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Pair Programming; Asynchronous Review).\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Participating in SWE inspection activities such as group code review, pair programming, and asynchronous review\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Characterize and contrast software engineering methodologies and development techniques, including Agile, Waterfall, DevOps, Test-driven Development, Comment-First Development, and Extreme Programming\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Characterizing and contrasting software engineering methodologies and development techniques\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Explain and evaluate techniques for software deployment such as Container and VM technologies.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Explaining and evaluating software deployment techniques such as container and VM technologies\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 506\",\"field\":\"title\",\"quote\":\"SOFTWARE ENGINEERING\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"},{\"course_id\":\"COMPSCI/ECE 506\",\"field\":\"description\",\"quote\":\"Ideas and techniques for designing, developing, and modifying large software systems. 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Work in large teams on a substantial programming project.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Software Engineering covers designing and modifying large software systems, focusing on processes, architectures, design patterns, and testing, with a substantial team-based programming project.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 506\",\"field\":\"description\",\"quote\":\"Topics include software engineering processes; requirements and specifications; project team organization and management;\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Software engineering processes, requirements, specifications, and project management\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 506\",\"field\":\"description\",\"quote\":\"software architectures; design patterns; testing and debugging; and cost and quality metrics and estimation.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Software architectures, design patterns, testing, debugging, and quality metrics\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"including Agile, Waterfall, DevOps, Test-driven Development, Comment-First Development, and Extreme Programming\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Methodologies including Agile, Waterfall, DevOps, TDD, and Extreme Programming\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"techniques for software deployment such as Container and VM technologies.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Software deployment techniques like containers and virtual machines\"}]}","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_32bc831d31cf0c1254ddaf8d","course_id":"COMPSCI/ECE 506","catalog_version_id":"591a9207dc488f8e0be2c007da20b58361a993728ed7bbe802ca6236bf0ad5ab","record_version_id":"fa43b902879b1b8498e3c94ce454663a9e9b1c5a81059d4a9b94e0426c870bdd","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"2cac08a3ce5c54a106c85e8e78d0c7c9c8de65869c6c841d4de983cc45c0197c","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Tracy is a professional project manager, but if she were my project manager I would quit. She has no idea how to manage a class and consistently gives &quot;explanations&quot; but she just makes things confusing and surprises you with dumb points off. If you've ever worked in software before, stay away, because she is an utterly ineffective prof/proj manager\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2018-12-02 14:30:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7ae36b8656cb3387e5918a2f\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwODM2NTQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"The group project is interesting, lots of documentation but I learned a lot doing it. The lectures all feel unplanned like it is just ad lib. I think she knows a lot about the material, but just doesn't prepare nearly enough for lecture. Also the midterm isn't about concepts, it's about writing a note sheet of exact phases she uses on the slides.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2019-04-05 15:12:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0b7ed128f707523358bef24c\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNTM3Njg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"Tracy is the worst professor I've had at UW. After 2 of her classes I learned only how subpar her lecture skills are. Often stumbles over her own words and mixes things up, making things difficult to understand. Spends a significant amount of time bragging about her &quot;certificates&quot; and takes any opportunity to talk herself up. Condescending in OH.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2019-04-28 16:21:22 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"2d52bedaa99a4fb15e29eb9c\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNjk3OTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"All she does is tell that she did this during her work experience and I think she believes saying that statement transfers all her knowledge to us. Doesn't teach anything and asks whatever she feels like in exams. Worst &quot;teacher&quot; ever.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2021-04-02 01:50:31 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"bc83312d3fbcb18e0da8597e\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDk5NjE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"pretends to care for her students publically and is very vocal about it but absolutely denies helping when issues are brought up. Has 0 grasp on the material. Her lectures were extremely vague and full of how 'she did it in the industry', never looked at lectures and got an A. Grading is the only good part of her class. TA's carry her load.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2021-05-29 04:12:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a6be185a5ad711948fdd6699\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0ODcxNjgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"}],\"evidence_count\":5,\"review_ids\":[\"7ae36b8656cb3387e5918a2f\",\"0b7ed128f707523358bef24c\",\"2d52bedaa99a4fb15e29eb9c\",\"bc83312d3fbcb18e0da8597e\",\"a6be185a5ad711948fdd6699\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2126212\",\"name\":\"Tracy Lewis-Williams\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2126212\",\"summary\":\"Cited reviews criticize Tracy Lewis-Williams for unclear explanations, ad-libbed lectures, and making material confusing.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Hands down worst CS professor I've had. Pointless lectures. Terrible organization of the course and use of Canvas. Avoid at all costs.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2019-04-04 01:05:09 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"4819d6ffd74ec0d31d652d80\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNTI3NTYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"SKIP THE COURSE AND DO YOURSELF A FAVOR! The course is very badly planned, there is no actual learning wrt software engineering. App development is the only learning in this course(better take your fav app dev course from Udemy). Important concepts such as design patterns are done in just a single class. The instructor and TAs are not in sync.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2021-04-22 05:54:23 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9b9f4e2549759f4a7d85b2ae\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NTk4NDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"The worst CS class I have ever taken. There is a big project worth 55% of the grade but to get familiar with that there is a spike exercise that takes around 30+ hours to complete. Expected to learn a lot in this course but learnt nothing so far after a whole month. Class is in person but professor only showed up to class 2 times out of 12 classes.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2021-10-07 02:27:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"893839bdc1a1a9ddbd36ebd6\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTA4NTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"}],\"evidence_count\":3,\"review_ids\":[\"4819d6ffd74ec0d31d652d80\",\"9b9f4e2549759f4a7d85b2ae\",\"893839bdc1a1a9ddbd36ebd6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2126212\",\"name\":\"Tracy Lewis-Williams\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2126212\",\"summary\":\"Reviews describe Tracy Lewis-Williams's course as poorly organized, with unplanned lectures and inconsistent use of Canvas.