[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"a97a6456decd19b6b915c2a019d68bbdef1e2ad13f5af083f2765e1b0d8512ad","record_version_id":"6756f7fb1072da40c067365af6ddbbe98752b00a28f34c24f6208a65bc6e99be","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"66980715c48f82ca17ae0d82ae3221aff880f59d33b59d7a40d7fcadd99f2b6a","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"OTM\"],\"timing\":\"prior\"},\"evidence\":\"OTM 300\",\"id\":\"req-1\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"req-1\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"a97a6456decd19b6b915c2a019d68bbdef1e2ad13f5af083f2765e1b0d8512ad","record_version_id":"6756f7fb1072da40c067365af6ddbbe98752b00a28f34c24f6208a65bc6e99be","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"66980715c48f82ca17ae0d82ae3221aff880f59d33b59d7a40d7fcadd99f2b6a","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Analyze large and complex data sets to find patterns, identify key improvements, and substantiate improvement choices in process improvement projects.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"label\":\"data-analysis\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"label\":\"writing\"}],\"assumed_background\":[],\"search_phrases\":[\"business process improvement\",\"root cause analysis\",\"continuous improvement tools\",\"project management methodologies\",\"eliminate waste\",\"process improvement projects\",\"operations management\",\"strategic thinking\",\"multi-year improvement strategies\",\"cross-functional organizational activities\",\"production administrative distribution service functions\",\"manage and improve business processes\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Explain how to use root cause analysis to deconstruct a complex problem.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Use root cause analysis to deconstruct complex problems\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Identify and apply continuous improvement tools and techniques to production, administrative, distribution, and service-related functions.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Apply continuous improvement tools to production, administrative, distribution, and service functions\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Demonstrate strategic thinking and project management methodologies to establish and measure multi-year improvement strategies to reach a desired future state.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Establish and measure multi-year improvement strategies using strategic thinking and project management methodologies\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Create improvement loops to maximize value, eliminate waste and reach an ideal future state for cross-functional organizational activities.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Create improvement loops to maximize value and eliminate waste in cross-functional activities\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Analyze large and complex data sets to find patterns, identify key improvements, and substantiate improvement choices in process improvement projects.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Analyze large and complex data sets to identify key improvements and substantiate choices\"}],\"summary\":{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"title\",\"quote\":\"BUSINESS PROCESS IMPROVEMENT\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"},{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Business Process Improvement covers terminology, concepts, principles, and techniques for managing and improving business processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Terminology, concepts, principles, and techniques for managing and improving business processes\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Explain how to use root cause analysis to deconstruct a complex problem.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Root cause analysis for deconstructing complex problems\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Identify and apply continuous improvement tools and techniques to production, administrative, distribution, and service-related functions.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Continuous improvement tools applied to production, administrative, distribution, and service functions\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Demonstrate strategic thinking and project management methodologies to establish and measure multi-year improvement strategies to reach a desired future state.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Strategic thinking and project management for multi-year improvement strategies\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Create improvement loops to maximize value, eliminate waste and reach an ideal future state for cross-functional organizational activities.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Improvement loops for maximizing value and eliminating waste in cross-functional activities\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Analyze large and complex data sets to find patterns, identify key improvements, and substantiate improvement choices in process improvement projects.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Data set analysis for pattern recognition and substantiating improvement choices\"}]}","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_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"a97a6456decd19b6b915c2a019d68bbdef1e2ad13f5af083f2765e1b0d8512ad","record_version_id":"6756f7fb1072da40c067365af6ddbbe98752b00a28f34c24f6208a65bc6e99be","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"66980715c48f82ca17ae0d82ae3221aff880f59d33b59d7a40d7fcadd99f2b6a","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Boeder's class was the MOST confusing, frustrating and pointless class I have ever taken at UW. He assigns group projects based on his &quot;work&quot; experience in a small factory from the 1990's. He provides little to no guidance and rambles on endlessly in class. Luckily, attendance is mandatory so bing extra work. Good luck!\",\"course_id\":\"OTM 351\",\"date\":\"2019-12-13 18:51:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"00e171ce8b63e0915fa91afd\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The other review was spot on with describing prof Boeder. The lectures are super boring and outdated. There is a group project due every week that is pointless and barely described how to do in lecture. It is so time consuming and usually based on fictional events not related to business processes. I seriously feel like I learned nothing from class\",\"course_id\":\"OTM 351\",\"date\":\"2020-10-20 22:18:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dbe1707f6926f2dce71cd891\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Outdated content, really long boring lectures, prof doesn't invite participation. this class could really use a revamp.\",\"course_id\":\"OTM 351\",\"date\":\"2021-12-14 22:17:11 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3ce038f0fc08513292a2a0ea\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NTI0Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Steve seems to be a nice guy, but these reviews are spot on. Attendance is mandatory, and the lectures are extremely boring. Confusing group projects will make up your grade. You wont learn anything of value as content is outdated. Reminds me of an elective class in high school.\",\"course_id\":\"OTM 351\",\"date\":\"2022-10-04 20:12:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c54611af9109a0d8a9a56f32\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The longest, most unnecessary lectures straight out of the 1990's with mandatory attendance all amounting to a few group projects that didn't lead to any learning. A severely outdated course that I can truly say is the worst I've taken at the university.\",\"course_id\":\"OTM 351\",\"date\":\"2022-12-19 00:43:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"50c42de9074a6b4c5e590cb2\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"}],\"evidence_count\":5,\"review_ids\":[\"00e171ce8b63e0915fa91afd\",\"dbe1707f6926f2dce71cd891\",\"3ce038f0fc08513292a2a0ea\",\"c54611af9109a0d8a9a56f32\",\"50c42de9074a6b4c5e590cb2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2554824\",\"summary\":\"Cited reviews criticize Steve Boeder for confusing, boring, and outdated lectures with little guidance.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Prof. Boeder's class was the MOST confusing, frustrating and pointless class I have ever taken at UW. He assigns group projects based on his &quot;work&quot; experience in a small factory from the 1990's. He provides little to no guidance and rambles on endlessly in class. Luckily, attendance is mandatory so bing extra work. Good luck!\",\"course_id\":\"OTM 351\",\"date\":\"2019-12-13 18:51:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"00e171ce8b63e0915fa91afd\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The other review was spot on with describing prof Boeder. The lectures are super boring and outdated. There is a group project due every week that is pointless and barely described how to do in lecture. It is so time consuming and usually based on fictional events not related to business processes. I seriously feel like I learned nothing from class\",\"course_id\":\"OTM 351\",\"date\":\"2020-10-20 22:18:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dbe1707f6926f2dce71cd891\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Steve seems to be a nice guy, but these reviews are spot on. Attendance is mandatory, and the lectures are extremely boring. Confusing group projects will make up your grade. You wont learn anything of value as content is outdated. Reminds me of an elective class in high school.\",\"course_id\":\"OTM 351\",\"date\":\"2022-10-04 20:12:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c54611af9109a0d8a9a56f32\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The longest, most unnecessary lectures straight out of the 1990's with mandatory attendance all amounting to a few group projects that didn't lead to any learning. A severely outdated course that I can truly say is the worst I've taken at the university.\",\"course_id\":\"OTM 351\",\"date\":\"2022-12-19 00:43:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"50c42de9074a6b4c5e590cb2\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"}],\"evidence_count\":4,\"review_ids\":[\"00e171ce8b63e0915fa91afd\",\"dbe1707f6926f2dce71cd891\",\"c54611af9109a0d8a9a56f32\",\"50c42de9074a6b4c5e590cb2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2554824\",\"summary\":\"Cited reviews describe Steve Boeder's group projects as pointless, vaguely described, and based on fictional events unrelated to business processes.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Expect group projects for every assignment. A lot of the material is somewhat dated, but the ideas presented in class are all relevant to operations management. Steve is a cool dude and is very understanding as well as accessible outside of class.\",\"course_id\":\"OTM 351\",\"date\":\"2021-11-04 01:39:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"28467990ee8bd34f524f97b3\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1MTg5MTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"}],\"evidence_count\":1,\"review_ids\":[\"28467990ee8bd34f524f97b3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2021\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2554824\",\"summary\":\"One reviewer describes Steve Boeder as a cool, understanding, and accessible instructor despite dated material.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Professor Dwight is a great professor and lecturer. He is very helpful during office hours. Be prepared to do a lot of reading from the assigned book. There are no exams, but a few group presentations.\",\"course_id\":\"OTM 351\",\"date\":\"2023-10-09 19:49:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"afe9f558abc07eb32a4a574e\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"I am just not a fan of how the class is structured. There is readings before every lecture and most lectures are just discussing these readings and It gets very boring and dull. He also never gave us any direction for the first group project and just expected us to be on top of it without even explaining or introducing the project in class. \",\"course_id\":\"OTM 351\",\"date\":\"2024-02-10 21:15:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fc711767bced377a282a4c84\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight was a great professor. Very caring about his students. His teaching style is participation/discussion heavy which can take some time to get used to.\",\"course_id\":\"OTM 351\",\"date\":\"2026-05-01 17:39:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"37c6d00e30b6f6a065be2914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTk2NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":3,\"review_ids\":[\"afe9f558abc07eb32a4a574e\",\"fc711767bced377a282a4c84\",\"37c6d00e30b6f6a065be2914\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2935897\",\"summary\":\"Cited reviews note David Dwight's participation-heavy structure; one praises his helpfulness while another finds the lecture-discussion format boring and lacking direction.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Professor Dwight is a great professor and lecturer. He is very helpful during office hours. Be prepared to do a lot of reading from the assigned book. There are no exams, but a few group presentations.\",\"course_id\":\"OTM 351\",\"date\":\"2023-10-09 19:49:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"afe9f558abc07eb32a4a574e\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"The material is a bit dull, but the class is pretty easy since there are barely assignments besides 3 group projects. To get full credit on participation you have to participate 2x a class which he makes doable.  