[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"caf7ff78f4d9b390ee8b0293a3dd633ae3963dc0a490d70a0852fa22859be3c1","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"caf7ff78f4d9b390ee8b0293a3dd633ae3963dc0a490d70a0852fa22859be3c1","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"design thinking techniques\",\"human centered design\",\"prototype and test designs\",\"creative problem solving\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"Learn design thinking techniques to enhance creative analysis and problem solving.\"}],\"text\":\"Creative analysis and problem solving\"},{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"Innovate, prototype, and test designs that address real-word problems\"}],\"text\":\"Innovation, prototyping, and testing designs\"}],\"summary\":{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"title\",\"quote\":\"DESIGN THINKING FOR TRANSFORMATION\"},{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"Learn design thinking techniques to enhance creative analysis and problem solving. Directly apply those techniques to a variety of human centered design challenges.\"}],\"text\":\"DS 341 teaches design thinking techniques for creative analysis and human-centered problem solving through innovation, prototyping, and testing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"human centered design challenges\"}],\"text\":\"Human-centered design\"},{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"real-word problems with real-world constraints\"}],\"text\":\"Real-world problem solving\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"caf7ff78f4d9b390ee8b0293a3dd633ae3963dc0a490d70a0852fa22859be3c1","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"9100a20a3d339a125e96154825b5a7fd5a88fde8bc109ea13101e7203971e5d4","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"9100a20a3d339a125e96154825b5a7fd5a88fde8bc109ea13101e7203971e5d4","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"design thinking techniques\",\"human centered design\",\"prototype and test designs\",\"creative problem solving\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"Learn design thinking techniques to enhance creative analysis and problem solving.\"}],\"text\":\"Creative analysis and problem solving\"},{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"Innovate, prototype, and test designs that address real-word problems\"}],\"text\":\"Innovation, prototyping, and testing designs\"}],\"summary\":{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"title\",\"quote\":\"DESIGN THINKING FOR TRANSFORMATION\"},{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"Learn design thinking techniques to enhance creative analysis and problem solving. Directly apply those techniques to a variety of human centered design challenges.\"}],\"text\":\"DS 341 teaches design thinking techniques for creative analysis and human-centered problem solving through innovation, prototyping, and testing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"human centered design challenges\"}],\"text\":\"Human-centered design\"},{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"real-word problems with real-world constraints\"}],\"text\":\"Real-world problem solving\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"9100a20a3d339a125e96154825b5a7fd5a88fde8bc109ea13101e7203971e5d4","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lesley clearly has a passion for the material but I had to drop the class because she made me feel uncomfortable and left out. I got picked on a lot even though I was one of the few students in the class who was always paying attention. \",\"course_id\":\"DS 341\",\"date\":\"2022-04-25 16:49:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"0345954b4a8d259b240d4cea\",\"instructor_id\":\"rmp:2475288\",\"instructor_name\":\"Lesley Sager\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MTQ2NDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\"},{\"comment\":\"Best professor at UW-Madison. I'm not even a design studies major (engineering major).\",\"course_id\":\"DS 341\",\"date\":\"2024-10-01 18:13:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c035a279d65dc105e09e2eb9\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5Nzc4NzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"},{\"comment\":\"Professor Dennis was the best professor I've ever had. He is incredibly understanding and an easy grader. Attendance is somewhat mandatory and this entire class is group work, but it is an easy A as long as you go to class. So do not take this course if you're planning on skipping often. You also do NOT need to buy any textbooks for this course.\",\"course_id\":\"DS 341\",\"date\":\"2024-12-08 23:32:40 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b70537c9e8fe975156db3664\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"}],\"evidence_count\":3,\"review_ids\":[\"0345954b4a8d259b240d4cea\",\"c035a279d65dc105e09e2eb9\",\"b70537c9e8fe975156db3664\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2369161\",\"name\":\"Samuel Dennis\"},{\"id\":\"rmp:2475288\",\"name\":\"Lesley Sager\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"Instructors have contrasting teaching styles; one is passionate but perceived as creating an uncomfortable environment, while another is highly regarded for being understanding and clear.