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Loved her insight from actually having worked as a software developer. Very positive attitude that made the subject matter a little more interesting. Also actually wants students to succeed and is receptive if you have questions. However, this class is definitely hard. Beware of the Spike Project. Great learning experience but a lot of work\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2020-04-29 04:52:56 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4c6bc3dd8a1f23ef0696873d\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzMTU0MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"}],\"evidence_count\":1,\"review_ids\":[\"4c6bc3dd8a1f23ef0696873d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2126212\",\"name\":\"Tracy Lewis-Williams\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2126212\",\"summary\":\"One reviewer praises Tracy Lewis-Williams for industry insight and positive attitude, noting the class is hard but valuable.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"The organization of this class is a mess. There are confusions everywhere. \\n1. Lecture: Zero information, random. Talk about his fav painting for 30 min\\n2. Syllabus: Until the mid of the semester, he finally publishes the syllabus on canvas\\n3. Canvas: Having constant issue creating assignment and keep making mistakes. 5-8 emails+announcement / day\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2022-10-22 06:57:03 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"17728b6861e014ccb5b89294\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2NzI1NDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"The semester is almost over and no one knows how they are going to be graded. Lectures and class structure are a mess he is far from understanding and loves to point fingers at everyone else. A very incoherent structure, that is very stressful and anxiety inducing. Everything is self taught could have just been an online class.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2022-12-11 01:50:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e3497b21a52bc20a4791959d\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MDY5NzA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"My experience with Professor Swanson was truly disappointing. This class can be summarized by disorganization, poor communication, and a lack of responsibility. I sincerely hope that this review helps future students avoid taking this class.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2023-04-11 21:24:03 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8bfdfa35cac75b8c5980618c\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3NjEwOTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"Absolute mess. Scott will give a 10hr lecture on Jimmy Page but wont use Canvas.Understand this class is different & he makes it chill. But all 75min lectures could be 20min vids. Grading system is so \\\"innovative\\\" that no student knows their grades even a week from final. It will probably get better, but avoid it for at least another 2 years\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2023-05-16 02:48:39 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8a9e4caa8697ac4652935e9e\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3OTMyNjM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"The course lacks structured teaching, and most of the learning is self-directed. Lectures did not add much value, and it was difficult to gain a clear understanding of core software engineering concepts. I would not recommend this course if you are looking for guided instruction.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2026-04-09 05:03:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"4f45624e8a9a22d8633fbb41\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyODAzODcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"}],\"evidence_count\":5,\"review_ids\":[\"17728b6861e014ccb5b89294\",\"e3497b21a52bc20a4791959d\",\"8bfdfa35cac75b8c5980618c\",\"8a9e4caa8697ac4652935e9e\",\"4f45624e8a9a22d8633fbb41\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2823898\",\"name\":\"Scott Swanson\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2823898\",\"summary\":\"Cited reviews criticize Scott Swanson for disorganized lectures, poor communication, and lack of structured teaching.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"The semester is almost over and no one knows how they are going to be graded. Lectures and class structure are a mess he is far from understanding and loves to point fingers at everyone else. A very incoherent structure, that is very stressful and anxiety inducing. Everything is self taught could have just been an online class.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2022-12-11 01:50:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e3497b21a52bc20a4791959d\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MDY5NzA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"Absolute mess. Scott will give a 10hr lecture on Jimmy Page but wont use Canvas.Understand this class is different & he makes it chill. But all 75min lectures could be 20min vids. Grading system is so \\\"innovative\\\" that no student knows their grades even a week from final. It will probably get better, but avoid it for at least another 2 years\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2023-05-16 02:48:39 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8a9e4caa8697ac4652935e9e\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3OTMyNjM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"I'll be blunt, his class is poorly designed to instruct students through a software engineering career. First, his lectures are mandatory and a waste of time. Second, he doesn't even discuss the readings. Finally, the final is unnecessarily long. There is too much writing involved in the process and so many questions to answer. UNREASONABLE.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2024-05-06 20:43:46 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab3d56cbcfc7f13cad310e1c\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5MzgxNjYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"Attendance is mandatory, and his convoluted policies are traps, not aids. Grading is purely subjective; he will deduct points for simply \\\"not paying attention,\\\" reflecting his need for unquestioning deference and control.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2025-10-10 19:47:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9ce200e8f8d7d1b6af9c2ece\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNzA2Mjgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"}],\"evidence_count\":4,\"review_ids\":[\"e3497b21a52bc20a4791959d\",\"8a9e4caa8697ac4652935e9e\",\"ab3d56cbcfc7f13cad310e1c\",\"9ce200e8f8d7d1b6af9c2ece\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2823898\",\"name\":\"Scott Swanson\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2823898\",\"summary\":\"Reviews describe Scott Swanson's grading as subjective, confusing, or involving unreasonable writing requirements.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"The man, the myth, the legend: Emdad. This man single-handly allowed me to sky rocket my grades, while reducing my anxiety. This man is a saint. He will never yell at you and will hold your hand with even the most basic assignments. Please show him love and respect.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2022-10-08 01:26:22 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"96f100df7f713ea7a8a8e949\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2Njg1Njcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"You get out what you put in. His lectures and the class are pretty unorganized, but the point of the class is to simulate being a SWE and figuring things out yourself. He won't force you to learn so you can coast if you want, or bc he and the TA's are VERY knowledgeable, you can learn a ton. If you have a bit of independence this class is great\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2023-12-28 18:45:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a2eb8ab660feadb955a31d2f\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODA0NzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"I'm a software dev now. This was the most worthwhile class I took at UW. The lectures and reading are tedious but I apply them in my work every day. It is one of those classes where you get what you put in. Scott isn't even really mean, just don't take it personally and read the syllabus before asking course questions. One of my fav profs for sure.