Group projects are vague and he expects a lot which is a bit annoying, but on the 2 I have back so far he graded them leniently. \",\"course_id\":\"OTM 351\",\"date\":\"2024-12-15 20:24:47 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"ee7dacd530b5fee122bacf4a\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight is a really easy guy to get along with. He's pretty strict about participation so talk several times every class if you want to get 100% in participation. There are no exams or anything but there are some homework assignments and 3 big projects. In my opinion, he's been a really tough grader but he will provide feedback if you ask.\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-26 16:14:12 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"063a8165a31b1c0cc1656914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":3,\"review_ids\":[\"afe9f558abc07eb32a4a574e\",\"ee7dacd530b5fee122bacf4a\",\"063a8165a31b1c0cc1656914\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2935897\",\"summary\":\"Cited reviews state David Dwight has no exams but uses group projects and strict participation requirements, with grading perceived as lenient by some and tough by others.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Professor Dwight is a great professor and lecturer. He is very helpful during office hours. Be prepared to do a lot of reading from the assigned book. There are no exams, but a few group presentations.\",\"course_id\":\"OTM 351\",\"date\":\"2023-10-09 19:49:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"afe9f558abc07eb32a4a574e\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Prof Dwight is a really nice guy and I enjoyed the layout of the class because it allowed the class to have a discussion with each other. Participation does matter and it can be hard if you don't like to talk a lot. The group projects have not great instructions and he grades hardly. I think he really does care about his students tho!\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-13 21:12:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9b9fc3be65bce1dc81afb1ac\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight is a really easy guy to get along with. He's pretty strict about participation so talk several times every class if you want to get 100% in participation. There are no exams or anything but there are some homework assignments and 3 big projects. In my opinion, he's been a really tough grader but he will provide feedback if you ask.\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-26 16:14:12 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"063a8165a31b1c0cc1656914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight was a great professor. Very caring about his students. His teaching style is participation/discussion heavy which can take some time to get used to.\",\"course_id\":\"OTM 351\",\"date\":\"2026-05-01 17:39:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"37c6d00e30b6f6a065be2914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTk2NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":4,\"review_ids\":[\"afe9f558abc07eb32a4a574e\",\"9b9fc3be65bce1dc81afb1ac\",\"063a8165a31b1c0cc1656914\",\"37c6d00e30b6f6a065be2914\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2935897\",\"summary\":\"Cited reviews praise David Dwight as a caring, nice professor who is easy to get along with.\"}]}","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_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"a97a6456decd19b6b915c2a019d68bbdef1e2ad13f5af083f2765e1b0d8512ad","record_version_id":"6756f7fb1072da40c067365af6ddbbe98752b00a28f34c24f6208a65bc6e99be","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"66980715c48f82ca17ae0d82ae3221aff880f59d33b59d7a40d7fcadd99f2b6a","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"9387b0949d6ddaf2583a1c092d38d2b3270b6a01d6bd7970e264b86bba9a1842\",\"course_id\":\"OTM 351\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6e9c6a5bd339b7899a228f91\",\"message\":null,\"name\":\"David Dwight\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2935897\",\"summary\":[{\"citations\":[{\"instructor_name\":\"David Dwight\",\"review_date\":\"2023-10-09 19:49:52 +0000 UTC\",\"review_id\":\"afe9f558abc07eb32a4a574e\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-02-10 21:15:37 +0000 UTC\",\"review_id\":\"fc711767bced377a282a4c84\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-12-15 20:24:47 +0000 UTC\",\"review_id\":\"ee7dacd530b5fee122bacf4a\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-13 21:12:12 +0000 UTC\",\"review_id\":\"9b9fc3be65bce1dc81afb1ac\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-26 16:14:12 +0000 UTC\",\"review_id\":\"063a8165a31b1c0cc1656914\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"David Dwight taught without exams, using heavy readings, homework, and three group projects. Students described the material as dull and the project instructions as vague. Opinions split on grading: some felt he was lenient, while others found him tough. Participation was a significant factor, requiring frequent speaking for full credit.\"},{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 87.9% A/AB (n=33 letter grades); Fall 2025: 3.59 GPA, 78.1% A/AB (n=32 letter grades); Spring 2026: 3.48 GPA, 78.3% A/AB (n=23 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-26 16:14:12 +0000 UTC\",\"review_id\":\"063a8165a31b1c0cc1656914\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"There are no exams, but the course includes homework assignments and three big projects. Professor Dwight is strict about participation, requiring students to talk several times every class for full credit.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2019-12-13 18:51:31 +0000 UTC\",\"review_id\":\"00e171ce8b63e0915fa91afd\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2020-10-20 22:18:38 +0000 UTC\",\"review_id\":\"dbe1707f6926f2dce71cd891\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2021-11-04 01:39:37 +0000 UTC\",\"review_id\":\"28467990ee8bd34f524f97b3\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTM1MTg5MTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2021-12-14 22:17:11 +0000 UTC\",\"review_id\":\"3ce038f0fc08513292a2a0ea\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTM1NTI0Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2022-10-04 20:12:37 +0000 UTC\",\"review_id\":\"c54611af9109a0d8a9a56f32\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2022-12-19 00:43:15 +0000 UTC\",\"review_id\":\"50c42de9074a6b4c5e590cb2\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Steve Boeder taught this course with mandatory attendance, long lectures, and weekly group projects. Students described the content as outdated and the projects as confusing, with little guidance provided. While one reviewer found Boeder accessible and the ideas relevant, others felt the class was frustrating and unhelpful.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-13 21:12:12 +0000 UTC\",\"review_id\":\"9b9fc3be65bce1dc81afb1ac\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2026-05-01 17:39:30 +0000 UTC\",\"review_id\":\"37c6d00e30b6f6a065be2914\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQyOTk2NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Professor Dwight teaches a discussion-heavy course that students found caring and engaging, though the participation-focused style can take time to adjust to.\"},{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 87.9% A/AB (n=33 letter grades); Fall 2025: 3.59 GPA, 78.1% A/AB (n=32 letter grades); Spring 2026: 3.48 GPA, 78.3% A/AB (n=23 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-02-10 21:15:37 +0000 UTC\",\"review_id\":\"fc711767bced377a282a4c84\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-12-15 20:24:47 +0000 UTC\",\"review_id\":\"ee7dacd530b5fee122bacf4a\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students found the readings dull and the group project instructions vague, with mixed opinions on whether grading was lenient or tough.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"DAVID DWIGHT is recorded teaching in Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"STEVEN BOEDER is recorded teaching in Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8baf426cc56875f49adb7bfe47f06116075216096a67aba308929841251bf02c","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"OTM\"],\"timing\":\"prior\"},\"evidence\":\"OTM 300\",\"id\":\"n0\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8baf426cc56875f49adb7bfe47f06116075216096a67aba308929841251bf02c","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"OTM 300\",\"field\":\"description\",\"quote\":\"Managing operations and supply chains is about people, information, equipment, and materials and how these are combined to produce and/or deliver goods and services to customers. Emphasis is on how systems and processes can be designed, managed, and improved to achieve operations excellence and competitive advantage.\"}],\"text\":\"Foundations in operations and supply chain management systems and processes.\"}],\"search_phrases\":[\"business process improvement\",\"operations management\",\"process optimization\",\"supply chain basics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\"}],\"text\":\"Managing and improving business processes.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"title\",\"quote\":\"BUSINESS PROCESS IMPROVEMENT\"},{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\"}],\"text\":\"OTM 351 introduces terminology and techniques for managing and improving business processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"terminology, concepts, principles, and techniques for managing and improving business processes\"}],\"text\":\"Business process terminology and concepts.\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"techniques for managing and improving business processes\"}],\"text\":\"Business process improvement techniques.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8baf426cc56875f49adb7bfe47f06116075216096a67aba308929841251bf02c","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3139e88360cb6667b0e2477b981ec4da4e0a627a15339a7a95aa8c8bff61e89f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"OTM\"],\"timing\":\"prior\"},\"evidence\":\"OTM 300\",\"id\":\"n0\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3139e88360cb6667b0e2477b981ec4da4e0a627a15339a7a95aa8c8bff61e89f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"OTM 300\",\"field\":\"description\",\"quote\":\"Managing operations and supply chains is about people, information, equipment, and materials and how these are combined to produce and/or deliver goods and services to customers. Emphasis is on how systems and processes can be designed, managed, and improved to achieve operations excellence and competitive advantage.\"}],\"text\":\"Foundations in operations and supply chain management systems and processes.\"}],\"search_phrases\":[\"business process improvement\",\"operations management\",\"process optimization\",\"supply chain basics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\"}],\"text\":\"Managing and improving business processes.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"title\",\"quote\":\"BUSINESS PROCESS IMPROVEMENT\"},{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\"}],\"text\":\"OTM 351 introduces terminology and techniques for managing and improving business processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"terminology, concepts, principles, and techniques for managing and improving business processes\"}],\"text\":\"Business process terminology and concepts.\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"techniques for managing and improving business processes\"}],\"text\":\"Business process improvement techniques.\"}]}","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_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3139e88360cb6667b0e2477b981ec4da4e0a627a15339a7a95aa8c8bff61e89f","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Boeder's class was the MOST confusing, frustrating and pointless class I have ever taken at UW. He assigns group projects based on his &quot;work&quot; experience in a small factory from the 1990's. He provides little to no guidance and rambles on endlessly in class. Luckily, attendance is mandatory so bing extra work. Good luck!\",\"course_id\":\"OTM 351\",\"date\":\"2019-12-13 18:51:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"00e171ce8b63e0915fa91afd\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The other review was spot on with describing prof Boeder. The lectures are super boring and outdated. There is a group project due every week that is pointless and barely described how to do in lecture. It is so time consuming and usually based on fictional events not related to business processes. I seriously feel like I learned nothing from class\",\"course_id\":\"OTM 351\",\"date\":\"2020-10-20 22:18:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dbe1707f6926f2dce71cd891\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Outdated content, really long boring lectures, prof doesn't invite participation. this class could really use a revamp.\",\"course_id\":\"OTM 351\",\"date\":\"2021-12-14 22:17:11 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3ce038f0fc08513292a2a0ea\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NTI0Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Steve seems to be a nice guy, but these reviews are spot on. Attendance is mandatory, and the lectures are extremely boring. Confusing group projects will make up your grade. You wont learn anything of value as content is outdated. Reminds me of an elective class in high school.