\"8c3db6d02aed139f6ebc26b7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2017-08-07 16:17:07 +0000 UTC\",\"review_id\":\"0d61109821e5f4419cd33dfb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTI4NTkyNTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2025-05-07 23:32:43 +0000 UTC\",\"review_id\":\"74dc5469174bb2653cfe324a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTQxMjAyNDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2025-06-08 20:26:51 +0000 UTC\",\"review_id\":\"2454b516ed5573b562ea8be5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTQxNDE0ODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"}],\"text\":\"Michael Hernke is described as patient, helpful, and passionate, using stories to engage students and offering accommodations for personal struggles. Reviewers appreciate his unique, engaging lecturing style and his desire to see students succeed.\"},{\"citations\":[{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2021-05-01 21:54:07 +0000 UTC\",\"review_id\":\"5e07e6962c00622cfb4200e2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTM0Njc3MTc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2022-12-24 02:31:34 +0000 UTC\",\"review_id\":\"1c0c4b27019b7b9ea474b8bf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTM3MjM2NzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"}],\"text\":\"Some students find his recorded lectures boring and dull, preferring in-person instruction. Others report unfair grading despite hard work, leading to negative experiences and warnings against taking his class.\"},{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.37 GPA, 69.0% A/AB (n=287 letter grades); Fall 2025: 3.23 GPA, 62.3% A/AB (n=451 letter grades); Spring 2026: 3.27 GPA, 64.6% A/AB (n=206 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_5a42faf06d211f203d2baebc\",\"message\":\"No course-specific reviews available\",\"name\":\"Sung Kim\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:1839337\",\"summary\":[{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 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Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2017-05-11 10:09:14 +0000 UTC\",\"review_id\":\"8c3db6d02aed139f6ebc26b7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2021-05-20 06:19:03 +0000 UTC\",\"review_id\":\"6fc753b48601b2979e640621\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTM0ODMwNTk4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2025-06-08 20:26:51 +0000 UTC\",\"review_id\":\"2454b516ed5573b562ea8be5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTQxNDE0ODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"}],\"text\":\"The class is tough with fast-paced material. Students must practice Excel skills and complete participation activities independently. Reviewers disagree on the final exam's impact, calling it easy or insufficient for top grades.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Paul Hoban\",\"review_date\":\"2018-04-11 15:03:12 +0000 UTC\",\"review_id\":\"ecb9ee90fc761865b2b9d334\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2140948\",\"source_review_id\":\"UmF0aW5nLTI5Nzg0NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\",\"type\":\"review\"},{\"instructor_name\":\"Paul Hoban\",\"review_date\":\"2018-04-19 11:52:23 +0000 UTC\",\"review_id\":\"7b716e92c71b3c838767480a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2140948\",\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\",\"type\":\"review\"},{\"instructor_name\":\"Paul Hoban\",\"review_date\":\"2021-05-12 03:29:55 +0000 UTC\",\"review_id\":\"a92107c5a5df687d447d8313\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2140948\",\"source_review_id\":\"UmF0aW5nLTM0NzcxNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\",\"type\":\"review\"}],\"text\":\"Paul Hoban taught this course historically, with reviews noting his interactive lectures and clear concept explanations. Students found the class hard due to difficult exams and significant outside prep work, though some found the activities manageable with peer collaboration.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2017-05-11 10:09:14 +0000 UTC\",\"review_id\":\"8c3db6d02aed139f6ebc26b7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2017-08-07 16:17:07 +0000 UTC\",\"review_id\":\"0d61109821e5f4419cd33dfb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTI4NTkyNTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2021-05-01 21:54:07 +0000 UTC\",\"review_id\":\"5e07e6962c00622cfb4200e2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTM0Njc3MTc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2022-12-24 02:31:34 +0000 UTC\",\"review_id\":\"1c0c4b27019b7b9ea474b8bf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTM3MjM2NzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2025-05-07 23:32:43 +0000 UTC\",\"review_id\":\"74dc5469174bb2653cfe324a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTQxMjAyNDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2025-06-08 20:26:51 +0000 UTC\",\"review_id\":\"2454b516ed5573b562ea8be5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTQxNDE0ODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"}],\"text\":\"Michael Hernke is described as patient, passionate, and accommodating, with students noting his unique and engaging lecturing style. Conversely, one reviewer found his recorded lectures dull and another reported an unfair grading experience despite hard work.\"},{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.31 GPA, 64.2% A/AB (n=425 letter grades); Fall 2025: 3.23 GPA, 62.3% A/AB (n=451 letter grades); Spring 2026: 3.22 GPA, 58.9% A/AB (n=419 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2017-08-07 16:17:07 +0000 UTC\",\"review_id\":\"0d61109821e5f4419cd33dfb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTI4NTkyNTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2022-12-24 02:31:34 +0000 UTC\",\"review_id\":\"1c0c4b27019b7b9ea474b8bf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTM3MjM2NzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2025-05-07 23:32:43 +0000 UTC\",\"review_id\":\"74dc5469174bb2653cfe324a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTQxMjAyNDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"}],\"text\":\"Hernke is noted for being accommodating regarding exams and assignments, sometimes offering extensions for personal struggles. Conversely, one student reported a horrible grade despite significant effort, describing the experience as totally unfair.