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2026-05-27 22:09:35 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a3f7a07f88d08c9a738c69f4\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMjAwNTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"}],\"evidence_count\":3,\"review_ids\":[\"96f100df7f713ea7a8a8e949\",\"a2eb8ab660feadb955a31d2f\",\"a3f7a07f88d08c9a738c69f4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2823898\",\"name\":\"Scott Swanson\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2823898\",\"summary\":\"Some reviewers praise Scott Swanson for being knowledgeable and supportive, noting the self-directed nature allows students to learn significantly if they engage.\"}]}","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_32bc831d31cf0c1254ddaf8d","course_id":"COMPSCI/ECE 506","catalog_version_id":"591a9207dc488f8e0be2c007da20b58361a993728ed7bbe802ca6236bf0ad5ab","record_version_id":"fa43b902879b1b8498e3c94ce454663a9e9b1c5a81059d4a9b94e0426c870bdd","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"2cac08a3ce5c54a106c85e8e78d0c7c9c8de65869c6c841d4de983cc45c0197c","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"7d2f3d50a2f29f948521e2646e99048d42e15cd953b0be02c3281d9a2149fc79\",\"course_id\":\"COMPSCI/ECE 506\",\"current_instructors\":[{\"instructor_uid\":\"instructor_33b6ae0f51f7cbf95cdb26c9\",\"message\":\"No course-specific reviews available\",\"name\":\"Mouna Kacem\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2360531\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 3.60 GPA, 78.0% A/AB (n=168 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2026-05-27 22:09:35 +0000 UTC\",\"review_id\":\"a3f7a07f88d08c9a738c69f4\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQzMjAwNTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Lectures and reading materials were described as tedious, but the class required consistent effort to get value from the content.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-05-02 20:47:11 +0000 UTC\",\"review_id\":\"ecf2bfa6107f3dc5a784e26e\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQxMTM4MDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"One student found the course to be the best CS class they took, citing its practical preparation for industry and engaging lectures.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.57 GPA, 76.5% A/AB (n=170 letter grades); Fall 2025: 3.56 GPA, 76.5% A/AB (n=81 letter grades); Spring 2026: 3.60 GPA, 78.0% A/AB (n=168 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-05-02 20:47:11 +0000 UTC\",\"review_id\":\"ecf2bfa6107f3dc5a784e26e\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQxMTM4MDQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"The group project allowed students to gain experience dealing with real issues, which one student found valuable for their career preparation.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MOUNA AYARI BEN HADJ KACEM is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":3,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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She has no idea how to manage a class and consistently gives &quot;explanations&quot; but she just makes things confusing and surprises you with dumb points off. If you've ever worked in software before, stay away, because she is an utterly ineffective prof/proj manager\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2018-12-02 14:30:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7ae36b8656cb3387e5918a2f\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwODM2NTQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"The group project is interesting, lots of documentation but I learned a lot doing it. The lectures all feel unplanned like it is just ad lib. I think she knows a lot about the material, but just doesn't prepare nearly enough for lecture. Also the midterm isn't about concepts, it's about writing a note sheet of exact phases she uses on the slides.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2019-04-05 15:12:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0b7ed128f707523358bef24c\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNTM3Njg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"Tracy is the worst professor I've had at UW. After 2 of her classes I learned only how subpar her lecture skills are. Often stumbles over her own words and mixes things up, making things difficult to understand. Spends a significant amount of time bragging about her &quot;certificates&quot; and takes any opportunity to talk herself up. Condescending in OH.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2019-04-28 16:21:22 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"2d52bedaa99a4fb15e29eb9c\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNjk3OTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"All she does is tell that she did this during her work experience and I think she believes saying that statement transfers all her knowledge to us. Doesn't teach anything and asks whatever she feels like in exams. Worst &quot;teacher&quot; ever.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2021-04-02 01:50:31 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"bc83312d3fbcb18e0da8597e\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDk5NjE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"pretends to care for her students publically and is very vocal about it but absolutely denies helping when issues are brought up. Has 0 grasp on the material. Her lectures were extremely vague and full of how 'she did it in the industry', never looked at lectures and got an A. Grading is the only good part of her class. TA's carry her load.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2021-05-29 04:12:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a6be185a5ad711948fdd6699\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0ODcxNjgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"}],\"evidence_count\":5,\"review_ids\":[\"7ae36b8656cb3387e5918a2f\",\"0b7ed128f707523358bef24c\",\"2d52bedaa99a4fb15e29eb9c\",\"bc83312d3fbcb18e0da8597e\",\"a6be185a5ad711948fdd6699\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2126212\",\"name\":\"Tracy Lewis-Williams\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2126212\",\"summary\":\"Cited reviews criticize Tracy Lewis-Williams for unclear explanations, ad-libbed lectures, and making material confusing.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Hands down worst CS professor I've had. Pointless lectures. Terrible organization of the course and use of Canvas. Avoid at all costs.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2019-04-04 01:05:09 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"4819d6ffd74ec0d31d652d80\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNTI3NTYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"SKIP THE COURSE AND DO YOURSELF A FAVOR! The course is very badly planned, there is no actual learning wrt software engineering. App development is the only learning in this course(better take your fav app dev course from Udemy). Important concepts such as design patterns are done in just a single class. The instructor and TAs are not in sync.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2021-04-22 05:54:23 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9b9f4e2549759f4a7d85b2ae\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NTk4NDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"The worst CS class I have ever taken. There is a big project worth 55% of the grade but to get familiar with that there is a spike exercise that takes around 30+ hours to complete. Expected to learn a lot in this course but learnt nothing so far after a whole month. Class is in person but professor only showed up to class 2 times out of 12 classes.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2021-10-07 02:27:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"893839bdc1a1a9ddbd36ebd6\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTA4NTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"}],\"evidence_count\":3,\"review_ids\":[\"4819d6ffd74ec0d31d652d80\",\"9b9f4e2549759f4a7d85b2ae\",\"893839bdc1a1a9ddbd36ebd6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2126212\",\"name\":\"Tracy Lewis-Williams\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2126212\",\"summary\":\"Reviews describe Tracy Lewis-Williams's course as poorly organized, with unplanned lectures and inconsistent use of Canvas.