\",\"course_id\":\"OTM 351\",\"date\":\"2022-10-04 20:12:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c54611af9109a0d8a9a56f32\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The longest, most unnecessary lectures straight out of the 1990's with mandatory attendance all amounting to a few group projects that didn't lead to any learning. A severely outdated course that I can truly say is the worst I've taken at the university.\",\"course_id\":\"OTM 351\",\"date\":\"2022-12-19 00:43:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"50c42de9074a6b4c5e590cb2\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"}],\"evidence_count\":5,\"review_ids\":[\"00e171ce8b63e0915fa91afd\",\"dbe1707f6926f2dce71cd891\",\"3ce038f0fc08513292a2a0ea\",\"c54611af9109a0d8a9a56f32\",\"50c42de9074a6b4c5e590cb2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"summary\":\"Students frequently describe lectures as boring, outdated, and confusing, with some noting a lack of guidance and participation.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof. Boeder's class was the MOST confusing, frustrating and pointless class I have ever taken at UW. He assigns group projects based on his &quot;work&quot; experience in a small factory from the 1990's. He provides little to no guidance and rambles on endlessly in class. Luckily, attendance is mandatory so bing extra work. Good luck!\",\"course_id\":\"OTM 351\",\"date\":\"2019-12-13 18:51:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"00e171ce8b63e0915fa91afd\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The other review was spot on with describing prof Boeder. The lectures are super boring and outdated. There is a group project due every week that is pointless and barely described how to do in lecture. It is so time consuming and usually based on fictional events not related to business processes. I seriously feel like I learned nothing from class\",\"course_id\":\"OTM 351\",\"date\":\"2020-10-20 22:18:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dbe1707f6926f2dce71cd891\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Expect group projects for every assignment. A lot of the material is somewhat dated, but the ideas presented in class are all relevant to operations management. Steve is a cool dude and is very understanding as well as accessible outside of class.\",\"course_id\":\"OTM 351\",\"date\":\"2021-11-04 01:39:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"28467990ee8bd34f524f97b3\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1MTg5MTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"I am just not a fan of how the class is structured. There is readings before every lecture and most lectures are just discussing these readings and It gets very boring and dull. He also never gave us any direction for the first group project and just expected us to be on top of it without even explaining or introducing the project in class. \",\"course_id\":\"OTM 351\",\"date\":\"2024-02-10 21:15:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fc711767bced377a282a4c84\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"The material is a bit dull, but the class is pretty easy since there are barely assignments besides 3 group projects. To get full credit on participation you have to participate 2x a class which he makes doable.  Group projects are vague and he expects a lot which is a bit annoying, but on the 2 I have back so far he graded them leniently. \",\"course_id\":\"OTM 351\",\"date\":\"2024-12-15 20:24:47 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"ee7dacd530b5fee122bacf4a\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Prof Dwight is a really nice guy and I enjoyed the layout of the class because it allowed the class to have a discussion with each other. Participation does matter and it can be hard if you don't like to talk a lot. The group projects have not great instructions and he grades hardly. I think he really does care about his students tho!\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-13 21:12:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9b9fc3be65bce1dc81afb1ac\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":6,\"review_ids\":[\"00e171ce8b63e0915fa91afd\",\"dbe1707f6926f2dce71cd891\",\"28467990ee8bd34f524f97b3\",\"fc711767bced377a282a4c84\",\"ee7dacd530b5fee122bacf4a\",\"9b9fc3be65bce1dc81afb1ac\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"},{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment relies heavily on group projects which are often described as vague, pointless, or time-consuming, though some find grading lenient.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Outdated content, really long boring lectures, prof doesn't invite participation. this class could really use a revamp.\",\"course_id\":\"OTM 351\",\"date\":\"2021-12-14 22:17:11 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3ce038f0fc08513292a2a0ea\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NTI0Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Steve seems to be a nice guy, but these reviews are spot on. Attendance is mandatory, and the lectures are extremely boring. Confusing group projects will make up your grade. You wont learn anything of value as content is outdated. Reminds me of an elective class in high school.\",\"course_id\":\"OTM 351\",\"date\":\"2022-10-04 20:12:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c54611af9109a0d8a9a56f32\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The longest, most unnecessary lectures straight out of the 1990's with mandatory attendance all amounting to a few group projects that didn't lead to any learning. A severely outdated course that I can truly say is the worst I've taken at the university.\",\"course_id\":\"OTM 351\",\"date\":\"2022-12-19 00:43:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"50c42de9074a6b4c5e590cb2\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"I am just not a fan of how the class is structured. There is readings before every lecture and most lectures are just discussing these readings and It gets very boring and dull. He also never gave us any direction for the first group project and just expected us to be on top of it without even explaining or introducing the project in class. \",\"course_id\":\"OTM 351\",\"date\":\"2024-02-10 21:15:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fc711767bced377a282a4c84\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"The material is a bit dull, but the class is pretty easy since there are barely assignments besides 3 group projects. To get full credit on participation you have to participate 2x a class which he makes doable.  Group projects are vague and he expects a lot which is a bit annoying, but on the 2 I have back so far he graded them leniently. \",\"course_id\":\"OTM 351\",\"date\":\"2024-12-15 20:24:47 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"ee7dacd530b5fee122bacf4a\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":5,\"review_ids\":[\"3ce038f0fc08513292a2a0ea\",\"c54611af9109a0d8a9a56f32\",\"50c42de9074a6b4c5e590cb2\",\"fc711767bced377a282a4c84\",\"ee7dacd530b5fee122bacf4a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"},{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2021\"},\"sentiment\":\"negative\",\"summary\":\"The course structure is criticized for being outdated and dull, with mandatory attendance and excessive reading contributing to a poor experience.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Expect group projects for every assignment. A lot of the material is somewhat dated, but the ideas presented in class are all relevant to operations management. Steve is a cool dude and is very understanding as well as accessible outside of class.\",\"course_id\":\"OTM 351\",\"date\":\"2021-11-04 01:39:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"28467990ee8bd34f524f97b3\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1MTg5MTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Professor Dwight is a great professor and lecturer. He is very helpful during office hours. Be prepared to do a lot of reading from the assigned book. There are no exams, but a few group presentations.\",\"course_id\":\"OTM 351\",\"date\":\"2023-10-09 19:49:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"afe9f558abc07eb32a4a574e\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Prof Dwight is a really nice guy and I enjoyed the layout of the class because it allowed the class to have a discussion with each other. Participation does matter and it can be hard if you don't like to talk a lot. The group projects have not great instructions and he grades hardly. I think he really does care about his students tho!\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-13 21:12:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9b9fc3be65bce1dc81afb1ac\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight is a really easy guy to get along with. He's pretty strict about participation so talk several times every class if you want to get 100% in participation. There are no exams or anything but there are some homework assignments and 3 big projects. In my opinion, he's been a really tough grader but he will provide feedback if you ask.\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-26 16:14:12 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"063a8165a31b1c0cc1656914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight was a great professor. Very caring about his students. His teaching style is participation/discussion heavy which can take some time to get used to.\",\"course_id\":\"OTM 351\",\"date\":\"2026-05-01 17:39:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"37c6d00e30b6f6a065be2914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTk2NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":5,\"review_ids\":[\"28467990ee8bd34f524f97b3\",\"afe9f558abc07eb32a4a574e\",\"9b9fc3be65bce1dc81afb1ac\",\"063a8165a31b1c0cc1656914\",\"37c6d00e30b6f6a065be2914\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"},{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Experiences vary significantly by instructor; Boeder is widely panned for outdated content and poor teaching, while Dwight is generally liked for being caring and accessible despite similar structural issues.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"a97a6456decd19b6b915c2a019d68bbdef1e2ad13f5af083f2765e1b0d8512ad","record_version_id":"6756f7fb1072da40c067365af6ddbbe98752b00a28f34c24f6208a65bc6e99be","job_id":"enrich-6556a505c10f448d98d02466","output_id":"69bcedf3896b3b3e547d1b2496411da5d88c685cd6949ffb4b64d9b9ffe4a479","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"OTM\"],\"timing\":\"prior\"},\"evidence\":\"OTM 300\",\"id\":\"req-1\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"req-1\",\"status\":\"parsed\"}","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_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"a97a6456decd19b6b915c2a019d68bbdef1e2ad13f5af083f2765e1b0d8512ad","record_version_id":"6756f7fb1072da40c067365af6ddbbe98752b00a28f34c24f6208a65bc6e99be","job_id":"enrich-6556a505c10f448d98d02466","output_id":"69bcedf3896b3b3e547d1b2496411da5d88c685cd6949ffb4b64d9b9ffe4a479","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Analyze large and complex data sets to find patterns, identify key improvements, and substantiate improvement choices in process improvement projects.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"label\":\"data-analysis\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"label\":\"writing\"}],\"assumed_background\":[],\"search_phrases\":[\"business process improvement\",\"root cause analysis\",\"continuous improvement tools\",\"project management methodologies\",\"eliminate waste\",\"process improvement projects\",\"operations management\",\"strategic thinking\",\"multi-year improvement strategies\",\"cross-functional organizational activities\",\"production administrative distribution service functions\",\"manage and improve business processes\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Explain how to use root cause analysis to deconstruct a complex problem.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Use root cause analysis to deconstruct complex problems\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Identify and apply continuous improvement tools and techniques to production, administrative, distribution, and service-related functions.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Apply continuous improvement tools to production, administrative, distribution, and service functions\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Demonstrate strategic thinking and project management methodologies to establish and measure multi-year improvement strategies to reach a desired future state.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Establish and measure multi-year improvement strategies using strategic thinking and project management methodologies\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Create improvement loops to maximize value, eliminate waste and reach an ideal future state for cross-functional organizational activities.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Create improvement loops to maximize value and eliminate waste in cross-functional activities\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Analyze large and complex data sets to find patterns, identify key improvements, and substantiate improvement choices in process improvement projects.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Analyze large and complex data sets to identify key improvements and substantiate choices\"}],\"summary\":{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"title\",\"quote\":\"BUSINESS PROCESS IMPROVEMENT\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"},{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Business Process Improvement covers terminology, concepts, principles, and techniques for managing and improving business processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Terminology, concepts, principles, and techniques for managing and improving business processes\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Explain how to use root cause analysis to deconstruct a complex problem.