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 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Emphasis on hypothesis testing and regression analysis and include an introduction to simulation methods.\"}],\"text\":\"Quantitative intuition and statistical methods including probability, hypothesis testing, regression, and simulation.\"}],\"search_phrases\":[\"predictive analytics\",\"prescriptive analytics\",\"optimization tools\",\"decision models\",\"forecasting outcomes\",\"business analytics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Emphasis on hands-on experience with many commonly used analytic methodologies using the modeling and optimization tools available on almost every professional desktop.\"}],\"text\":\"Applying modeling and optimization tools for analytic methodologies.\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Predictive approaches use historical data to infer causal relationships and forecast future outcomes from a given action.\"}],\"text\":\"Inferring causal relationships and forecasting future outcomes.\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Prescriptive methods take this a step further, helping managers formulate decision models that identify optimal actions given a set of circumstances.\"}],\"text\":\"Formulating decision models to identify optimal actions.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"title\",\"quote\":\"BUSINESS ANALYTICS II\"},{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"The focus is predictive and prescriptive analytics.\"}],\"text\":\"Business Analytics II focuses on predictive and prescriptive analytics using modeling and optimization tools.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Predictive approaches use historical data to infer causal relationships and forecast future outcomes from a given action.\"}],\"text\":\"Predictive analytics and causal inference.\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"Prescriptive methods take this a step further, helping managers formulate decision models that identify optimal actions given a set of circumstances.\"}],\"text\":\"Prescriptive analytics and decision modeling.\"},{\"evidence\":[{\"course_id\":\"GENBUS 307\",\"field\":\"description\",\"quote\":\"modeling and optimization tools\"}],\"text\":\"Modeling and optimization tools.\"}]}","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_412bfa78215919930228ef5e","course_id":"GENBUS 307","catalog_version_id":"03c50177a4b9a4f766a16c03e8f09e3d0b4e2e96b34d47b52188c9fd5c9c22e3","record_version_id":"b46d91230bfdb37e97a993cb7e6d96258eb306468a9316c35e761156f90629d3","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"5dea488d671c54feecb6b0b79599cfe970f83748f82a35bba6aca341f231e064","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Hernke is a solid professor. This is a tough class and he goes through material pretty quickly, but is very patient and helpful during practice days. He is very passionate about what he is teaching, and uses stories to make sure we understand the importance of what we are learning.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-05-11 10:09:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c3db6d02aed139f6ebc26b7\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Amazing professor. The class is tough but he's probably one of the most patient, helpful, understanding professors I've ever seen. I struggled a lot during this class because of personal things and he noticed enough to reach out personally and ask me if I needed an extension for my exam - I was able to pass the class thanks to his understanding.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-08-07 16:17:07 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0d61109821e5f4419cd33dfb\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4NTkyNTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Professor Daviet is horrible, avoid him if you can. He wants to make everything unnecessary difficult for no reason. \",\"course_id\":\"GENBUS 307\",\"date\":\"2022-05-22 00:32:13 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"1b15ffac55167bbdbe04d25a\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2Mzg4NDg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Remi isn't available outside of class, as he doesn't offer office hours. He just reads directly off the slide and provides no further context. Even the TAs agree that he overcomplicates the material, and the TAs told me that they do not understand the material themselves, since it's Phd level material. Worst professor in the entire bschool\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-04-21 19:14:57 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5ca1aac3e49627b14b51e3bd\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwOTkzODky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Remi is hands down the worst professor I have had at UW-Madison. His lecture slides are horribly written, he is practically impossible to reach the moment lecture is over, he doesn't give any practice material,TAs don't even know whats going on, and he tries to teach PhD-level material. My only word of advice is to never take a class with Remi.