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Loved her insight from actually having worked as a software developer. Very positive attitude that made the subject matter a little more interesting. Also actually wants students to succeed and is receptive if you have questions. However, this class is definitely hard. Beware of the Spike Project. Great learning experience but a lot of work\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2020-04-29 04:52:56 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4c6bc3dd8a1f23ef0696873d\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzMTU0MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"}],\"evidence_count\":1,\"review_ids\":[\"4c6bc3dd8a1f23ef0696873d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2126212\",\"name\":\"Tracy Lewis-Williams\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2126212\",\"summary\":\"One reviewer praises Tracy Lewis-Williams for industry insight and positive attitude, noting the class is hard but valuable.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"The organization of this class is a mess. There are confusions everywhere. \\n1. Lecture: Zero information, random. Talk about his fav painting for 30 min\\n2. Syllabus: Until the mid of the semester, he finally publishes the syllabus on canvas\\n3. Canvas: Having constant issue creating assignment and keep making mistakes. 5-8 emails+announcement / day\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2022-10-22 06:57:03 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"17728b6861e014ccb5b89294\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2NzI1NDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"The semester is almost over and no one knows how they are going to be graded. Lectures and class structure are a mess he is far from understanding and loves to point fingers at everyone else. A very incoherent structure, that is very stressful and anxiety inducing. Everything is self taught could have just been an online class.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2022-12-11 01:50:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e3497b21a52bc20a4791959d\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MDY5NzA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"My experience with Professor Swanson was truly disappointing. This class can be summarized by disorganization, poor communication, and a lack of responsibility. I sincerely hope that this review helps future students avoid taking this class.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2023-04-11 21:24:03 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8bfdfa35cac75b8c5980618c\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3NjEwOTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"Absolute mess. Scott will give a 10hr lecture on Jimmy Page but wont use Canvas.Understand this class is different & he makes it chill. But all 75min lectures could be 20min vids. Grading system is so \\\"innovative\\\" that no student knows their grades even a week from final. It will probably get better, but avoid it for at least another 2 years\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2023-05-16 02:48:39 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8a9e4caa8697ac4652935e9e\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3OTMyNjM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"The course lacks structured teaching, and most of the learning is self-directed. Lectures did not add much value, and it was difficult to gain a clear understanding of core software engineering concepts. I would not recommend this course if you are looking for guided instruction.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2026-04-09 05:03:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"4f45624e8a9a22d8633fbb41\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyODAzODcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"}],\"evidence_count\":5,\"review_ids\":[\"17728b6861e014ccb5b89294\",\"e3497b21a52bc20a4791959d\",\"8bfdfa35cac75b8c5980618c\",\"8a9e4caa8697ac4652935e9e\",\"4f45624e8a9a22d8633fbb41\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2823898\",\"name\":\"Scott Swanson\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2823898\",\"summary\":\"Cited reviews criticize Scott Swanson for disorganized lectures, poor communication, and lack of structured teaching.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"The semester is almost over and no one knows how they are going to be graded. Lectures and class structure are a mess he is far from understanding and loves to point fingers at everyone else. A very incoherent structure, that is very stressful and anxiety inducing. Everything is self taught could have just been an online class.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2022-12-11 01:50:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e3497b21a52bc20a4791959d\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MDY5NzA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"Absolute mess. Scott will give a 10hr lecture on Jimmy Page but wont use Canvas.Understand this class is different & he makes it chill. But all 75min lectures could be 20min vids. Grading system is so \\\"innovative\\\" that no student knows their grades even a week from final. It will probably get better, but avoid it for at least another 2 years\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2023-05-16 02:48:39 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8a9e4caa8697ac4652935e9e\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3OTMyNjM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"I'll be blunt, his class is poorly designed to instruct students through a software engineering career. First, his lectures are mandatory and a waste of time. Second, he doesn't even discuss the readings. Finally, the final is unnecessarily long. There is too much writing involved in the process and so many questions to answer. UNREASONABLE.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2024-05-06 20:43:46 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab3d56cbcfc7f13cad310e1c\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5MzgxNjYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"Attendance is mandatory, and his convoluted policies are traps, not aids. Grading is purely subjective; he will deduct points for simply \\\"not paying attention,\\\" reflecting his need for unquestioning deference and control.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2025-10-10 19:47:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9ce200e8f8d7d1b6af9c2ece\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNzA2Mjgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"}],\"evidence_count\":4,\"review_ids\":[\"e3497b21a52bc20a4791959d\",\"8a9e4caa8697ac4652935e9e\",\"ab3d56cbcfc7f13cad310e1c\",\"9ce200e8f8d7d1b6af9c2ece\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2823898\",\"name\":\"Scott Swanson\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2823898\",\"summary\":\"Reviews describe Scott Swanson's grading as subjective, confusing, or involving unreasonable writing requirements.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"The man, the myth, the legend: Emdad. This man single-handly allowed me to sky rocket my grades, while reducing my anxiety. This man is a saint. He will never yell at you and will hold your hand with even the most basic assignments. Please show him love and respect.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2022-10-08 01:26:22 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"96f100df7f713ea7a8a8e949\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2Njg1Njcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"You get out what you put in. His lectures and the class are pretty unorganized, but the point of the class is to simulate being a SWE and figuring things out yourself. He won't force you to learn so you can coast if you want, or bc he and the TA's are VERY knowledgeable, you can learn a ton. If you have a bit of independence this class is great\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2023-12-28 18:45:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a2eb8ab660feadb955a31d2f\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4ODA0NzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"I'm a software dev now. This was the most worthwhile class I took at UW. The lectures and reading are tedious but I apply them in my work every day. It is one of those classes where you get what you put in. Scott isn't even really mean, just don't take it personally and read the syllabus before asking course questions. One of my fav profs for sure.