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Root cause analysis for deconstructing complex problems\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Identify and apply continuous improvement tools and techniques to production, administrative, distribution, and service-related functions.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Continuous improvement tools applied to production, administrative, distribution, and service functions\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Demonstrate strategic thinking and project management methodologies to establish and measure multi-year improvement strategies to reach a desired future state.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Strategic thinking and project management for multi-year improvement strategies\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Create improvement loops to maximize value, eliminate waste and reach an ideal future state for cross-functional organizational activities.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Improvement loops for maximizing value and eliminating waste in cross-functional activities\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Analyze large and complex data sets to find patterns, identify key improvements, and substantiate improvement choices in process improvement projects.\",\"source_url\":\"https://guide.wisc.edu/courses/otm/\"}],\"text\":\"Data set analysis for pattern recognition and substantiating improvement choices\"}]}","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_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"a97a6456decd19b6b915c2a019d68bbdef1e2ad13f5af083f2765e1b0d8512ad","record_version_id":"6756f7fb1072da40c067365af6ddbbe98752b00a28f34c24f6208a65bc6e99be","job_id":"enrich-6556a505c10f448d98d02466","output_id":"69bcedf3896b3b3e547d1b2496411da5d88c685cd6949ffb4b64d9b9ffe4a479","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Boeder's class was the MOST confusing, frustrating and pointless class I have ever taken at UW. He assigns group projects based on his &quot;work&quot; experience in a small factory from the 1990's. He provides little to no guidance and rambles on endlessly in class. Luckily, attendance is mandatory so bing extra work. Good luck!\",\"course_id\":\"OTM 351\",\"date\":\"2019-12-13 18:51:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"00e171ce8b63e0915fa91afd\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The other review was spot on with describing prof Boeder. The lectures are super boring and outdated. There is a group project due every week that is pointless and barely described how to do in lecture. It is so time consuming and usually based on fictional events not related to business processes. I seriously feel like I learned nothing from class\",\"course_id\":\"OTM 351\",\"date\":\"2020-10-20 22:18:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dbe1707f6926f2dce71cd891\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Outdated content, really long boring lectures, prof doesn't invite participation. this class could really use a revamp.\",\"course_id\":\"OTM 351\",\"date\":\"2021-12-14 22:17:11 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3ce038f0fc08513292a2a0ea\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NTI0Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Steve seems to be a nice guy, but these reviews are spot on. Attendance is mandatory, and the lectures are extremely boring. Confusing group projects will make up your grade. You wont learn anything of value as content is outdated. Reminds me of an elective class in high school.\",\"course_id\":\"OTM 351\",\"date\":\"2022-10-04 20:12:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c54611af9109a0d8a9a56f32\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The longest, most unnecessary lectures straight out of the 1990's with mandatory attendance all amounting to a few group projects that didn't lead to any learning. A severely outdated course that I can truly say is the worst I've taken at the university.\",\"course_id\":\"OTM 351\",\"date\":\"2022-12-19 00:43:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"50c42de9074a6b4c5e590cb2\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"}],\"evidence_count\":5,\"review_ids\":[\"00e171ce8b63e0915fa91afd\",\"dbe1707f6926f2dce71cd891\",\"3ce038f0fc08513292a2a0ea\",\"c54611af9109a0d8a9a56f32\",\"50c42de9074a6b4c5e590cb2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2554824\",\"summary\":\"Cited reviews criticize Steve Boeder for confusing, boring, and outdated lectures with little guidance.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"Prof. Boeder's class was the MOST confusing, frustrating and pointless class I have ever taken at UW. He assigns group projects based on his &quot;work&quot; experience in a small factory from the 1990's. He provides little to no guidance and rambles on endlessly in class. Luckily, attendance is mandatory so bing extra work. Good luck!\",\"course_id\":\"OTM 351\",\"date\":\"2019-12-13 18:51:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"00e171ce8b63e0915fa91afd\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The other review was spot on with describing prof Boeder. The lectures are super boring and outdated. There is a group project due every week that is pointless and barely described how to do in lecture. It is so time consuming and usually based on fictional events not related to business processes. I seriously feel like I learned nothing from class\",\"course_id\":\"OTM 351\",\"date\":\"2020-10-20 22:18:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dbe1707f6926f2dce71cd891\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Steve seems to be a nice guy, but these reviews are spot on. Attendance is mandatory, and the lectures are extremely boring. Confusing group projects will make up your grade. You wont learn anything of value as content is outdated. Reminds me of an elective class in high school.\",\"course_id\":\"OTM 351\",\"date\":\"2022-10-04 20:12:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c54611af9109a0d8a9a56f32\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The longest, most unnecessary lectures straight out of the 1990's with mandatory attendance all amounting to a few group projects that didn't lead to any learning. A severely outdated course that I can truly say is the worst I've taken at the university.\",\"course_id\":\"OTM 351\",\"date\":\"2022-12-19 00:43:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"50c42de9074a6b4c5e590cb2\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"}],\"evidence_count\":4,\"review_ids\":[\"00e171ce8b63e0915fa91afd\",\"dbe1707f6926f2dce71cd891\",\"c54611af9109a0d8a9a56f32\",\"50c42de9074a6b4c5e590cb2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2554824\",\"summary\":\"Cited reviews describe Steve Boeder's group projects as pointless, vaguely described, and based on fictional events unrelated to business processes.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Expect group projects for every assignment. A lot of the material is somewhat dated, but the ideas presented in class are all relevant to operations management. Steve is a cool dude and is very understanding as well as accessible outside of class.\",\"course_id\":\"OTM 351\",\"date\":\"2021-11-04 01:39:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"28467990ee8bd34f524f97b3\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1MTg5MTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"}],\"evidence_count\":1,\"review_ids\":[\"28467990ee8bd34f524f97b3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2021\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2554824\",\"summary\":\"One reviewer describes Steve Boeder as a cool, understanding, and accessible instructor despite dated material.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Professor Dwight is a great professor and lecturer. He is very helpful during office hours. Be prepared to do a lot of reading from the assigned book. There are no exams, but a few group presentations.\",\"course_id\":\"OTM 351\",\"date\":\"2023-10-09 19:49:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"afe9f558abc07eb32a4a574e\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"I am just not a fan of how the class is structured. There is readings before every lecture and most lectures are just discussing these readings and It gets very boring and dull. He also never gave us any direction for the first group project and just expected us to be on top of it without even explaining or introducing the project in class. \",\"course_id\":\"OTM 351\",\"date\":\"2024-02-10 21:15:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fc711767bced377a282a4c84\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight was a great professor. Very caring about his students. His teaching style is participation/discussion heavy which can take some time to get used to.\",\"course_id\":\"OTM 351\",\"date\":\"2026-05-01 17:39:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"37c6d00e30b6f6a065be2914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTk2NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":3,\"review_ids\":[\"afe9f558abc07eb32a4a574e\",\"fc711767bced377a282a4c84\",\"37c6d00e30b6f6a065be2914\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2935897\",\"summary\":\"Cited reviews note David Dwight's participation-heavy structure; one praises his helpfulness while another finds the lecture-discussion format boring and lacking direction.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Professor Dwight is a great professor and lecturer. He is very helpful during office hours. Be prepared to do a lot of reading from the assigned book. There are no exams, but a few group presentations.\",\"course_id\":\"OTM 351\",\"date\":\"2023-10-09 19:49:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"afe9f558abc07eb32a4a574e\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"The material is a bit dull, but the class is pretty easy since there are barely assignments besides 3 group projects. To get full credit on participation you have to participate 2x a class which he makes doable.  Group projects are vague and he expects a lot which is a bit annoying, but on the 2 I have back so far he graded them leniently. \",\"course_id\":\"OTM 351\",\"date\":\"2024-12-15 20:24:47 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"ee7dacd530b5fee122bacf4a\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight is a really easy guy to get along with. He's pretty strict about participation so talk several times every class if you want to get 100% in participation. There are no exams or anything but there are some homework assignments and 3 big projects. In my opinion, he's been a really tough grader but he will provide feedback if you ask.\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-26 16:14:12 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"063a8165a31b1c0cc1656914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":3,\"review_ids\":[\"afe9f558abc07eb32a4a574e\",\"ee7dacd530b5fee122bacf4a\",\"063a8165a31b1c0cc1656914\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2935897\",\"summary\":\"Cited reviews state David Dwight has no exams but uses group projects and strict participation requirements, with grading perceived as lenient by some and tough by others.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Professor Dwight is a great professor and lecturer. He is very helpful during office hours. Be prepared to do a lot of reading from the assigned book. There are no exams, but a few group presentations.\",\"course_id\":\"OTM 351\",\"date\":\"2023-10-09 19:49:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"afe9f558abc07eb32a4a574e\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Prof Dwight is a really nice guy and I enjoyed the layout of the class because it allowed the class to have a discussion with each other. Participation does matter and it can be hard if you don't like to talk a lot. The group projects have not great instructions and he grades hardly. I think he really does care about his students tho!\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-13 21:12:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9b9fc3be65bce1dc81afb1ac\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight is a really easy guy to get along with. He's pretty strict about participation so talk several times every class if you want to get 100% in participation. There are no exams or anything but there are some homework assignments and 3 big projects. In my opinion, he's been a really tough grader but he will provide feedback if you ask.\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-26 16:14:12 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"063a8165a31b1c0cc1656914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight was a great professor. Very caring about his students. His teaching style is participation/discussion heavy which can take some time to get used to.\",\"course_id\":\"OTM 351\",\"date\":\"2026-05-01 17:39:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"37c6d00e30b6f6a065be2914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTk2NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":4,\"review_ids\":[\"afe9f558abc07eb32a4a574e\",\"9b9fc3be65bce1dc81afb1ac\",\"063a8165a31b1c0cc1656914\",\"37c6d00e30b6f6a065be2914\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2935897\",\"summary\":\"Cited reviews praise David Dwight as a caring, nice professor who is easy to get along with.