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Professor Dennis was the best professor I've ever had. He is incredibly understanding and an easy grader. Attendance is somewhat mandatory and this entire class is group work, but it is an easy A as long as you go to class. So do not take this course if you're planning on skipping often. You also do NOT need to buy any textbooks for this course.\",\"course_id\":\"DS 341\",\"date\":\"2024-12-08 23:32:40 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b70537c9e8fe975156db3664\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"},{\"comment\":\"Best professor at UW-Madison. I'm not even a design studies major (engineering major).\",\"course_id\":\"DS 341\",\"date\":\"2024-10-01 18:13:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c035a279d65dc105e09e2eb9\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5Nzc4NzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"}],\"evidence_count\":2,\"review_ids\":[\"b70537c9e8fe975156db3664\",\"c035a279d65dc105e09e2eb9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2369161\",\"name\":\"Samuel Dennis\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"The course is considered easy with a difficulty rating of 1, provided students attend class regularly and participate in group work.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Professor Dennis was the best professor I've ever had. He is incredibly understanding and an easy grader. Attendance is somewhat mandatory and this entire class is group work, but it is an easy A as long as you go to class. So do not take this course if you're planning on skipping often. You also do NOT need to buy any textbooks for this course.\",\"course_id\":\"DS 341\",\"date\":\"2024-12-08 23:32:40 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b70537c9e8fe975156db3664\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"}],\"evidence_count\":1,\"review_ids\":[\"b70537c9e8fe975156db3664\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2369161\",\"name\":\"Samuel Dennis\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Grading is described as easy, resulting in an 'easy A' for students who attend and engage in the required group work.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Lesley clearly has a passion for the material but I had to drop the class because she made me feel uncomfortable and left out. I got picked on a lot even though I was one of the few students in the class who was always paying attention. \",\"course_id\":\"DS 341\",\"date\":\"2022-04-25 16:49:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"0345954b4a8d259b240d4cea\",\"instructor_id\":\"rmp:2475288\",\"instructor_name\":\"Lesley Sager\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MTQ2NDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\"},{\"comment\":\"Professor Dennis was the best professor I've ever had. He is incredibly understanding and an easy grader. Attendance is somewhat mandatory and this entire class is group work, but it is an easy A as long as you go to class. So do not take this course if you're planning on skipping often. You also do NOT need to buy any textbooks for this course.\",\"course_id\":\"DS 341\",\"date\":\"2024-12-08 23:32:40 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b70537c9e8fe975156db3664\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"}],\"evidence_count\":2,\"review_ids\":[\"0345954b4a8d259b240d4cea\",\"b70537c9e8fe975156db3664\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2369161\",\"name\":\"Samuel Dennis\"},{\"id\":\"rmp:2475288\",\"name\":\"Lesley Sager\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"The course structure relies heavily on group work and mandatory attendance, which some find beneficial while others may find restrictive or uncomfortable depending on the instructor's management style.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2d2b275a9d304193afecd5bd3faba466f730c466cb162ee4108aa56daa326583","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2d2b275a9d304193afecd5bd3faba466f730c466cb162ee4108aa56daa326583","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"design thinking techniques\",\"human centered design\",\"prototype and test designs\",\"creative problem solving\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"Learn design thinking techniques to enhance creative analysis and problem solving.\"}],\"text\":\"Creative analysis and problem solving\"},{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"Innovate, prototype, and test designs that address real-word problems\"}],\"text\":\"Innovation, prototyping, and testing designs\"}],\"summary\":{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"title\",\"quote\":\"DESIGN THINKING FOR TRANSFORMATION\"},{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"Learn design thinking techniques to enhance creative analysis and problem solving. Directly apply those techniques to a variety of human centered design challenges.