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-01 22:17:39 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de0a3ba54c6c621128d43480\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTI1NzYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"genuinely worst professor ever. the only two positive reviews on here were obviously written by him. Im either going to get an AB or an A, but regardless, NEVER TAKE A CLASS WITH REMI DAVIET\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-03 20:31:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"7f7302ea33de4a5714608a6d\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMTQ2NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Idk why I didn't trust the reviews. I don't know how this guy is able to be a professor. Worst professor at the B school. Lecture slides are a joke and all you have to study for exams. Missed a class and emailed him asking what I missed. He wrote an aggressive email telling me I shouldn't miss class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-09 19:47:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc9d430147304985cfad9138\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDgwOTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Tests are based off of the slides which don't make any sense. Remi is not good at explaining things. Makes everything way more confusing. Also very hard to find anything online that would help you study since he comes up with the classwork. Also doesn't have office hours and doesn't want to engage with students outside of class time.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-10 04:58:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"756dec7d27ec9b705a5c00f1\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDg0MTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"}],\"evidence_count\":8,\"review_ids\":[\"8c3db6d02aed139f6ebc26b7\",\"0d61109821e5f4419cd33dfb\",\"1b15ffac55167bbdbe04d25a\",\"5ca1aac3e49627b14b51e3bd\",\"de0a3ba54c6c621128d43480\",\"7f7302ea33de4a5714608a6d\",\"bc9d430147304985cfad9138\",\"756dec7d27ec9b705a5c00f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2096219\",\"name\":\"Michael Hernke\"},{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor. Some professors are described as patient, helpful, and passionate, while others are criticized for unclear lectures, confusing slides, and lack of support.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Hernke is a solid professor. This is a tough class and he goes through material pretty quickly, but is very patient and helpful during practice days. He is very passionate about what he is teaching, and uses stories to make sure we understand the importance of what we are learning.\",\"course_id\":\"GENBUS 307\",\"date\":\"2017-05-11 10:09:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c3db6d02aed139f6ebc26b7\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"},{\"comment\":\"Most of the class was composed of completing weekly activities. One day of the week is lecture and the other is working inside the computer lab. You can work with other students so the activities aren't too difficult. Just takes a lot of outside prep work. Watch the online videos and take notes. The reading isn't that beneficial for the class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-11 15:03:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ecb9ee90fc761865b2b9d334\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI5Nzg0NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"I liked Paul a lot more than the prof for the 2nd half of the course (they switch). 25% of your grade comes from the weekly CLC activities, 50% comes from the 2 exams, 20% comes from the 2 hw assignments, and 5% comes from the weekly quizzes (very simple). Exams are hard, the average for the midterm was a D. Hard class, but doable. Easier than 306!\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-19 11:52:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7b716e92c71b3c838767480a\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"Gen bus 307 is the worst class I have taken at Madison and it's not even close. I don't even know what this class is supposed to teach you and remi makes it so tedious for no reason. The activities in this class are super easy, but the exams, hell no. The averages are so low and the grade cutoffs are not in your favor so he def gonna have to curve.\",\"course_id\":\"GENBUS 307\",\"date\":\"2024-05-11 02:28:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0d0017253848ae1c9cb1faaf\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5NDM2MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"I worked really hard and thought I would end up with a fine grade and ending getting a horrible grade for the amount of work I put into the class. Totally not fair. Would never take a class with him again.\",\"course_id\":\"GENBUS 307\",\"date\":\"2022-12-24 02:31:34 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1c0c4b27019b7b9ea474b8bf\",\"instructor_id\":\"rmp:2096219\",\"instructor_name\":\"Michael Hernke\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjM2NzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\"}],\"evidence_count\":5,\"review_ids\":[\"8c3db6d02aed139f6ebc26b7\",\"ecb9ee90fc761865b2b9d334\",\"7b716e92c71b3c838767480a\",\"0d0017253848ae1c9cb1faaf\",\"1c0c4b27019b7b9ea474b8bf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2096219\",\"name\":\"Michael Hernke\"},{\"id\":\"rmp:2140948\",\"name\":\"Paul Hoban\"},{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2017\"},\"sentiment\":\"negative\",\"summary\":\"The course is widely considered tough and demanding, requiring significant outside preparation, weekly activities, and extensive studying for exams that often have low average scores.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I liked Paul a lot more than the prof for the 2nd half of the course (they switch). 25% of your grade comes from the weekly CLC activities, 50% comes from the 2 exams, 20% comes from the 2 hw assignments, and 5% comes from the weekly quizzes (very simple). Exams are hard, the average for the midterm was a D. Hard class, but doable. Easier than 306!\",\"course_id\":\"GENBUS 307\",\"date\":\"2018-04-19 11:52:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7b716e92c71b3c838767480a\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI5ODQxNjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"His lectures were fairly interactive even in this virtual format. I think he does a pretty good job of explaining the concepts. He is a bit of a hardo though and over the top in what he expects you to know for certain concepts. His midterm is a time crunch, so make sure to do his practice exams. I made silly mistakes on the midterm. Practice SQL\",\"course_id\":\"GENBUS 307\",\"date\":\"2021-05-12 03:29:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a92107c5a5df687d447d8313\",\"instructor_id\":\"rmp:2140948\",\"instructor_name\":\"Paul Hoban\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0NzcxNDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2140948\"},{\"comment\":\"Gen bus 307 is the worst class I have taken at Madison and it's not even close. I don't even know what this class is supposed to teach you and remi makes it so tedious for no reason. The activities in this class are super easy, but the exams, hell no. The averages are so low and the grade cutoffs are not in your favor so he def gonna have to curve.