\"}]}","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_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"06b07ae7d0984d476f1accc01fcb5bbd8906901194781e38dc1e0981272a1025","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"OTM\"],\"timing\":\"prior\"},\"evidence\":\"OTM 300\",\"id\":\"n0\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"06b07ae7d0984d476f1accc01fcb5bbd8906901194781e38dc1e0981272a1025","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"OTM 300\",\"field\":\"description\",\"quote\":\"Managing operations and supply chains is about people, information, equipment, and materials and how these are combined to produce and/or deliver goods and services to customers. Emphasis is on how systems and processes can be designed, managed, and improved to achieve operations excellence and competitive advantage.\"}],\"text\":\"Foundations in operations and supply chain management systems and processes.\"}],\"search_phrases\":[\"business process improvement\",\"operations management\",\"process optimization\",\"supply chain basics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\"}],\"text\":\"Managing and improving business processes.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"title\",\"quote\":\"BUSINESS PROCESS IMPROVEMENT\"},{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\"}],\"text\":\"OTM 351 introduces terminology and techniques for managing and improving business processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"terminology, concepts, principles, and techniques for managing and improving business processes\"}],\"text\":\"Business process terminology and concepts.\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"techniques for managing and improving business processes\"}],\"text\":\"Business process improvement techniques.\"}]}","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_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"06b07ae7d0984d476f1accc01fcb5bbd8906901194781e38dc1e0981272a1025","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Boeder's class was the MOST confusing, frustrating and pointless class I have ever taken at UW. He assigns group projects based on his &quot;work&quot; experience in a small factory from the 1990's. He provides little to no guidance and rambles on endlessly in class. Luckily, attendance is mandatory so bing extra work. Good luck!\",\"course_id\":\"OTM 351\",\"date\":\"2019-12-13 18:51:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"00e171ce8b63e0915fa91afd\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The other review was spot on with describing prof Boeder. The lectures are super boring and outdated. There is a group project due every week that is pointless and barely described how to do in lecture. It is so time consuming and usually based on fictional events not related to business processes. I seriously feel like I learned nothing from class\",\"course_id\":\"OTM 351\",\"date\":\"2020-10-20 22:18:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dbe1707f6926f2dce71cd891\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Outdated content, really long boring lectures, prof doesn't invite participation. this class could really use a revamp.\",\"course_id\":\"OTM 351\",\"date\":\"2021-12-14 22:17:11 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3ce038f0fc08513292a2a0ea\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NTI0Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Steve seems to be a nice guy, but these reviews are spot on. Attendance is mandatory, and the lectures are extremely boring. Confusing group projects will make up your grade. You wont learn anything of value as content is outdated. Reminds me of an elective class in high school.\",\"course_id\":\"OTM 351\",\"date\":\"2022-10-04 20:12:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c54611af9109a0d8a9a56f32\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The longest, most unnecessary lectures straight out of the 1990's with mandatory attendance all amounting to a few group projects that didn't lead to any learning. A severely outdated course that I can truly say is the worst I've taken at the university.\",\"course_id\":\"OTM 351\",\"date\":\"2022-12-19 00:43:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"50c42de9074a6b4c5e590cb2\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"}],\"evidence_count\":5,\"review_ids\":[\"00e171ce8b63e0915fa91afd\",\"dbe1707f6926f2dce71cd891\",\"3ce038f0fc08513292a2a0ea\",\"c54611af9109a0d8a9a56f32\",\"50c42de9074a6b4c5e590cb2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"summary\":\"Students frequently describe lectures as boring, outdated, and confusing, with some noting a lack of guidance and participation.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof. Boeder's class was the MOST confusing, frustrating and pointless class I have ever taken at UW. He assigns group projects based on his &quot;work&quot; experience in a small factory from the 1990's. He provides little to no guidance and rambles on endlessly in class. Luckily, attendance is mandatory so bing extra work. Good luck!\",\"course_id\":\"OTM 351\",\"date\":\"2019-12-13 18:51:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"00e171ce8b63e0915fa91afd\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The other review was spot on with describing prof Boeder. The lectures are super boring and outdated. There is a group project due every week that is pointless and barely described how to do in lecture. It is so time consuming and usually based on fictional events not related to business processes. I seriously feel like I learned nothing from class\",\"course_id\":\"OTM 351\",\"date\":\"2020-10-20 22:18:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dbe1707f6926f2dce71cd891\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Expect group projects for every assignment. A lot of the material is somewhat dated, but the ideas presented in class are all relevant to operations management. Steve is a cool dude and is very understanding as well as accessible outside of class.\",\"course_id\":\"OTM 351\",\"date\":\"2021-11-04 01:39:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"28467990ee8bd34f524f97b3\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1MTg5MTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"I am just not a fan of how the class is structured. There is readings before every lecture and most lectures are just discussing these readings and It gets very boring and dull. He also never gave us any direction for the first group project and just expected us to be on top of it without even explaining or introducing the project in class. \",\"course_id\":\"OTM 351\",\"date\":\"2024-02-10 21:15:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fc711767bced377a282a4c84\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"The material is a bit dull, but the class is pretty easy since there are barely assignments besides 3 group projects. To get full credit on participation you have to participate 2x a class which he makes doable.  Group projects are vague and he expects a lot which is a bit annoying, but on the 2 I have back so far he graded them leniently. \",\"course_id\":\"OTM 351\",\"date\":\"2024-12-15 20:24:47 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"ee7dacd530b5fee122bacf4a\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Prof Dwight is a really nice guy and I enjoyed the layout of the class because it allowed the class to have a discussion with each other. Participation does matter and it can be hard if you don't like to talk a lot. The group projects have not great instructions and he grades hardly. I think he really does care about his students tho!\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-13 21:12:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9b9fc3be65bce1dc81afb1ac\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":6,\"review_ids\":[\"00e171ce8b63e0915fa91afd\",\"dbe1707f6926f2dce71cd891\",\"28467990ee8bd34f524f97b3\",\"fc711767bced377a282a4c84\",\"ee7dacd530b5fee122bacf4a\",\"9b9fc3be65bce1dc81afb1ac\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"},{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment relies heavily on group projects which are often described as vague, pointless, or time-consuming, though some find grading lenient.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Outdated content, really long boring lectures, prof doesn't invite participation. this class could really use a revamp.\",\"course_id\":\"OTM 351\",\"date\":\"2021-12-14 22:17:11 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3ce038f0fc08513292a2a0ea\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NTI0Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Steve seems to be a nice guy, but these reviews are spot on. Attendance is mandatory, and the lectures are extremely boring. Confusing group projects will make up your grade. You wont learn anything of value as content is outdated. Reminds me of an elective class in high school.\",\"course_id\":\"OTM 351\",\"date\":\"2022-10-04 20:12:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c54611af9109a0d8a9a56f32\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The longest, most unnecessary lectures straight out of the 1990's with mandatory attendance all amounting to a few group projects that didn't lead to any learning. A severely outdated course that I can truly say is the worst I've taken at the university.\",\"course_id\":\"OTM 351\",\"date\":\"2022-12-19 00:43:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"50c42de9074a6b4c5e590cb2\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"I am just not a fan of how the class is structured. There is readings before every lecture and most lectures are just discussing these readings and It gets very boring and dull. He also never gave us any direction for the first group project and just expected us to be on top of it without even explaining or introducing the project in class. \",\"course_id\":\"OTM 351\",\"date\":\"2024-02-10 21:15:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fc711767bced377a282a4c84\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"The material is a bit dull, but the class is pretty easy since there are barely assignments besides 3 group projects. To get full credit on participation you have to participate 2x a class which he makes doable.  Group projects are vague and he expects a lot which is a bit annoying, but on the 2 I have back so far he graded them leniently. \",\"course_id\":\"OTM 351\",\"date\":\"2024-12-15 20:24:47 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"ee7dacd530b5fee122bacf4a\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":5,\"review_ids\":[\"3ce038f0fc08513292a2a0ea\",\"c54611af9109a0d8a9a56f32\",\"50c42de9074a6b4c5e590cb2\",\"fc711767bced377a282a4c84\",\"ee7dacd530b5fee122bacf4a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"},{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2021\"},\"sentiment\":\"negative\",\"summary\":\"The course structure is criticized for being outdated and dull, with mandatory attendance and excessive reading contributing to a poor experience.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Expect group projects for every assignment. A lot of the material is somewhat dated, but the ideas presented in class are all relevant to operations management. Steve is a cool dude and is very understanding as well as accessible outside of class.\",\"course_id\":\"OTM 351\",\"date\":\"2021-11-04 01:39:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"28467990ee8bd34f524f97b3\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1MTg5MTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Professor Dwight is a great professor and lecturer. He is very helpful during office hours. Be prepared to do a lot of reading from the assigned book. There are no exams, but a few group presentations.\",\"course_id\":\"OTM 351\",\"date\":\"2023-10-09 19:49:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"afe9f558abc07eb32a4a574e\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Prof Dwight is a really nice guy and I enjoyed the layout of the class because it allowed the class to have a discussion with each other. Participation does matter and it can be hard if you don't like to talk a lot. The group projects have not great instructions and he grades hardly. I think he really does care about his students tho!\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-13 21:12:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9b9fc3be65bce1dc81afb1ac\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight is a really easy guy to get along with. He's pretty strict about participation so talk several times every class if you want to get 100% in participation. There are no exams or anything but there are some homework assignments and 3 big projects. In my opinion, he's been a really tough grader but he will provide feedback if you ask.\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-26 16:14:12 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"063a8165a31b1c0cc1656914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight was a great professor. Very caring about his students. His teaching style is participation/discussion heavy which can take some time to get used to.\",\"course_id\":\"OTM 351\",\"date\":\"2026-05-01 17:39:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"37c6d00e30b6f6a065be2914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTk2NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":5,\"review_ids\":[\"28467990ee8bd34f524f97b3\",\"afe9f558abc07eb32a4a574e\",\"9b9fc3be65bce1dc81afb1ac\",\"063a8165a31b1c0cc1656914\",\"37c6d00e30b6f6a065be2914\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"},{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Experiences vary significantly by instructor; Boeder is widely panned for outdated content and poor teaching, while Dwight is generally liked for being caring and accessible despite similar structural issues.