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visualization through real-world projects.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LIS 440\",\"field\":\"description\",\"quote\":\"analysis of real-world data\"}],\"text\":\"Real-world data analysis\"},{\"evidence\":[{\"course_id\":\"LIS 440\",\"field\":\"description\",\"quote\":\"graphical visualizations\"}],\"text\":\"Data visualization\"},{\"evidence\":[{\"course_id\":\"LIS 440\",\"field\":\"description\",\"quote\":\"data ethics\"}],\"text\":\"Data ethics\"}]}","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_eefb8f2e349aefa0dedfe2e4","course_id":"LIS 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I finished with a 108% doing 0 extra credit. Jeff is nice, but my goodness. The best way I could describe his class is the movie Groundhog Day. You do the same assignments four or five times with a singular switch in variable names. Also, he takes attendance at the beginning and end...\",\"course_id\":\"LIS 440\",\"date\":\"2025-05-19 19:51:17 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"517e315fd3b1fabf63ad7245\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMzIzNzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"(LIS 646 NOT 440)\\nMost pathetic course ever. Unbelievably easy content (ex 7 p. instructions on signing up for a website). Most points are for attending his middle school level, outdated lectures. Creepy vibes which he's defensive about. Only take if you want to learn nothing & get an easy A.\",\"course_id\":\"LIS 440\",\"date\":\"2025-12-02 08:16:35 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"376cdce5c30ddf0d4decad1a\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTkwNDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"Really easy, too easy in fact that the lectures are the most boring thing of all time. Remember, you pay to take this class, I learned nothing and felt like it was a waste of money. He also sometimes would be late and also go off on tangents about random things during class. All the assignments were the exact same, too. It just got annoying.\",\"course_id\":\"LIS 440\",\"date\":\"2025-12-10 14:55:34 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"76f9e87036d5ef9cca6321d5\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyMTQ0OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"nah, crashed out every lecture\",\"course_id\":\"LIS 440\",\"date\":\"2026-03-03 21:38:09 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"68f81d663ebe584cf9e15e10\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNjYyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"His lectures can be confusing sometimes, but he's such a sweet person. He just tends to go a bit fast, but as long as you know someone in the class you'll be fine. 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I finished with a 108% doing 0 extra credit. Jeff is nice, but my goodness. The best way I could describe his class is the movie Groundhog Day. You do the same assignments four or five times with a singular switch in variable names. Also, he takes attendance at the beginning and end...\",\"course_id\":\"LIS 440\",\"date\":\"2025-05-19 19:51:17 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"517e315fd3b1fabf63ad7245\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMzIzNzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"(LIS 646 NOT 440)\\nMost pathetic course ever. Unbelievably easy content (ex 7 p. instructions on signing up for a website). Most points are for attending his middle school level, outdated lectures. Creepy vibes which he's defensive about. 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It just got annoying.\",\"course_id\":\"LIS 440\",\"date\":\"2025-12-10 14:55:34 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"76f9e87036d5ef9cca6321d5\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyMTQ0OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"His lectures can be confusing sometimes, but he's such a sweet person. He just tends to go a bit fast, but as long as you know someone in the class you'll be fine. 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Reviewers criticize the boring lectures for providing little educational value, though one notes the content can be confusing. While some find him personally nice, others report lateness and tangents.\"},{\"citations\":[{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 91.2% A/AB (n=102 letter grades); Fall 2025: 3.89 GPA, 92.7% A/AB (n=137 letter grades); Spring 2026: 3.91 GPA, 95.1% A/AB (n=103 letter grades). 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I finished with a 108% doing 0 extra credit. Jeff is nice, but my goodness. The best way I could describe his class is the movie Groundhog Day. You do the same assignments four or five times with a singular switch in variable names. Also, he takes attendance at the beginning and end...\",\"course_id\":\"LIS 440\",\"date\":\"2025-05-19 19:51:17 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"517e315fd3b1fabf63ad7245\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMzIzNzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"(LIS 646 NOT 440)\\nMost pathetic course ever. Unbelievably easy content (ex 7 p. instructions on signing up for a website). Most points are for attending his middle school level, outdated lectures. Creepy vibes which he's defensive about. 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I finished with a 108% doing 0 extra credit. Jeff is nice, but my goodness. The best way I could describe his class is the movie Groundhog Day. You do the same assignments four or five times with a singular switch in variable names. Also, he takes attendance at the beginning and end...\",\"course_id\":\"LIS 440\",\"date\":\"2025-05-19 19:51:17 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"517e315fd3b1fabf63ad7245\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMzIzNzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"(LIS 646 NOT 440)\\nMost pathetic course ever. Unbelievably easy content (ex 7 p. instructions on signing up for a website). Most points are for attending his middle school level, outdated lectures. Creepy vibes which he's defensive about. 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I finished with a 108% doing 0 extra credit. Jeff is nice, but my goodness. The best way I could describe his class is the movie Groundhog Day. You do the same assignments four or five times with a singular switch in variable names. Also, he takes attendance at the beginning and end...