\"}],\"text\":\"DS 341 teaches design thinking techniques for creative analysis and human-centered problem solving through innovation, prototyping, and testing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"human centered design challenges\"}],\"text\":\"Human-centered design\"},{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"real-word problems with real-world constraints\"}],\"text\":\"Real-world problem solving\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2d2b275a9d304193afecd5bd3faba466f730c466cb162ee4108aa56daa326583","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lesley clearly has a passion for the material but I had to drop the class because she made me feel uncomfortable and left out. I got picked on a lot even though I was one of the few students in the class who was always paying attention. \",\"course_id\":\"DS 341\",\"date\":\"2022-04-25 16:49:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"0345954b4a8d259b240d4cea\",\"instructor_id\":\"rmp:2475288\",\"instructor_name\":\"Lesley Sager\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MTQ2NDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\"},{\"comment\":\"Best professor at UW-Madison. I'm not even a design studies major (engineering major).\",\"course_id\":\"DS 341\",\"date\":\"2024-10-01 18:13:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c035a279d65dc105e09e2eb9\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5Nzc4NzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"},{\"comment\":\"Professor Dennis was the best professor I've ever had. He is incredibly understanding and an easy grader. Attendance is somewhat mandatory and this entire class is group work, but it is an easy A as long as you go to class. So do not take this course if you're planning on skipping often. You also do NOT need to buy any textbooks for this course.\",\"course_id\":\"DS 341\",\"date\":\"2024-12-08 23:32:40 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b70537c9e8fe975156db3664\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"}],\"evidence_count\":3,\"review_ids\":[\"0345954b4a8d259b240d4cea\",\"c035a279d65dc105e09e2eb9\",\"b70537c9e8fe975156db3664\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2369161\",\"name\":\"Samuel Dennis\"},{\"id\":\"rmp:2475288\",\"name\":\"Lesley Sager\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"Instructors have contrasting teaching styles; one is passionate but perceived as creating an uncomfortable environment, while another is highly regarded for being understanding and clear.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Professor Dennis was the best professor I've ever had. He is incredibly understanding and an easy grader. Attendance is somewhat mandatory and this entire class is group work, but it is an easy A as long as you go to class. So do not take this course if you're planning on skipping often. You also do NOT need to buy any textbooks for this course.\",\"course_id\":\"DS 341\",\"date\":\"2024-12-08 23:32:40 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b70537c9e8fe975156db3664\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"},{\"comment\":\"Best professor at UW-Madison. I'm not even a design studies major (engineering major).\",\"course_id\":\"DS 341\",\"date\":\"2024-10-01 18:13:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c035a279d65dc105e09e2eb9\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5Nzc4NzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"}],\"evidence_count\":2,\"review_ids\":[\"b70537c9e8fe975156db3664\",\"c035a279d65dc105e09e2eb9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2369161\",\"name\":\"Samuel Dennis\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"The course is considered easy with a difficulty rating of 1, provided students attend class regularly and participate in group work.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Professor Dennis was the best professor I've ever had. He is incredibly understanding and an easy grader. Attendance is somewhat mandatory and this entire class is group work, but it is an easy A as long as you go to class. So do not take this course if you're planning on skipping often. You also do NOT need to buy any textbooks for this course.\",\"course_id\":\"DS 341\",\"date\":\"2024-12-08 23:32:40 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b70537c9e8fe975156db3664\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"}],\"evidence_count\":1,\"review_ids\":[\"b70537c9e8fe975156db3664\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2369161\",\"name\":\"Samuel Dennis\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Grading is described as easy, resulting in an 'easy A' for students who attend and engage in the required group work.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Lesley clearly has a passion for the material but I had to drop the class because she made me feel uncomfortable and left out. I got picked on a lot even though I was one of the few students in the class who was always paying attention. \",\"course_id\":\"DS 341\",\"date\":\"2022-04-25 16:49:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"0345954b4a8d259b240d4cea\",\"instructor_id\":\"rmp:2475288\",\"instructor_name\":\"Lesley Sager\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MTQ2NDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\"},{\"comment\":\"Professor Dennis was the best professor I've ever had. He is incredibly understanding and an easy grader. Attendance is somewhat mandatory and this entire class is group work, but it is an easy A as long as you go to class. So do not take this course if you're planning on skipping often. You also do NOT need to buy any textbooks for this course.