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2026-05-27 22:09:35 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a3f7a07f88d08c9a738c69f4\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMjAwNTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"}],\"evidence_count\":3,\"review_ids\":[\"96f100df7f713ea7a8a8e949\",\"a2eb8ab660feadb955a31d2f\",\"a3f7a07f88d08c9a738c69f4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2823898\",\"name\":\"Scott Swanson\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2823898\",\"summary\":\"Some reviewers praise Scott Swanson for being knowledgeable and supportive, noting the self-directed nature allows students to learn significantly if they 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Work in large teams on a substantial programming project.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Software Engineering covers designing and modifying large software systems, focusing on processes, architectures, design patterns, and testing, with a substantial team-based programming project.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 506\",\"field\":\"description\",\"quote\":\"Topics include software engineering processes; requirements and specifications; project team organization and management;\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Software engineering processes, requirements, specifications, and project management\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 506\",\"field\":\"description\",\"quote\":\"software architectures; design patterns; testing and debugging; and cost and quality metrics and estimation.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Software architectures, design patterns, testing, debugging, and quality metrics\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"including Agile, Waterfall, DevOps, Test-driven Development, Comment-First Development, and Extreme Programming\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Methodologies including Agile, Waterfall, DevOps, TDD, and Extreme Programming\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"techniques for software deployment such as Container and VM technologies.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Software deployment techniques like containers and virtual machines\"}]}","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_32bc831d31cf0c1254ddaf8d","course_id":"COMPSCI/ECE 506","catalog_version_id":"591a9207dc488f8e0be2c007da20b58361a993728ed7bbe802ca6236bf0ad5ab","record_version_id":"fa43b902879b1b8498e3c94ce454663a9e9b1c5a81059d4a9b94e0426c870bdd","job_id":"enrich-79348710a077dbb34341f483","output_id":"39ab529c2346318d7fc5a5b70c92312618a867eef29f9ea8c412b3d4d33a174c","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Tracy is a professional project manager, but if she were my project manager I would quit. She has no idea how to manage a class and consistently gives &quot;explanations&quot; but she just makes things confusing and surprises you with dumb points off. If you've ever worked in software before, stay away, because she is an utterly ineffective prof/proj manager\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2018-12-02 14:30:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7ae36b8656cb3387e5918a2f\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwODM2NTQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"The group project is interesting, lots of documentation but I learned a lot doing it. The lectures all feel unplanned like it is just ad lib. I think she knows a lot about the material, but just doesn't prepare nearly enough for lecture. Also the midterm isn't about concepts, it's about writing a note sheet of exact phases she uses on the slides.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2019-04-05 15:12:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0b7ed128f707523358bef24c\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNTM3Njg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"Tracy is the worst professor I've had at UW. After 2 of her classes I learned only how subpar her lecture skills are. Often stumbles over her own words and mixes things up, making things difficult to understand. Spends a significant amount of time bragging about her &quot;certificates&quot; and takes any opportunity to talk herself up. Condescending in OH.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2019-04-28 16:21:22 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"2d52bedaa99a4fb15e29eb9c\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNjk3OTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"All she does is tell that she did this during her work experience and I think she believes saying that statement transfers all her knowledge to us. Doesn't teach anything and asks whatever she feels like in exams. Worst &quot;teacher&quot; ever.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2021-04-02 01:50:31 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"bc83312d3fbcb18e0da8597e\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDk5NjE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"pretends to care for her students publically and is very vocal about it but absolutely denies helping when issues are brought up. Has 0 grasp on the material. Her lectures were extremely vague and full of how 'she did it in the industry', never looked at lectures and got an A. Grading is the only good part of her class. TA's carry her load.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2021-05-29 04:12:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a6be185a5ad711948fdd6699\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0ODcxNjgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"}],\"evidence_count\":5,\"review_ids\":[\"7ae36b8656cb3387e5918a2f\",\"0b7ed128f707523358bef24c\",\"2d52bedaa99a4fb15e29eb9c\",\"bc83312d3fbcb18e0da8597e\",\"a6be185a5ad711948fdd6699\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2126212\",\"name\":\"Tracy Lewis-Williams\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2126212\",\"summary\":\"Cited reviews criticize Tracy Lewis-Williams for unclear explanations, ad-libbed lectures, and making material confusing.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Hands down worst CS professor I've had. Pointless lectures. Terrible organization of the course and use of Canvas. Avoid at all costs.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2019-04-04 01:05:09 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"4819d6ffd74ec0d31d652d80\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNTI3NTYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"SKIP THE COURSE AND DO YOURSELF A FAVOR! The course is very badly planned, there is no actual learning wrt software engineering. App development is the only learning in this course(better take your fav app dev course from Udemy). Important concepts such as design patterns are done in just a single class. The instructor and TAs are not in sync.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2021-04-22 05:54:23 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9b9f4e2549759f4a7d85b2ae\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NTk4NDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"},{\"comment\":\"The worst CS class I have ever taken. There is a big project worth 55% of the grade but to get familiar with that there is a spike exercise that takes around 30+ hours to complete. Expected to learn a lot in this course but learnt nothing so far after a whole month. Class is in person but professor only showed up to class 2 times out of 12 classes.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2021-10-07 02:27:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"893839bdc1a1a9ddbd36ebd6\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTA4NTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"}],\"evidence_count\":3,\"review_ids\":[\"4819d6ffd74ec0d31d652d80\",\"9b9f4e2549759f4a7d85b2ae\",\"893839bdc1a1a9ddbd36ebd6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2126212\",\"name\":\"Tracy Lewis-Williams\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2126212\",\"summary\":\"Reviews describe Tracy Lewis-Williams's course as poorly organized, with unplanned lectures and inconsistent use of Canvas.