\",\"course_id\":\"LIS 440\",\"date\":\"2025-05-19 19:51:17 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"517e315fd3b1fabf63ad7245\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMzIzNzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"(LIS 646 NOT 440)\\nMost pathetic course ever. Unbelievably easy content (ex 7 p. instructions on signing up for a website). Most points are for attending his middle school level, outdated lectures. Creepy vibes which he's defensive about. 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It just got annoying.\",\"course_id\":\"LIS 440\",\"date\":\"2025-12-10 14:55:34 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"76f9e87036d5ef9cca6321d5\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyMTQ0OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"nah, crashed out every lecture\",\"course_id\":\"LIS 440\",\"date\":\"2026-03-03 21:38:09 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"68f81d663ebe584cf9e15e10\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNjYyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"His lectures can be confusing sometimes, but he's such a sweet person. He just tends to go a bit fast, but as long as you know someone in the class you'll be fine. 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I finished with a 108% doing 0 extra credit. Jeff is nice, but my goodness. The best way I could describe his class is the movie Groundhog Day. You do the same assignments four or five times with a singular switch in variable names. Also, he takes attendance at the beginning and end...\",\"course_id\":\"LIS 440\",\"date\":\"2025-05-19 19:51:17 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"517e315fd3b1fabf63ad7245\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMzIzNzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"(LIS 646 NOT 440)\\nMost pathetic course ever. Unbelievably easy content (ex 7 p. instructions on signing up for a website). Most points are for attending his middle school level, outdated lectures. Creepy vibes which he's defensive about. Only take if you want to learn nothing & get an easy A.\",\"course_id\":\"LIS 440\",\"date\":\"2025-12-02 08:16:35 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"376cdce5c30ddf0d4decad1a\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTkwNDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"Really easy, too easy in fact that the lectures are the most boring thing of all time. Remember, you pay to take this class, I learned nothing and felt like it was a waste of money. He also sometimes would be late and also go off on tangents about random things during class. All the assignments were the exact same, too. It just got annoying.\",\"course_id\":\"LIS 440\",\"date\":\"2025-12-10 14:55:34 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"76f9e87036d5ef9cca6321d5\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyMTQ0OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"His lectures can be confusing sometimes, but he's such a sweet person. He just tends to go a bit fast, but as long as you know someone in the class you'll be fine. 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He offers lots of grace points, so it's very doable to get an A in the class.\",\"course_id\":\"LIS 440\",\"date\":\"2026-04-21 19:35:35 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"6206967edd16d95824eaa0ee\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNjYyNzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"}],\"evidence_count\":4,\"review_ids\":[\"517e315fd3b1fabf63ad7245\",\"376cdce5c30ddf0d4decad1a\",\"76f9e87036d5ef9cca6321d5\",\"6206967edd16d95824eaa0ee\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2840015\",\"name\":\"Jeff Nyhoff\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The workload is minimal, with assignments described as repetitive and requiring little effort, allowing students to finish with high grades easily.\"}]}","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_eefb8f2e349aefa0dedfe2e4","course_id":"LIS 440","catalog_version_id":"8b64df736fa204925be28574e3b183176c608b3553eeb19a32d900620fd811a8","record_version_id":"b2c8cd7ae5f1fc943e44b62fc93e63d0d71f9262a8b398443b4d9ae42637b9d4","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a0160ea87f27e362142692d1e790dd18eb3a4992d6792d4ebd4a79ec2828e242","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"563a14e2af63aa482021f11fc320032df970a19a703d262b2acb35c204532969\",\"course_id\":\"LIS 440\",\"current_instructors\":[{\"instructor_uid\":\"instructor_0c6e218296c258ea4f4f8ef3\",\"message\":\"Summary generation failed\",\"name\":\"Jeff Nyhoff\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2840015\",\"summary\":[{\"citations\":[{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 91.2% A/AB (n=102 letter grades); Fall 2025: 3.89 GPA, 92.7% A/AB (n=137 letter grades); Spring 2026: 3.91 GPA, 95.1% A/AB (n=103 letter grades). 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I finished with a 108% doing 0 extra credit. Jeff is nice, but my goodness. The best way I could describe his class is the movie Groundhog Day. You do the same assignments four or five times with a singular switch in variable names. Also, he takes attendance at the beginning and end...\",\"course_id\":\"LIS 440\",\"date\":\"2025-05-19 19:51:17 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"517e315fd3b1fabf63ad7245\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMzIzNzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"(LIS 646 NOT 440)\\nMost pathetic course ever. Unbelievably easy content (ex 7 p. instructions on signing up for a website). Most points are for attending his middle school level, outdated lectures. Creepy vibes which he's defensive about. Only take if you want to learn nothing & get an easy A.\",\"course_id\":\"LIS 440\",\"date\":\"2025-12-02 08:16:35 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"376cdce5c30ddf0d4decad1a\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTkwNDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"Really easy, too easy in fact that the lectures are the most boring thing of all time. Remember, you pay to take this class, I learned nothing and felt like it was a waste of money. He also sometimes would be late and also go off on tangents about random things during class. All the assignments were the exact same, too. It just got annoying.