\",\"course_id\":\"DS 341\",\"date\":\"2024-12-08 23:32:40 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b70537c9e8fe975156db3664\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"}],\"evidence_count\":2,\"review_ids\":[\"0345954b4a8d259b240d4cea\",\"b70537c9e8fe975156db3664\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2369161\",\"name\":\"Samuel Dennis\"},{\"id\":\"rmp:2475288\",\"name\":\"Lesley Sager\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"The course structure relies heavily on group work and mandatory attendance, which some find beneficial while others may find restrictive or uncomfortable depending on the instructor's management style.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2d2b275a9d304193afecd5bd3faba466f730c466cb162ee4108aa56daa326583","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"8a2b65ff9d72a34f3c7ff77284326fa6bba2cf293292f6c03a0314a173a031cd\",\"course_id\":\"DS 341\",\"current_instructors\":[{\"instructor_uid\":\"instructor_d5d42c3147caac0a584931b7\",\"message\":\"No course-specific reviews available\",\"name\":\"Monika Thadhani\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3126386\",\"summary\":[{\"citations\":[{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.91 GPA, 92.6% A/AB (n=27 letter grades); Fall 2025: 3.58 GPA, 73.3% A/AB (n=30 letter grades).\"}]},{\"instructor_uid\":\"instructor_93d9f80641f058458e794f80\",\"message\":\"Summary generation failed\",\"name\":\"Samuel Dennis\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2369161\",\"summary\":[{\"citations\":[{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.77 GPA, 88.5% A/AB (n=26 letter grades); Fall 2025: 3.74 GPA, 93.5% A/AB (n=31 letter grades); Spring 2026: 3.69 GPA, 91.7% A/AB (n=36 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_93d9f80641f058458e794f80\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.77 GPA, 88.5% A/AB (n=26 letter grades); Fall 2025: 3.66 GPA, 83.6% A/AB (n=61 letter grades); Spring 2026: 3.69 GPA, 91.7% A/AB (n=36 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"LESLEY SAGER is recorded teaching in Fall 2018, Fall 2019, Spring 2020, Fall 2020, Fall 2021, Spring 2022, Fall 2022, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MONIKA THADHANI is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SAMUEL DENNIS JR is recorded teaching in Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_93d9f80641f058458e794f80\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"c0b4ebb5850975779895f4be3e82d79065bc97d810643fb7cfbe602f2d188942","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"c0b4ebb5850975779895f4be3e82d79065bc97d810643fb7cfbe602f2d188942","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"design thinking techniques\",\"human centered design\",\"prototype and test designs\",\"creative problem solving\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"Learn design thinking techniques to enhance creative analysis and problem solving.\"}],\"text\":\"Creative analysis and problem solving\"},{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"Innovate, prototype, and test designs that address real-word problems\"}],\"text\":\"Innovation, prototyping, and testing designs\"}],\"summary\":{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"title\",\"quote\":\"DESIGN THINKING FOR TRANSFORMATION\"},{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"Learn design thinking techniques to enhance creative analysis and problem solving. Directly apply those techniques to a variety of human centered design challenges.\"}],\"text\":\"DS 341 teaches design thinking techniques for creative analysis and human-centered problem solving through innovation, prototyping, and testing.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"human centered design challenges\"}],\"text\":\"Human-centered design\"},{\"evidence\":[{\"course_id\":\"DS 341\",\"field\":\"description\",\"quote\":\"real-word problems with real-world constraints\"}],\"text\":\"Real-world problem solving\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"c0b4ebb5850975779895f4be3e82d79065bc97d810643fb7cfbe602f2d188942","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Lesley clearly has a passion for the material but I had to drop the class because she made me feel uncomfortable and left out. I got picked on a lot even though I was one of the few students in the class who was always paying attention. \",\"course_id\":\"DS 341\",\"date\":\"2022-04-25 16:49:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"0345954b4a8d259b240d4cea\",\"instructor_id\":\"rmp:2475288\",\"instructor_name\":\"Lesley Sager\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MTQ2NDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\"},{\"comment\":\"Best professor at UW-Madison. I'm not even a design studies major (engineering major).