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Loved her insight from actually having worked as a software developer. Very positive attitude that made the subject matter a little more interesting. Also actually wants students to succeed and is receptive if you have questions. However, this class is definitely hard. Beware of the Spike Project. Great learning experience but a lot of work\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2020-04-29 04:52:56 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4c6bc3dd8a1f23ef0696873d\",\"instructor_id\":\"rmp:2126212\",\"instructor_name\":\"Tracy Lewis-Williams\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzMTU0MDg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\"}],\"evidence_count\":1,\"review_ids\":[\"4c6bc3dd8a1f23ef0696873d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2126212\",\"name\":\"Tracy Lewis-Williams\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2126212\",\"summary\":\"One reviewer praises Tracy Lewis-Williams for industry insight and positive attitude, noting the class is hard but valuable.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"The organization of this class is a mess. There are confusions everywhere. \\n1. Lecture: Zero information, random. Talk about his fav painting for 30 min\\n2. Syllabus: Until the mid of the semester, he finally publishes the syllabus on canvas\\n3. Canvas: Having constant issue creating assignment and keep making mistakes. 5-8 emails+announcement / day\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2022-10-22 06:57:03 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"17728b6861e014ccb5b89294\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2NzI1NDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"The semester is almost over and no one knows how they are going to be graded. Lectures and class structure are a mess he is far from understanding and loves to point fingers at everyone else. A very incoherent structure, that is very stressful and anxiety inducing. Everything is self taught could have just been an online class.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2022-12-11 01:50:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e3497b21a52bc20a4791959d\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MDY5NzA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"My experience with Professor Swanson was truly disappointing. This class can be summarized by disorganization, poor communication, and a lack of responsibility. I sincerely hope that this review helps future students avoid taking this class.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2023-04-11 21:24:03 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8bfdfa35cac75b8c5980618c\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3NjEwOTA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"Absolute mess. Scott will give a 10hr lecture on Jimmy Page but wont use Canvas.Understand this class is different & he makes it chill. But all 75min lectures could be 20min vids. Grading system is so \\\"innovative\\\" that no student knows their grades even a week from final. It will probably get better, but avoid it for at least another 2 years\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2023-05-16 02:48:39 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8a9e4caa8697ac4652935e9e\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3OTMyNjM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"The course lacks structured teaching, and most of the learning is self-directed. Lectures did not add much value, and it was difficult to gain a clear understanding of core software engineering concepts. I would not recommend this course if you are looking for guided instruction.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2026-04-09 05:03:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"4f45624e8a9a22d8633fbb41\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyODAzODcz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"}],\"evidence_count\":5,\"review_ids\":[\"17728b6861e014ccb5b89294\",\"e3497b21a52bc20a4791959d\",\"8bfdfa35cac75b8c5980618c\",\"8a9e4caa8697ac4652935e9e\",\"4f45624e8a9a22d8633fbb41\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2823898\",\"name\":\"Scott Swanson\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2823898\",\"summary\":\"Cited reviews criticize Scott Swanson for disorganized lectures, poor communication, and lack of structured teaching.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"The semester is almost over and no one knows how they are going to be graded. Lectures and class structure are a mess he is far from understanding and loves to point fingers at everyone else. A very incoherent structure, that is very stressful and anxiety inducing. Everything is self taught could have just been an online class.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2022-12-11 01:50:49 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e3497b21a52bc20a4791959d\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3MDY5NzA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"Absolute mess. Scott will give a 10hr lecture on Jimmy Page but wont use Canvas.Understand this class is different & he makes it chill. But all 75min lectures could be 20min vids. Grading system is so \\\"innovative\\\" that no student knows their grades even a week from final. It will probably get better, but avoid it for at least another 2 years\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2023-05-16 02:48:39 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8a9e4caa8697ac4652935e9e\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3OTMyNjM3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"I'll be blunt, his class is poorly designed to instruct students through a software engineering career. First, his lectures are mandatory and a waste of time. Second, he doesn't even discuss the readings. Finally, the final is unnecessarily long. There is too much writing involved in the process and so many questions to answer. UNREASONABLE.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2024-05-06 20:43:46 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab3d56cbcfc7f13cad310e1c\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5MzgxNjYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"Attendance is mandatory, and his convoluted policies are traps, not aids. Grading is purely subjective; he will deduct points for simply \\\"not paying attention,\\\" reflecting his need for unquestioning deference and control.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2025-10-10 19:47:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"9ce200e8f8d7d1b6af9c2ece\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxNzA2Mjgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"}],\"evidence_count\":4,\"review_ids\":[\"e3497b21a52bc20a4791959d\",\"8a9e4caa8697ac4652935e9e\",\"ab3d56cbcfc7f13cad310e1c\",\"9ce200e8f8d7d1b6af9c2ece\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2823898\",\"name\":\"Scott Swanson\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2823898\",\"summary\":\"Reviews describe Scott Swanson's grading as subjective, confusing, or involving unreasonable writing requirements.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"The man, the myth, the legend: Emdad. This man single-handly allowed me to sky rocket my grades, while reducing my anxiety. This man is a saint. He will never yell at you and will hold your hand with even the most basic assignments. Please show him love and respect.\",\"course_id\":\"COMPSCI/ECE 506\",\"date\":\"2022-10-08 01:26:22 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"96f100df7f713ea7a8a8e949\",\"instructor_id\":\"rmp:2823898\",\"instructor_name\":\"Scott Swanson\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2Njg1Njcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\"},{\"comment\":\"You get out what you put in. His lectures and the class are pretty unorganized, but the point of the class is to simulate being a SWE and figuring things out yourself. He won't force you to learn so you can coast if you want, or bc he and the TA's are VERY knowledgeable, you can learn a ton. 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These students found him supportive and easy to get an A with consistent attendance and teamwork.