\"}]}","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_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"06b07ae7d0984d476f1accc01fcb5bbd8906901194781e38dc1e0981272a1025","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"242728b1e97d088d8c6d7f83e8733297e2712651a6ddfa20be418b1191f429c2\",\"course_id\":\"OTM 351\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6e9c6a5bd339b7899a228f91\",\"message\":\"Summary generation failed\",\"name\":\"David Dwight\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2935897\",\"summary\":[{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 87.9% A/AB (n=33 letter grades); Fall 2025: 3.59 GPA, 78.1% A/AB (n=32 letter grades); Spring 2026: 3.48 GPA, 78.3% A/AB (n=23 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_6e9c6a5bd339b7899a228f91\",\"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\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 87.9% A/AB (n=33 letter grades); Fall 2025: 3.59 GPA, 78.1% A/AB (n=32 letter grades); Spring 2026: 3.48 GPA, 78.3% A/AB (n=23 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"DAVID DWIGHT is recorded teaching in Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"STEVEN BOEDER is recorded teaching in Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_6e9c6a5bd339b7899a228f91\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"3fce184c33e7df040ba8f4cc7e18ad3f3a0a0cdd2ac7659768a947e4a41a27c1","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"OTM\"],\"timing\":\"prior\"},\"evidence\":\"OTM 300\",\"id\":\"n0\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"3fce184c33e7df040ba8f4cc7e18ad3f3a0a0cdd2ac7659768a947e4a41a27c1","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"OTM 300\",\"field\":\"description\",\"quote\":\"Managing operations and supply chains is about people, information, equipment, and materials and how these are combined to produce and/or deliver goods and services to customers. Emphasis is on how systems and processes can be designed, managed, and improved to achieve operations excellence and competitive advantage.\"}],\"text\":\"Foundations in operations and supply chain management systems and processes.\"}],\"search_phrases\":[\"business process improvement\",\"operations management\",\"process optimization\",\"supply chain basics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\"}],\"text\":\"Managing and improving business processes.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"title\",\"quote\":\"BUSINESS PROCESS IMPROVEMENT\"},{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\"}],\"text\":\"OTM 351 introduces terminology and techniques for managing and improving business processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"terminology, concepts, principles, and techniques for managing and improving business processes\"}],\"text\":\"Business process terminology and concepts.\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"techniques for managing and improving business processes\"}],\"text\":\"Business process improvement techniques.\"}]}","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_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"3fce184c33e7df040ba8f4cc7e18ad3f3a0a0cdd2ac7659768a947e4a41a27c1","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Boeder's class was the MOST confusing, frustrating and pointless class I have ever taken at UW. He assigns group projects based on his &quot;work&quot; experience in a small factory from the 1990's. He provides little to no guidance and rambles on endlessly in class. Luckily, attendance is mandatory so bing extra work. Good luck!\",\"course_id\":\"OTM 351\",\"date\":\"2019-12-13 18:51:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"00e171ce8b63e0915fa91afd\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The other review was spot on with describing prof Boeder. The lectures are super boring and outdated. There is a group project due every week that is pointless and barely described how to do in lecture. It is so time consuming and usually based on fictional events not related to business processes. I seriously feel like I learned nothing from class\",\"course_id\":\"OTM 351\",\"date\":\"2020-10-20 22:18:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dbe1707f6926f2dce71cd891\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Outdated content, really long boring lectures, prof doesn't invite participation. this class could really use a revamp.\",\"course_id\":\"OTM 351\",\"date\":\"2021-12-14 22:17:11 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3ce038f0fc08513292a2a0ea\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NTI0Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Steve seems to be a nice guy, but these reviews are spot on. Attendance is mandatory, and the lectures are extremely boring. Confusing group projects will make up your grade. You wont learn anything of value as content is outdated. Reminds me of an elective class in high school.\",\"course_id\":\"OTM 351\",\"date\":\"2022-10-04 20:12:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c54611af9109a0d8a9a56f32\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The longest, most unnecessary lectures straight out of the 1990's with mandatory attendance all amounting to a few group projects that didn't lead to any learning. A severely outdated course that I can truly say is the worst I've taken at the university.\",\"course_id\":\"OTM 351\",\"date\":\"2022-12-19 00:43:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"50c42de9074a6b4c5e590cb2\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"}],\"evidence_count\":5,\"review_ids\":[\"00e171ce8b63e0915fa91afd\",\"dbe1707f6926f2dce71cd891\",\"3ce038f0fc08513292a2a0ea\",\"c54611af9109a0d8a9a56f32\",\"50c42de9074a6b4c5e590cb2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"summary\":\"Students frequently describe lectures as boring, outdated, and confusing, with some noting a lack of guidance and participation.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof. Boeder's class was the MOST confusing, frustrating and pointless class I have ever taken at UW. He assigns group projects based on his &quot;work&quot; experience in a small factory from the 1990's. He provides little to no guidance and rambles on endlessly in class. Luckily, attendance is mandatory so bing extra work. Good luck!\",\"course_id\":\"OTM 351\",\"date\":\"2019-12-13 18:51:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"00e171ce8b63e0915fa91afd\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The other review was spot on with describing prof Boeder. The lectures are super boring and outdated. There is a group project due every week that is pointless and barely described how to do in lecture. It is so time consuming and usually based on fictional events not related to business processes. I seriously feel like I learned nothing from class\",\"course_id\":\"OTM 351\",\"date\":\"2020-10-20 22:18:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dbe1707f6926f2dce71cd891\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Expect group projects for every assignment. A lot of the material is somewhat dated, but the ideas presented in class are all relevant to operations management. Steve is a cool dude and is very understanding as well as accessible outside of class.\",\"course_id\":\"OTM 351\",\"date\":\"2021-11-04 01:39:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"28467990ee8bd34f524f97b3\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1MTg5MTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"I am just not a fan of how the class is structured. There is readings before every lecture and most lectures are just discussing these readings and It gets very boring and dull. He also never gave us any direction for the first group project and just expected us to be on top of it without even explaining or introducing the project in class. \",\"course_id\":\"OTM 351\",\"date\":\"2024-02-10 21:15:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fc711767bced377a282a4c84\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"The material is a bit dull, but the class is pretty easy since there are barely assignments besides 3 group projects. To get full credit on participation you have to participate 2x a class which he makes doable.  Group projects are vague and he expects a lot which is a bit annoying, but on the 2 I have back so far he graded them leniently. \",\"course_id\":\"OTM 351\",\"date\":\"2024-12-15 20:24:47 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"ee7dacd530b5fee122bacf4a\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Prof Dwight is a really nice guy and I enjoyed the layout of the class because it allowed the class to have a discussion with each other. Participation does matter and it can be hard if you don't like to talk a lot. The group projects have not great instructions and he grades hardly. I think he really does care about his students tho!\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-13 21:12:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9b9fc3be65bce1dc81afb1ac\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":6,\"review_ids\":[\"00e171ce8b63e0915fa91afd\",\"dbe1707f6926f2dce71cd891\",\"28467990ee8bd34f524f97b3\",\"fc711767bced377a282a4c84\",\"ee7dacd530b5fee122bacf4a\",\"9b9fc3be65bce1dc81afb1ac\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"},{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment relies heavily on group projects which are often described as vague, pointless, or time-consuming, though some find grading lenient.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Outdated content, really long boring lectures, prof doesn't invite participation. this class could really use a revamp.\",\"course_id\":\"OTM 351\",\"date\":\"2021-12-14 22:17:11 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3ce038f0fc08513292a2a0ea\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NTI0Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Steve seems to be a nice guy, but these reviews are spot on. Attendance is mandatory, and the lectures are extremely boring. Confusing group projects will make up your grade. You wont learn anything of value as content is outdated. Reminds me of an elective class in high school.\",\"course_id\":\"OTM 351\",\"date\":\"2022-10-04 20:12:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c54611af9109a0d8a9a56f32\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The longest, most unnecessary lectures straight out of the 1990's with mandatory attendance all amounting to a few group projects that didn't lead to any learning. A severely outdated course that I can truly say is the worst I've taken at the university.\",\"course_id\":\"OTM 351\",\"date\":\"2022-12-19 00:43:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"50c42de9074a6b4c5e590cb2\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"I am just not a fan of how the class is structured. There is readings before every lecture and most lectures are just discussing these readings and It gets very boring and dull. He also never gave us any direction for the first group project and just expected us to be on top of it without even explaining or introducing the project in class. \",\"course_id\":\"OTM 351\",\"date\":\"2024-02-10 21:15:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fc711767bced377a282a4c84\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"The material is a bit dull, but the class is pretty easy since there are barely assignments besides 3 group projects. To get full credit on participation you have to participate 2x a class which he makes doable.  Group projects are vague and he expects a lot which is a bit annoying, but on the 2 I have back so far he graded them leniently. \",\"course_id\":\"OTM 351\",\"date\":\"2024-12-15 20:24:47 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"ee7dacd530b5fee122bacf4a\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":5,\"review_ids\":[\"3ce038f0fc08513292a2a0ea\",\"c54611af9109a0d8a9a56f32\",\"50c42de9074a6b4c5e590cb2\",\"fc711767bced377a282a4c84\",\"ee7dacd530b5fee122bacf4a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"},{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2021\"},\"sentiment\":\"negative\",\"summary\":\"The course structure is criticized for being outdated and dull, with mandatory attendance and excessive reading contributing to a poor experience.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Expect group projects for every assignment. A lot of the material is somewhat dated, but the ideas presented in class are all relevant to operations management. Steve is a cool dude and is very understanding as well as accessible outside of class.\",\"course_id\":\"OTM 351\",\"date\":\"2021-11-04 01:39:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"28467990ee8bd34f524f97b3\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1MTg5MTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Professor Dwight is a great professor and lecturer. He is very helpful during office hours. Be prepared to do a lot of reading from the assigned book. There are no exams, but a few group presentations.\",\"course_id\":\"OTM 351\",\"date\":\"2023-10-09 19:49:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"afe9f558abc07eb32a4a574e\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Prof Dwight is a really nice guy and I enjoyed the layout of the class because it allowed the class to have a discussion with each other. Participation does matter and it can be hard if you don't like to talk a lot. The group projects have not great instructions and he grades hardly. I think he really does care about his students tho!\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-13 21:12:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9b9fc3be65bce1dc81afb1ac\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight is a really easy guy to get along with. He's pretty strict about participation so talk several times every class if you want to get 100% in participation. There are no exams or anything but there are some homework assignments and 3 big projects. In my opinion, he's been a really tough grader but he will provide feedback if you ask.