\",\"course_id\":\"GENBUS 307\",\"date\":\"2024-05-11 02:28:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"0d0017253848ae1c9cb1faaf\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5NDM2MjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Not great. He is clearly very knowledgeable and extremely intelligent, but the lecture slides were a mess, and since tests were purely based off of those it made studying extremely tedious and frustrating. \\n\\nHoping the WSB changes this course structure entirely very soon, but for now I'd avoid.\",\"course_id\":\"GENBUS 307\",\"date\":\"2025-05-10 02:23:34 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6e21099a821eca4c0993e8ec\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMjMzNjE4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Idk why I didn't trust the reviews. I don't know how this guy is able to be a professor. Worst professor at the B school. Lecture slides are a joke and all you have to study for exams. Missed a class and emailed him asking what I missed. He wrote an aggressive email telling me I shouldn't miss class.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-09 19:47:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc9d430147304985cfad9138\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDgwOTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"},{\"comment\":\"Tests are based off of the slides which don't make any sense. Remi is not good at explaining things. Makes everything way more confusing. Also very hard to find anything online that would help you study since he comes up with the classwork. Also doesn't have office hours and doesn't want to engage with students outside of class time.\",\"course_id\":\"GENBUS 307\",\"date\":\"2026-05-10 04:58:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"756dec7d27ec9b705a5c00f1\",\"instructor_id\":\"rmp:2799295\",\"instructor_name\":\"Remi Daviet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQzMDg0MTA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2799295\"}],\"evidence_count\":6,\"review_ids\":[\"7b716e92c71b3c838767480a\",\"a92107c5a5df687d447d8313\",\"0d0017253848ae1c9cb1faaf\",\"6e21099a821eca4c0993e8ec\",\"bc9d430147304985cfad9138\",\"756dec7d27ec9b705a5c00f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2140948\",\"name\":\"Paul Hoban\"},{\"id\":\"rmp:2799295\",\"name\":\"Remi Daviet\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Exams are described as hard, time-crunching, and based on confusing lecture slides. Grades are often low, and grading is perceived as unfair by some students.\"}]}","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_412bfa78215919930228ef5e","course_id":"GENBUS 307","catalog_version_id":"03c50177a4b9a4f766a16c03e8f09e3d0b4e2e96b34d47b52188c9fd5c9c22e3","record_version_id":"b46d91230bfdb37e97a993cb7e6d96258eb306468a9316c35e761156f90629d3","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"5dea488d671c54feecb6b0b79599cfe970f83748f82a35bba6aca341f231e064","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"5149f40494c300fcf97e2284338e60a6bcd504a79ba991384dd92a77cb0f734f\",\"course_id\":\"GENBUS 307\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6dd8f9da2479f38c271bd441\",\"message\":null,\"name\":\"Michael Hernke\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2096219\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2017-05-11 10:09:14 +0000 UTC\",\"review_id\":\"8c3db6d02aed139f6ebc26b7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTI4MjgzOTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2017-08-07 16:17:07 +0000 UTC\",\"review_id\":\"0d61109821e5f4419cd33dfb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTI4NTkyNTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2025-05-07 23:32:43 +0000 UTC\",\"review_id\":\"74dc5469174bb2653cfe324a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTQxMjAyNDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2025-06-08 20:26:51 +0000 UTC\",\"review_id\":\"2454b516ed5573b562ea8be5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTQxNDE0ODQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"}],\"text\":\"Michael Hernke is described as patient, helpful, and passionate, using stories to engage students and offering accommodations for personal struggles. Reviewers appreciate his unique, engaging lecturing style and his desire to see students succeed.\"},{\"citations\":[{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2021-05-01 21:54:07 +0000 UTC\",\"review_id\":\"5e07e6962c00622cfb4200e2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTM0Njc3MTc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"},{\"instructor_name\":\"Michael Hernke\",\"review_date\":\"2022-12-24 02:31:34 +0000 UTC\",\"review_id\":\"1c0c4b27019b7b9ea474b8bf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2096219\",\"source_review_id\":\"UmF0aW5nLTM3MjM2NzAz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2096219\",\"type\":\"review\"}],\"text\":\"Some students find his recorded lectures boring and dull, preferring in-person instruction. Others report unfair grading despite hard work, leading to negative experiences and warnings against taking his class.\"},{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.37 GPA, 69.0% A/AB (n=287 letter grades); Fall 2025: 3.23 GPA, 62.3% A/AB (n=451 letter grades); Spring 2026: 3.27 GPA, 64.6% A/AB (n=206 letter grades). 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 307\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"source_record\":{\"entity_id\":\"2c7e85a2-1e03-3901-951a-10b485ce7be9\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"GENBUS 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