\"},{\"citations\":[{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2022-12-05 02:27:38 +0000 UTC\",\"review_id\":\"d5dc5359c51190b0f1091ae3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM2OTY1NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2023-02-21 22:42:47 +0000 UTC\",\"review_id\":\"1c286a57378c3c98461c71c3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM3NDQ4MTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2024-03-06 04:29:35 +0000 UTC\",\"review_id\":\"1a9306538317a7258081795a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM5MDI3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-01-07 02:29:28 +0000 UTC\",\"review_id\":\"3d0a50f214b5571295d9c0e0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQwNDk2Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-10-10 19:48:23 +0000 UTC\",\"review_id\":\"fc36f5e3ee9df5aff3e082c1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQxNzA2Mjg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"}],\"text\":\"Other reviewers criticize Swanson for disorganization, irrelevant lectures, and rude or passive-aggressive communication. They report poor course structure, confusing grading schemes, and a lack of practical technical teaching, describing the experience as frustrating and a waste of time.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.54 GPA, 74.0% A/AB (n=127 letter grades); Fall 2025: 3.56 GPA, 76.5% A/AB (n=81 letter grades); Spring 2026: 3.60 GPA, 78.0% A/AB (n=168 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2023-05-16 21:40:41 +0000 UTC\",\"review_id\":\"a06d49221baded3c721c8d05\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM3OTM5MTUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-01-07 02:29:28 +0000 UTC\",\"review_id\":\"3d0a50f214b5571295d9c0e0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQwNDk2Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"}],\"text\":\"The course focuses on agile team software projects and is considered easy if students participate, though logistics and reading quizzes add to the workload.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Tracy Lewis-Williams\",\"review_date\":\"2018-11-08 23:39:32 +0000 UTC\",\"review_id\":\"2c88ce5de201a3c83965bdc1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2126212\",\"source_review_id\":\"UmF0aW5nLTMwNjkxMjI1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\",\"type\":\"review\"},{\"instructor_name\":\"Tracy Lewis-Williams\",\"review_date\":\"2018-12-02 14:30:55 +0000 UTC\",\"review_id\":\"7ae36b8656cb3387e5918a2f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2126212\",\"source_review_id\":\"UmF0aW5nLTMwODM2NTQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\",\"type\":\"review\"},{\"instructor_name\":\"Tracy Lewis-Williams\",\"review_date\":\"2019-04-01 20:57:41 +0000 UTC\",\"review_id\":\"0766ee0909ad071be4d7b72b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2126212\",\"source_review_id\":\"UmF0aW5nLTMxNTExMzEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\",\"type\":\"review\"},{\"instructor_name\":\"Tracy Lewis-Williams\",\"review_date\":\"2019-04-05 15:12:33 +0000 UTC\",\"review_id\":\"0b7ed128f707523358bef24c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2126212\",\"source_review_id\":\"UmF0aW5nLTMxNTM3Njg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\",\"type\":\"review\"},{\"instructor_name\":\"Tracy Lewis-Williams\",\"review_date\":\"2019-04-28 16:21:22 +0000 UTC\",\"review_id\":\"2d52bedaa99a4fb15e29eb9c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2126212\",\"source_review_id\":\"UmF0aW5nLTMxNjk3OTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\",\"type\":\"review\"},{\"instructor_name\":\"Tracy Lewis-Williams\",\"review_date\":\"2019-09-15 19:28:42 +0000 UTC\",\"review_id\":\"84396fbf59881a9f932ac9a5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2126212\",\"source_review_id\":\"UmF0aW5nLTMyMjI5NTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\",\"type\":\"review\"},{\"instructor_name\":\"Tracy Lewis-Williams\",\"review_date\":\"2020-01-14 13:27:20 +0000 UTC\",\"review_id\":\"a4ebecfc0d36bd44b57777df\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2126212\",\"source_review_id\":\"UmF0aW5nLTMyODMzNjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\",\"type\":\"review\"},{\"instructor_name\":\"Tracy Lewis-Williams\",\"review_date\":\"2021-04-02 01:50:31 +0000 UTC\",\"review_id\":\"bc83312d3fbcb18e0da8597e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2126212\",\"source_review_id\":\"UmF0aW5nLTM0NDk5NjE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\",\"type\":\"review\"},{\"instructor_name\":\"Tracy Lewis-Williams\",\"review_date\":\"2021-04-22 05:54:23 +0000 UTC\",\"review_id\":\"9b9f4e2549759f4a7d85b2ae\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2126212\",\"source_review_id\":\"UmF0aW5nLTM0NTk4NDcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\",\"type\":\"review\"},{\"instructor_name\":\"Tracy Lewis-Williams\",\"review_date\":\"2021-05-12 04:36:27 +0000 UTC\",\"review_id\":\"f81c77d8950125c34718774c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2126212\",\"source_review_id\":\"UmF0aW5nLTM0NzcxOTI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\",\"type\":\"review\"}],\"text\":\"Historical reviews for Tracy Lewis-Williams describe lectures as unprepared and confusing, with exams focusing on specific slide details rather than concepts. Students report that the large group project carries significant weight and causes grading disputes. While most reviewers criticize the course organization and office hours, one student found the class well-organized.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2022-10-08 01:26:22 +0000 UTC\",\"review_id\":\"96f100df7f713ea7a8a8e949\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM2Njg1Njcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2022-12-05 02:27:38 +0000 UTC\",\"review_id\":\"d5dc5359c51190b0f1091ae3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM2OTY1NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2023-02-21 22:42:47 +0000 UTC\",\"review_id\":\"1c286a57378c3c98461c71c3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM3NDQ4MTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2023-03-30 21:54:46 +0000 UTC\",\"review_id\":\"4e29fcd4f96799dae96fe4e7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM3NTYyMTkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2023-05-16 21:40:41 +0000 UTC\",\"review_id\":\"a06d49221baded3c721c8d05\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM3OTM5MTUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2023-12-19 23:17:42 +0000 UTC\",\"review_id\":\"1c5e60d05e10be29b566ea17\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM4NzQ3OTI1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2024-03-06 04:29:35 +0000 UTC\",\"review_id\":\"1a9306538317a7258081795a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM5MDI3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-01-07 02:29:28 +0000 UTC\",\"review_id\":\"3d0a50f214b5571295d9c0e0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQwNDk2Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-10-10 19:48:23 +0000 UTC\",\"review_id\":\"fc36f5e3ee9df5aff3e082c1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQxNzA2Mjg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2026-05-27 22:09:35 +0000 UTC\",\"review_id\":\"a3f7a07f88d08c9a738c69f4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQzMjAwNTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"}],\"text\":\"Reviews for Scott Swanson are sharply divided, with some praising his support and entertainment value while others criticize his disorganization, rudeness, and lack of structure.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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UTC\",\"review_id\":\"1a9306538317a7258081795a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM5MDI3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-01-07 02:29:28 +0000 UTC\",\"review_id\":\"3d0a50f214b5571295d9c0e0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQwNDk2Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-10-10 19:48:23 +0000 UTC\",\"review_id\":\"fc36f5e3ee9df5aff3e082c1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQxNzA2Mjg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"}],\"text\":\"Students report frustration with complicated grading schemes, passive-aggressive communication, and lectures that lack practical technical content.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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These students found him supportive and easy to get an A with consistent attendance and teamwork.