\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-26 16:14:12 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"063a8165a31b1c0cc1656914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight was a great professor. Very caring about his students. His teaching style is participation/discussion heavy which can take some time to get used to.\",\"course_id\":\"OTM 351\",\"date\":\"2026-05-01 17:39:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"37c6d00e30b6f6a065be2914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTk2NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":5,\"review_ids\":[\"28467990ee8bd34f524f97b3\",\"afe9f558abc07eb32a4a574e\",\"9b9fc3be65bce1dc81afb1ac\",\"063a8165a31b1c0cc1656914\",\"37c6d00e30b6f6a065be2914\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"},{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Experiences vary significantly by instructor; Boeder is widely panned for outdated content and poor teaching, while Dwight is generally liked for being caring and accessible despite similar structural issues.\"}]}","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_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"3fce184c33e7df040ba8f4cc7e18ad3f3a0a0cdd2ac7659768a947e4a41a27c1","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"242728b1e97d088d8c6d7f83e8733297e2712651a6ddfa20be418b1191f429c2\",\"course_id\":\"OTM 351\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6e9c6a5bd339b7899a228f91\",\"message\":null,\"name\":\"David Dwight\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2935897\",\"summary\":[{\"citations\":[{\"instructor_name\":\"David Dwight\",\"review_date\":\"2023-10-09 19:49:52 +0000 UTC\",\"review_id\":\"afe9f558abc07eb32a4a574e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-02-10 21:15:37 +0000 UTC\",\"review_id\":\"fc711767bced377a282a4c84\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-12-15 20:24:47 +0000 UTC\",\"review_id\":\"ee7dacd530b5fee122bacf4a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-13 21:12:12 +0000 UTC\",\"review_id\":\"9b9fc3be65bce1dc81afb1ac\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-26 16:14:12 +0000 UTC\",\"review_id\":\"063a8165a31b1c0cc1656914\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2026-05-01 17:39:30 +0000 UTC\",\"review_id\":\"37c6d00e30b6f6a065be2914\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQyOTk2NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"}],\"text\":\"David Dwight is helpful and caring, with strong office hour support, though some find the material dull. Reviewers appreciate his discussion-heavy style, but concerns include vague group project instructions and a participation-heavy structure. Grading perceptions vary, with some finding projects graded leniently while others view him as tough.\"},{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 87.9% A/AB (n=33 letter grades); Fall 2025: 3.59 GPA, 78.1% A/AB (n=32 letter grades); Spring 2026: 3.48 GPA, 78.3% A/AB (n=23 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"David Dwight\",\"review_date\":\"2023-10-09 19:49:52 +0000 UTC\",\"review_id\":\"afe9f558abc07eb32a4a574e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-12-15 20:24:47 +0000 UTC\",\"review_id\":\"ee7dacd530b5fee122bacf4a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-26 16:14:12 +0000 UTC\",\"review_id\":\"063a8165a31b1c0cc1656914\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"}],\"text\":\"The course requires significant reading and completion of three major group projects with no exams. Students must participate actively in class discussions to secure full participation credit.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2019-12-13 18:51:31 +0000 UTC\",\"review_id\":\"00e171ce8b63e0915fa91afd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2020-10-20 22:18:38 +0000 UTC\",\"review_id\":\"dbe1707f6926f2dce71cd891\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2021-11-04 01:39:37 +0000 UTC\",\"review_id\":\"28467990ee8bd34f524f97b3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTM1MTg5MTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2021-12-14 22:17:11 +0000 UTC\",\"review_id\":\"3ce038f0fc08513292a2a0ea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTM1NTI0Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2022-10-04 20:12:37 +0000 UTC\",\"review_id\":\"c54611af9109a0d8a9a56f32\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2022-12-19 00:43:15 +0000 UTC\",\"review_id\":\"50c42de9074a6b4c5e590cb2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"}],\"text\":\"David Dwight is the current instructor, but all available reviews concern historical instructor Steve Boeder. Reviewers describe Boeder's lectures as outdated, boring, and rambling, with mandatory attendance. While one reviewer found him accessible, most report confusing group projects and a lack of learning value.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"David Dwight\",\"review_date\":\"2023-10-09 19:49:52 +0000 UTC\",\"review_id\":\"afe9f558abc07eb32a4a574e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-02-10 21:15:37 +0000 UTC\",\"review_id\":\"fc711767bced377a282a4c84\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-12-15 20:24:47 +0000 UTC\",\"review_id\":\"ee7dacd530b5fee122bacf4a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-13 21:12:12 +0000 UTC\",\"review_id\":\"9b9fc3be65bce1dc81afb1ac\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-26 16:14:12 +0000 UTC\",\"review_id\":\"063a8165a31b1c0cc1656914\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2026-05-01 17:39:30 +0000 UTC\",\"review_id\":\"37c6d00e30b6f6a065be2914\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQyOTk2NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"}],\"text\":\"David Dwight is a caring and helpful instructor who relies on discussion and group projects rather than exams. Students report mixed experiences regarding the clarity of project instructions and the strictness of participation and grading requirements.\"},{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 87.9% A/AB (n=33 letter grades); Fall 2025: 3.59 GPA, 78.1% A/AB (n=32 letter grades); Spring 2026: 3.48 GPA, 78.3% A/AB (n=23 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-02-10 21:15:37 +0000 UTC\",\"review_id\":\"fc711767bced377a282a4c84\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-12-15 20:24:47 +0000 UTC\",\"review_id\":\"ee7dacd530b5fee122bacf4a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-13 21:12:12 +0000 UTC\",\"review_id\":\"9b9fc3be65bce1dc81afb1ac\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-26 16:14:12 +0000 UTC\",\"review_id\":\"063a8165a31b1c0cc1656914\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"}],\"text\":\"Reviewers disagree on grading and project clarity; some find projects vague and grading tough, while others note lenient grading and helpful feedback. The discussion-heavy format is appreciated by some but considered dull by others.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"DAVID DWIGHT is recorded teaching in Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"STEVEN BOEDER is recorded teaching in Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"4479cf106260aa3d365c3eecaac4a0e473802e6d368c5a43e747feb3277c5655","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"OTM\"],\"timing\":\"prior\"},\"evidence\":\"OTM 300\",\"id\":\"n0\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"4479cf106260aa3d365c3eecaac4a0e473802e6d368c5a43e747feb3277c5655","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"OTM 300\",\"field\":\"description\",\"quote\":\"Managing operations and supply chains is about people, information, equipment, and materials and how these are combined to produce and/or deliver goods and services to customers. Emphasis is on how systems and processes can be designed, managed, and improved to achieve operations excellence and competitive advantage.\"}],\"text\":\"Foundations in operations and supply chain management systems and processes.\"}],\"search_phrases\":[\"business process improvement\",\"operations management\",\"process optimization\",\"supply chain basics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\"}],\"text\":\"Managing and improving business processes.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"title\",\"quote\":\"BUSINESS PROCESS IMPROVEMENT\"},{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"Introduction to the terminology, concepts, principles, and techniques for managing and improving business processes.\"}],\"text\":\"OTM 351 introduces terminology and techniques for managing and improving business processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"terminology, concepts, principles, and techniques for managing and improving business processes\"}],\"text\":\"Business process terminology and concepts.\"},{\"evidence\":[{\"course_id\":\"OTM 351\",\"field\":\"description\",\"quote\":\"techniques for managing and improving business processes\"}],\"text\":\"Business process improvement techniques.\"}]}","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_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"4479cf106260aa3d365c3eecaac4a0e473802e6d368c5a43e747feb3277c5655","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Boeder's class was the MOST confusing, frustrating and pointless class I have ever taken at UW. He assigns group projects based on his &quot;work&quot; experience in a small factory from the 1990's. He provides little to no guidance and rambles on endlessly in class. Luckily, attendance is mandatory so bing extra work. Good luck!\",\"course_id\":\"OTM 351\",\"date\":\"2019-12-13 18:51:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"00e171ce8b63e0915fa91afd\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The other review was spot on with describing prof Boeder. The lectures are super boring and outdated. There is a group project due every week that is pointless and barely described how to do in lecture. It is so time consuming and usually based on fictional events not related to business processes. I seriously feel like I learned nothing from class\",\"course_id\":\"OTM 351\",\"date\":\"2020-10-20 22:18:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dbe1707f6926f2dce71cd891\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Outdated content, really long boring lectures, prof doesn't invite participation. this class could really use a revamp.\",\"course_id\":\"OTM 351\",\"date\":\"2021-12-14 22:17:11 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3ce038f0fc08513292a2a0ea\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NTI0Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Steve seems to be a nice guy, but these reviews are spot on. Attendance is mandatory, and the lectures are extremely boring. Confusing group projects will make up your grade. You wont learn anything of value as content is outdated. Reminds me of an elective class in high school.\",\"course_id\":\"OTM 351\",\"date\":\"2022-10-04 20:12:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c54611af9109a0d8a9a56f32\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The longest, most unnecessary lectures straight out of the 1990's with mandatory attendance all amounting to a few group projects that didn't lead to any learning. A severely outdated course that I can truly say is the worst I've taken at the university.\",\"course_id\":\"OTM 351\",\"date\":\"2022-12-19 00:43:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"50c42de9074a6b4c5e590cb2\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"}],\"evidence_count\":5,\"review_ids\":[\"00e171ce8b63e0915fa91afd\",\"dbe1707f6926f2dce71cd891\",\"3ce038f0fc08513292a2a0ea\",\"c54611af9109a0d8a9a56f32\",\"50c42de9074a6b4c5e590cb2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"summary\":\"Students frequently describe lectures as boring, outdated, and confusing, with some noting a lack of guidance and participation.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof. Boeder's class was the MOST confusing, frustrating and pointless class I have ever taken at UW. He assigns group projects based on his &quot;work&quot; experience in a small factory from the 1990's. He provides little to no guidance and rambles on endlessly in class. Luckily, attendance is mandatory so bing extra work. Good luck!\",\"course_id\":\"OTM 351\",\"date\":\"2019-12-13 18:51:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"00e171ce8b63e0915fa91afd\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The other review was spot on with describing prof Boeder. The lectures are super boring and outdated. There is a group project due every week that is pointless and barely described how to do in lecture. It is so time consuming and usually based on fictional events not related to business processes. I seriously feel like I learned nothing from class\",\"course_id\":\"OTM 351\",\"date\":\"2020-10-20 22:18:38 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"dbe1707f6926f2dce71cd891\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Expect group projects for every assignment. A lot of the material is somewhat dated, but the ideas presented in class are all relevant to operations management. Steve is a cool dude and is very understanding as well as accessible outside of class.\",\"course_id\":\"OTM 351\",\"date\":\"2021-11-04 01:39:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"28467990ee8bd34f524f97b3\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1MTg5MTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"I am just not a fan of how the class is structured. There is readings before every lecture and most lectures are just discussing these readings and It gets very boring and dull. He also never gave us any direction for the first group project and just expected us to be on top of it without even explaining or introducing the project in class. \",\"course_id\":\"OTM 351\",\"date\":\"2024-02-10 21:15:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fc711767bced377a282a4c84\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"The material is a bit dull, but the class is pretty easy since there are barely assignments besides 3 group projects. To get full credit on participation you have to participate 2x a class which he makes doable.  