\",\"course_id\":\"DS 341\",\"date\":\"2024-10-01 18:13:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c035a279d65dc105e09e2eb9\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5Nzc4NzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"},{\"comment\":\"Professor Dennis was the best professor I've ever had. He is incredibly understanding and an easy grader. Attendance is somewhat mandatory and this entire class is group work, but it is an easy A as long as you go to class. So do not take this course if you're planning on skipping often. You also do NOT need to buy any textbooks for this course.\",\"course_id\":\"DS 341\",\"date\":\"2024-12-08 23:32:40 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b70537c9e8fe975156db3664\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"}],\"evidence_count\":3,\"review_ids\":[\"0345954b4a8d259b240d4cea\",\"c035a279d65dc105e09e2eb9\",\"b70537c9e8fe975156db3664\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2369161\",\"name\":\"Samuel Dennis\"},{\"id\":\"rmp:2475288\",\"name\":\"Lesley Sager\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"Instructors have contrasting teaching styles; one is passionate but perceived as creating an uncomfortable environment, while another is highly regarded for being understanding and clear.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Professor Dennis was the best professor I've ever had. He is incredibly understanding and an easy grader. Attendance is somewhat mandatory and this entire class is group work, but it is an easy A as long as you go to class. So do not take this course if you're planning on skipping often. You also do NOT need to buy any textbooks for this course.\",\"course_id\":\"DS 341\",\"date\":\"2024-12-08 23:32:40 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b70537c9e8fe975156db3664\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"},{\"comment\":\"Best professor at UW-Madison. I'm not even a design studies major (engineering major).\",\"course_id\":\"DS 341\",\"date\":\"2024-10-01 18:13:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c035a279d65dc105e09e2eb9\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5Nzc4NzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"}],\"evidence_count\":2,\"review_ids\":[\"b70537c9e8fe975156db3664\",\"c035a279d65dc105e09e2eb9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2369161\",\"name\":\"Samuel Dennis\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"The course is considered easy with a difficulty rating of 1, provided students attend class regularly and participate in group work.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Professor Dennis was the best professor I've ever had. He is incredibly understanding and an easy grader. Attendance is somewhat mandatory and this entire class is group work, but it is an easy A as long as you go to class. So do not take this course if you're planning on skipping often. You also do NOT need to buy any textbooks for this course.\",\"course_id\":\"DS 341\",\"date\":\"2024-12-08 23:32:40 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b70537c9e8fe975156db3664\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"}],\"evidence_count\":1,\"review_ids\":[\"b70537c9e8fe975156db3664\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2369161\",\"name\":\"Samuel Dennis\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Grading is described as easy, resulting in an 'easy A' for students who attend and engage in the required group work.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Lesley clearly has a passion for the material but I had to drop the class because she made me feel uncomfortable and left out. I got picked on a lot even though I was one of the few students in the class who was always paying attention. \",\"course_id\":\"DS 341\",\"date\":\"2022-04-25 16:49:21 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"0345954b4a8d259b240d4cea\",\"instructor_id\":\"rmp:2475288\",\"instructor_name\":\"Lesley Sager\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MTQ2NDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\"},{\"comment\":\"Professor Dennis was the best professor I've ever had. He is incredibly understanding and an easy grader. Attendance is somewhat mandatory and this entire class is group work, but it is an easy A as long as you go to class. So do not take this course if you're planning on skipping often. You also do NOT need to buy any textbooks for this course.\",\"course_id\":\"DS 341\",\"date\":\"2024-12-08 23:32:40 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b70537c9e8fe975156db3664\",\"instructor_id\":\"rmp:2369161\",\"instructor_name\":\"Samuel Dennis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\"}],\"evidence_count\":2,\"review_ids\":[\"0345954b4a8d259b240d4cea\",\"b70537c9e8fe975156db3664\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2369161\",\"name\":\"Samuel Dennis\"},{\"id\":\"rmp:2475288\",\"name\":\"Lesley Sager\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"The course structure relies heavily on group work and mandatory attendance, which some find beneficial while others may find restrictive or uncomfortable depending on the instructor's management style.