\"},{\"citations\":[{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2022-12-05 02:27:38 +0000 UTC\",\"review_id\":\"d5dc5359c51190b0f1091ae3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM2OTY1NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2023-02-21 22:42:47 +0000 UTC\",\"review_id\":\"1c286a57378c3c98461c71c3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM3NDQ4MTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2024-03-06 04:29:35 +0000 UTC\",\"review_id\":\"1a9306538317a7258081795a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM5MDI3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-01-07 02:29:28 +0000 UTC\",\"review_id\":\"3d0a50f214b5571295d9c0e0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQwNDk2Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-10-10 19:48:23 +0000 UTC\",\"review_id\":\"fc36f5e3ee9df5aff3e082c1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQxNzA2Mjg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"}],\"text\":\"Other reviewers criticize Swanson for disorganization, irrelevant lectures, and rude or passive-aggressive communication. They report poor course structure, confusing grading schemes, and a lack of practical technical teaching, describing the experience as frustrating and a waste of time.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.54 GPA, 74.0% A/AB (n=127 letter grades); Fall 2025: 3.56 GPA, 76.5% A/AB (n=81 letter grades); Spring 2026: 3.60 GPA, 78.0% A/AB (n=168 letter grades). 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workload.\"}],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"history\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2022-10-08 01:26:22 +0000 UTC\",\"review_id\":\"96f100df7f713ea7a8a8e949\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM2Njg1Njcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2022-12-05 02:27:38 +0000 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Swanson\",\"review_date\":\"2026-05-27 22:09:35 +0000 UTC\",\"review_id\":\"a3f7a07f88d08c9a738c69f4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQzMjAwNTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"}],\"text\":\"Reviews for Scott Swanson are sharply divided, with some praising his support and entertainment value while others criticize his disorganization, rudeness, and lack of structure.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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frustration with complicated grading schemes, passive-aggressive communication, and lectures that lack practical technical content.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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praised by some as smart, caring, and entertaining, with one reviewer noting the class was worthwhile for practical application in software development. These students found him supportive and easy to get an A with consistent attendance and teamwork.\"},{\"citations\":[{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2022-12-05 02:27:38 +0000 UTC\",\"review_id\":\"d5dc5359c51190b0f1091ae3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM2OTY1NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2023-02-21 22:42:47 +0000 UTC\",\"review_id\":\"1c286a57378c3c98461c71c3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM3NDQ4MTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2024-03-06 04:29:35 +0000 UTC\",\"review_id\":\"1a9306538317a7258081795a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM5MDI3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-01-07 02:29:28 +0000 UTC\",\"review_id\":\"3d0a50f214b5571295d9c0e0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQwNDk2Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-10-10 19:48:23 +0000 UTC\",\"review_id\":\"fc36f5e3ee9df5aff3e082c1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQxNzA2Mjg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"}],\"text\":\"Other reviewers criticize Swanson for disorganization, irrelevant lectures, and rude or passive-aggressive communication. They report poor course structure, confusing grading schemes, and a lack of practical technical teaching, describing the experience as frustrating and a waste of time.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.54 GPA, 74.0% A/AB (n=127 letter grades); Fall 2025: 3.56 GPA, 76.5% A/AB (n=81 letter grades); Spring 2026: 3.60 GPA, 78.0% A/AB (n=168 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2023-05-16 21:40:41 +0000 UTC\",\"review_id\":\"a06d49221baded3c721c8d05\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM3OTM5MTUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-01-07 02:29:28 +0000 UTC\",\"review_id\":\"3d0a50f214b5571295d9c0e0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQwNDk2Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"}],\"text\":\"The course focuses on agile team software projects and is considered easy if students participate, though logistics and reading quizzes add to the workload.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Tracy Lewis-Williams\",\"review_date\":\"2018-11-08 23:39:32 +0000 UTC\",\"review_id\":\"2c88ce5de201a3c83965bdc1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2126212\",\"source_review_id\":\"UmF0aW5nLTMwNjkxMjI1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2126212\",\"type\":\"review\"}],\"text\":\"Historical reviews of Tracy Lewis-Williams: Scott Swanson is the current instructor for COMPSCI/ECE 506. No reviews are available for his teaching, so this summary cannot describe his specific strengths or concerns based on student feedback.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2022-10-08 01:26:22 +0000 UTC\",\"review_id\":\"96f100df7f713ea7a8a8e949\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM2Njg1Njcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2022-12-05 02:27:38 +0000 UTC\",\"review_id\":\"d5dc5359c51190b0f1091ae3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM2OTY1NDQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2023-02-21 22:42:47 +0000 UTC\",\"review_id\":\"1c286a57378c3c98461c71c3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM3NDQ4MTQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2023-03-30 21:54:46 +0000 UTC\",\"review_id\":\"4e29fcd4f96799dae96fe4e7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM3NTYyMTkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2023-05-16 21:40:41 +0000 UTC\",\"review_id\":\"a06d49221baded3c721c8d05\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM3OTM5MTUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2023-12-19 23:17:42 +0000 UTC\",\"review_id\":\"1c5e60d05e10be29b566ea17\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM4NzQ3OTI1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2024-03-06 04:29:35 +0000 UTC\",\"review_id\":\"1a9306538317a7258081795a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM5MDI3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-01-07 02:29:28 +0000 UTC\",\"review_id\":\"3d0a50f214b5571295d9c0e0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQwNDk2Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-10-10 19:48:23 +0000 UTC\",\"review_id\":\"fc36f5e3ee9df5aff3e082c1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQxNzA2Mjg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2026-05-27 22:09:35 +0000 UTC\",\"review_id\":\"a3f7a07f88d08c9a738c69f4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQzMjAwNTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"}],\"text\":\"Reviews for Scott Swanson are sharply divided, with some praising his support and entertainment value while others criticize his disorganization, rudeness, and lack of structure.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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UTC\",\"review_id\":\"1a9306538317a7258081795a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTM5MDI3Njk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-01-07 02:29:28 +0000 UTC\",\"review_id\":\"3d0a50f214b5571295d9c0e0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQwNDk2Nzc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"},{\"instructor_name\":\"Scott Swanson\",\"review_date\":\"2025-10-10 19:48:23 +0000 UTC\",\"review_id\":\"fc36f5e3ee9df5aff3e082c1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2823898\",\"source_review_id\":\"UmF0aW5nLTQxNzA2Mjg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2823898\",\"type\":\"review\"}],\"text\":\"Students report frustration with complicated grading schemes, passive-aggressive communication, and lectures that lack practical technical content.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 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506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SCOTT SWANSON is recorded teaching in Fall 2022, Spring 2023, 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\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"source_record\":{\"entity_id\":\"88e440eb-1e19-3b5f-b7a7-bf29b505e9c3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"TRACY LEWIS-WILLIAMS is recorded teaching in Spring 2015, Fall 2016, Fall 2017, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2020, Fall 2021. 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}]