Group projects are vague and he expects a lot which is a bit annoying, but on the 2 I have back so far he graded them leniently. \",\"course_id\":\"OTM 351\",\"date\":\"2024-12-15 20:24:47 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"ee7dacd530b5fee122bacf4a\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Prof Dwight is a really nice guy and I enjoyed the layout of the class because it allowed the class to have a discussion with each other. Participation does matter and it can be hard if you don't like to talk a lot. The group projects have not great instructions and he grades hardly. I think he really does care about his students tho!\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-13 21:12:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9b9fc3be65bce1dc81afb1ac\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":6,\"review_ids\":[\"00e171ce8b63e0915fa91afd\",\"dbe1707f6926f2dce71cd891\",\"28467990ee8bd34f524f97b3\",\"fc711767bced377a282a4c84\",\"ee7dacd530b5fee122bacf4a\",\"9b9fc3be65bce1dc81afb1ac\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"},{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment relies heavily on group projects which are often described as vague, pointless, or time-consuming, though some find grading lenient.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Outdated content, really long boring lectures, prof doesn't invite participation. this class could really use a revamp.\",\"course_id\":\"OTM 351\",\"date\":\"2021-12-14 22:17:11 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3ce038f0fc08513292a2a0ea\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1NTI0Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Steve seems to be a nice guy, but these reviews are spot on. Attendance is mandatory, and the lectures are extremely boring. Confusing group projects will make up your grade. You wont learn anything of value as content is outdated. Reminds me of an elective class in high school.\",\"course_id\":\"OTM 351\",\"date\":\"2022-10-04 20:12:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c54611af9109a0d8a9a56f32\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"The longest, most unnecessary lectures straight out of the 1990's with mandatory attendance all amounting to a few group projects that didn't lead to any learning. A severely outdated course that I can truly say is the worst I've taken at the university.\",\"course_id\":\"OTM 351\",\"date\":\"2022-12-19 00:43:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"50c42de9074a6b4c5e590cb2\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"I am just not a fan of how the class is structured. There is readings before every lecture and most lectures are just discussing these readings and It gets very boring and dull. He also never gave us any direction for the first group project and just expected us to be on top of it without even explaining or introducing the project in class. \",\"course_id\":\"OTM 351\",\"date\":\"2024-02-10 21:15:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fc711767bced377a282a4c84\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"The material is a bit dull, but the class is pretty easy since there are barely assignments besides 3 group projects. To get full credit on participation you have to participate 2x a class which he makes doable.  Group projects are vague and he expects a lot which is a bit annoying, but on the 2 I have back so far he graded them leniently. \",\"course_id\":\"OTM 351\",\"date\":\"2024-12-15 20:24:47 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"ee7dacd530b5fee122bacf4a\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":5,\"review_ids\":[\"3ce038f0fc08513292a2a0ea\",\"c54611af9109a0d8a9a56f32\",\"50c42de9074a6b4c5e590cb2\",\"fc711767bced377a282a4c84\",\"ee7dacd530b5fee122bacf4a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"},{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2021\"},\"sentiment\":\"negative\",\"summary\":\"The course structure is criticized for being outdated and dull, with mandatory attendance and excessive reading contributing to a poor experience.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Expect group projects for every assignment. A lot of the material is somewhat dated, but the ideas presented in class are all relevant to operations management. Steve is a cool dude and is very understanding as well as accessible outside of class.\",\"course_id\":\"OTM 351\",\"date\":\"2021-11-04 01:39:37 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"28467990ee8bd34f524f97b3\",\"instructor_id\":\"rmp:2554824\",\"instructor_name\":\"Steve Boeder\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1MTg5MTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\"},{\"comment\":\"Professor Dwight is a great professor and lecturer. He is very helpful during office hours. Be prepared to do a lot of reading from the assigned book. There are no exams, but a few group presentations.\",\"course_id\":\"OTM 351\",\"date\":\"2023-10-09 19:49:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"afe9f558abc07eb32a4a574e\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Prof Dwight is a really nice guy and I enjoyed the layout of the class because it allowed the class to have a discussion with each other. Participation does matter and it can be hard if you don't like to talk a lot. The group projects have not great instructions and he grades hardly. I think he really does care about his students tho!\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-13 21:12:12 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9b9fc3be65bce1dc81afb1ac\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight is a really easy guy to get along with. He's pretty strict about participation so talk several times every class if you want to get 100% in participation. There are no exams or anything but there are some homework assignments and 3 big projects. In my opinion, he's been a really tough grader but he will provide feedback if you ask.\",\"course_id\":\"OTM 351\",\"date\":\"2025-11-26 16:14:12 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"063a8165a31b1c0cc1656914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"},{\"comment\":\"Professor Dwight was a great professor. Very caring about his students. His teaching style is participation/discussion heavy which can take some time to get used to.\",\"course_id\":\"OTM 351\",\"date\":\"2026-05-01 17:39:30 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"37c6d00e30b6f6a065be2914\",\"instructor_id\":\"rmp:2935897\",\"instructor_name\":\"David Dwight\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyOTk2NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\"}],\"evidence_count\":5,\"review_ids\":[\"28467990ee8bd34f524f97b3\",\"afe9f558abc07eb32a4a574e\",\"9b9fc3be65bce1dc81afb1ac\",\"063a8165a31b1c0cc1656914\",\"37c6d00e30b6f6a065be2914\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2554824\",\"name\":\"Steve Boeder\"},{\"id\":\"rmp:2935897\",\"name\":\"David Dwight\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Experiences vary significantly by instructor; Boeder is widely panned for outdated content and poor teaching, while Dwight is generally liked for being caring and accessible despite similar structural issues.\"}]}","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_5048414eb96ed25e4799d618","course_id":"OTM 351","catalog_version_id":"d02e09114fb0c928567fd8267a820373311840267ec642af16ff8a7004ae451d","record_version_id":"d1a2cdda9a4bf6b96ce9402693b8beada3cc1bc8cc451a458bb16423ff506935","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"4479cf106260aa3d365c3eecaac4a0e473802e6d368c5a43e747feb3277c5655","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"242728b1e97d088d8c6d7f83e8733297e2712651a6ddfa20be418b1191f429c2\",\"course_id\":\"OTM 351\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6e9c6a5bd339b7899a228f91\",\"message\":\"Summary generation failed\",\"name\":\"David Dwight\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2935897\",\"summary\":[{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 87.9% A/AB (n=33 letter grades); Fall 2025: 3.59 GPA, 78.1% A/AB (n=32 letter grades); Spring 2026: 3.48 GPA, 78.3% A/AB (n=23 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"David Dwight\",\"review_date\":\"2023-10-09 19:49:52 +0000 UTC\",\"review_id\":\"afe9f558abc07eb32a4a574e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-12-15 20:24:47 +0000 UTC\",\"review_id\":\"ee7dacd530b5fee122bacf4a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-26 16:14:12 +0000 UTC\",\"review_id\":\"063a8165a31b1c0cc1656914\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"}],\"text\":\"The course requires significant reading and completion of three major group projects with no exams. Students must participate actively in class discussions to secure full participation credit.\"}],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":\"instructor_6e9c6a5bd339b7899a228f91\",\"mode\":\"professor\"}],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2019-12-13 18:51:31 +0000 UTC\",\"review_id\":\"00e171ce8b63e0915fa91afd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTMyNjQ3MDkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2020-10-20 22:18:38 +0000 UTC\",\"review_id\":\"dbe1707f6926f2dce71cd891\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTMzNzE4NDg1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2021-11-04 01:39:37 +0000 UTC\",\"review_id\":\"28467990ee8bd34f524f97b3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTM1MTg5MTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2021-12-14 22:17:11 +0000 UTC\",\"review_id\":\"3ce038f0fc08513292a2a0ea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTM1NTI0Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2022-10-04 20:12:37 +0000 UTC\",\"review_id\":\"c54611af9109a0d8a9a56f32\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTM2Njc3MjYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"},{\"instructor_name\":\"Steve Boeder\",\"review_date\":\"2022-12-19 00:43:15 +0000 UTC\",\"review_id\":\"50c42de9074a6b4c5e590cb2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2554824\",\"source_review_id\":\"UmF0aW5nLTM3MTgyNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2554824\",\"type\":\"review\"}],\"text\":\"David Dwight is the current instructor, but all available reviews concern historical instructor Steve Boeder. Reviewers describe Boeder's lectures as outdated, boring, and rambling, with mandatory attendance. While one reviewer found him accessible, most report confusing group projects and a lack of learning value.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"David Dwight\",\"review_date\":\"2023-10-09 19:49:52 +0000 UTC\",\"review_id\":\"afe9f558abc07eb32a4a574e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTM4MjYyNDM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-02-10 21:15:37 +0000 UTC\",\"review_id\":\"fc711767bced377a282a4c84\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-12-15 20:24:47 +0000 UTC\",\"review_id\":\"ee7dacd530b5fee122bacf4a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-13 21:12:12 +0000 UTC\",\"review_id\":\"9b9fc3be65bce1dc81afb1ac\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-26 16:14:12 +0000 UTC\",\"review_id\":\"063a8165a31b1c0cc1656914\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2026-05-01 17:39:30 +0000 UTC\",\"review_id\":\"37c6d00e30b6f6a065be2914\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQyOTk2NTg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"}],\"text\":\"David Dwight is a caring and helpful instructor who relies on discussion and group projects rather than exams. Students report mixed experiences regarding the clarity of project instructions and the strictness of participation and grading requirements.\"},{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.71 GPA, 87.9% A/AB (n=33 letter grades); Fall 2025: 3.59 GPA, 78.1% A/AB (n=32 letter grades); Spring 2026: 3.48 GPA, 78.3% A/AB (n=23 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-02-10 21:15:37 +0000 UTC\",\"review_id\":\"fc711767bced377a282a4c84\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTM4OTY2ODUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2024-12-15 20:24:47 +0000 UTC\",\"review_id\":\"ee7dacd530b5fee122bacf4a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQwMzEwNjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-13 21:12:12 +0000 UTC\",\"review_id\":\"9b9fc3be65bce1dc81afb1ac\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxODYyNTY1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"},{\"instructor_name\":\"David Dwight\",\"review_date\":\"2025-11-26 16:14:12 +0000 UTC\",\"review_id\":\"063a8165a31b1c0cc1656914\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2935897\",\"source_review_id\":\"UmF0aW5nLTQxOTU2NTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2935897\",\"type\":\"review\"}],\"text\":\"Reviewers disagree on grading and project clarity; some find projects vague and grading tough, while others note lenient grading and helpful feedback. The discussion-heavy format is appreciated by some but considered dull by others.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"DAVID DWIGHT is recorded teaching in Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"OTM 351\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"source_record\":{\"entity_id\":\"0b18a28c-1768-3c54-9d12-ee951577cb5b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"STEVEN BOEDER is recorded teaching in Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_6e9c6a5bd339b7899a228f91\", \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]