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_bc15af5ed86c36d93f9f6c04","course_id":"DS 341","catalog_version_id":"9f84aaa1914b189da2742695b44647fb6eebe43a2f6c32cf04f2e07098a8d421","record_version_id":"be4faf80b6238f28a734fb7b175a7e62d38484d2a6006cbe914d4536ce10578f","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"c0b4ebb5850975779895f4be3e82d79065bc97d810643fb7cfbe602f2d188942","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"8a2b65ff9d72a34f3c7ff77284326fa6bba2cf293292f6c03a0314a173a031cd\",\"course_id\":\"DS 341\",\"current_instructors\":[{\"instructor_uid\":\"instructor_d5d42c3147caac0a584931b7\",\"message\":\"No course-specific reviews available\",\"name\":\"Monika Thadhani\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3126386\",\"summary\":[{\"citations\":[{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.91 GPA, 92.6% A/AB (n=27 letter grades); Fall 2025: 3.58 GPA, 73.3% A/AB (n=30 letter grades).\"}]},{\"instructor_uid\":\"instructor_93d9f80641f058458e794f80\",\"message\":null,\"name\":\"Samuel Dennis\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2369161\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Samuel Dennis\",\"review_date\":\"2024-10-01 18:13:31 +0000 UTC\",\"review_id\":\"c035a279d65dc105e09e2eb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2369161\",\"source_review_id\":\"UmF0aW5nLTM5Nzc4NzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\",\"type\":\"review\"},{\"instructor_name\":\"Samuel Dennis\",\"review_date\":\"2024-12-08 23:32:40 +0000 UTC\",\"review_id\":\"b70537c9e8fe975156db3664\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2369161\",\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\",\"type\":\"review\"}],\"text\":\"Samuel Dennis is praised as an incredibly understanding and easy grader who fosters a positive learning environment. Reviewers highlight his effectiveness across different majors, with one calling him the best professor they have ever had.\"},{\"citations\":[{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.77 GPA, 88.5% A/AB (n=26 letter grades); Fall 2025: 3.74 GPA, 93.5% A/AB (n=31 letter grades); Spring 2026: 3.69 GPA, 91.7% A/AB (n=36 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Samuel Dennis\",\"review_date\":\"2024-12-08 23:32:40 +0000 UTC\",\"review_id\":\"b70537c9e8fe975156db3664\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2369161\",\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\",\"type\":\"review\"}],\"text\":\"The course relies heavily on group work and requires regular attendance, though no textbooks are needed.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Lesley Sager\",\"review_date\":\"2022-04-25 16:49:21 +0000 UTC\",\"review_id\":\"0345954b4a8d259b240d4cea\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2475288\",\"source_review_id\":\"UmF0aW5nLTM2MTQ2NDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\",\"type\":\"review\"}],\"text\":\"Lesley Sager is a historical instructor for DS 341. One reviewer noted her passion for the material but reported feeling uncomfortable and picked on, leading them to drop the class.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Samuel Dennis\",\"review_date\":\"2024-10-01 18:13:31 +0000 UTC\",\"review_id\":\"c035a279d65dc105e09e2eb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2369161\",\"source_review_id\":\"UmF0aW5nLTM5Nzc4NzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\",\"type\":\"review\"},{\"instructor_name\":\"Samuel Dennis\",\"review_date\":\"2024-12-08 23:32:40 +0000 UTC\",\"review_id\":\"b70537c9e8fe975156db3664\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2369161\",\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\",\"type\":\"review\"}],\"text\":\"Samuel Dennis is highly praised as an easy grader and understanding instructor, making the course an easy A for students who attend regularly.\"},{\"citations\":[{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.77 GPA, 88.5% A/AB (n=26 letter grades); Fall 2025: 3.66 GPA, 83.6% A/AB (n=61 letter grades); Spring 2026: 3.69 GPA, 91.7% A/AB (n=36 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Samuel Dennis\",\"review_date\":\"2024-10-01 18:13:31 +0000 UTC\",\"review_id\":\"c035a279d65dc105e09e2eb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2369161\",\"source_review_id\":\"UmF0aW5nLTM5Nzc4NzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\",\"type\":\"review\"},{\"instructor_name\":\"Samuel Dennis\",\"review_date\":\"2024-12-08 23:32:40 +0000 UTC\",\"review_id\":\"b70537c9e8fe975156db3664\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2369161\",\"source_review_id\":\"UmF0aW5nLTQwMTYzNDkw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2369161\",\"type\":\"review\"}],\"text\":\"Students report a positive experience with Dennis, noting his accessibility and the low barrier to high grades despite mandatory participation.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"LESLEY SAGER is recorded teaching in Fall 2018, Fall 2019, Spring 2020, Fall 2020, Fall 2021, Spring 2022, Fall 2022, Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MONIKA THADHANI is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"DS 341\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"source_record\":{\"entity_id\":\"c2af88da-f513-3e6e-9042-27305fab779e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"SAMUEL DENNIS JR is recorded teaching in Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. 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":true}]