\",\"course_id\":\"LIS 440\",\"date\":\"2025-12-10 14:55:34 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"76f9e87036d5ef9cca6321d5\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyMTQ0OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"nah, crashed out every lecture\",\"course_id\":\"LIS 440\",\"date\":\"2026-03-03 21:38:09 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"68f81d663ebe584cf9e15e10\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNjYyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"His lectures can be confusing sometimes, but he's such a sweet person. He just tends to go a bit fast, but as long as you know someone in the class you'll be fine. He offers lots of grace points, so it's very doable to get an A in the class.\",\"course_id\":\"LIS 440\",\"date\":\"2026-04-21 19:35:35 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"6206967edd16d95824eaa0ee\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNjYyNzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"}],\"evidence_count\":5,\"review_ids\":[\"517e315fd3b1fabf63ad7245\",\"376cdce5c30ddf0d4decad1a\",\"76f9e87036d5ef9cca6321d5\",\"68f81d663ebe584cf9e15e10\",\"6206967edd16d95824eaa0ee\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2840015\",\"name\":\"Jeff Nyhoff\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"mixed\",\"summary\":\"Students consistently describe the course as extremely easy, with some noting it is 'too easy' or 'pathetic' in its simplicity, while others find it a waste of money.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Jeff Nyhoff's LIS440 was the easiest class I have ever taken. I finished with a 108% doing 0 extra credit. Jeff is nice, but my goodness. The best way I could describe his class is the movie Groundhog Day. You do the same assignments four or five times with a singular switch in variable names. Also, he takes attendance at the beginning and end...\",\"course_id\":\"LIS 440\",\"date\":\"2025-05-19 19:51:17 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"517e315fd3b1fabf63ad7245\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMzIzNzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"(LIS 646 NOT 440)\\nMost pathetic course ever. Unbelievably easy content (ex 7 p. instructions on signing up for a website). Most points are for attending his middle school level, outdated lectures. Creepy vibes which he's defensive about. Only take if you want to learn nothing & get an easy A.\",\"course_id\":\"LIS 440\",\"date\":\"2025-12-02 08:16:35 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"376cdce5c30ddf0d4decad1a\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTkwNDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"Really easy, too easy in fact that the lectures are the most boring thing of all time. Remember, you pay to take this class, I learned nothing and felt like it was a waste of money. He also sometimes would be late and also go off on tangents about random things during class. All the assignments were the exact same, too. It just got annoying.\",\"course_id\":\"LIS 440\",\"date\":\"2025-12-10 14:55:34 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"76f9e87036d5ef9cca6321d5\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyMTQ0OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"His lectures can be confusing sometimes, but he's such a sweet person. He just tends to go a bit fast, but as long as you know someone in the class you'll be fine. He offers lots of grace points, so it's very doable to get an A in the class.\",\"course_id\":\"LIS 440\",\"date\":\"2026-04-21 19:35:35 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"6206967edd16d95824eaa0ee\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNjYyNzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"}],\"evidence_count\":4,\"review_ids\":[\"517e315fd3b1fabf63ad7245\",\"376cdce5c30ddf0d4decad1a\",\"76f9e87036d5ef9cca6321d5\",\"6206967edd16d95824eaa0ee\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2840015\",\"name\":\"Jeff Nyhoff\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"mixed\",\"summary\":\"While the instructor is described as nice and sweet, lectures are criticized for being boring, outdated, confusing, and sometimes going off on tangents.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Jeff Nyhoff's LIS440 was the easiest class I have ever taken. I finished with a 108% doing 0 extra credit. Jeff is nice, but my goodness. The best way I could describe his class is the movie Groundhog Day. You do the same assignments four or five times with a singular switch in variable names. Also, he takes attendance at the beginning and end...\",\"course_id\":\"LIS 440\",\"date\":\"2025-05-19 19:51:17 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"517e315fd3b1fabf63ad7245\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMzIzNzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"(LIS 646 NOT 440)\\nMost pathetic course ever. Unbelievably easy content (ex 7 p. instructions on signing up for a website). Most points are for attending his middle school level, outdated lectures. Creepy vibes which he's defensive about. Only take if you want to learn nothing & get an easy A.\",\"course_id\":\"LIS 440\",\"date\":\"2025-12-02 08:16:35 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"376cdce5c30ddf0d4decad1a\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTkwNDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"Really easy, too easy in fact that the lectures are the most boring thing of all time. Remember, you pay to take this class, I learned nothing and felt like it was a waste of money. He also sometimes would be late and also go off on tangents about random things during class. All the assignments were the exact same, too. It just got annoying.\",\"course_id\":\"LIS 440\",\"date\":\"2025-12-10 14:55:34 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"76f9e87036d5ef9cca6321d5\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyMTQ0OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"},{\"comment\":\"His lectures can be confusing sometimes, but he's such a sweet person. He just tends to go a bit fast, but as long as you know someone in the class you'll be fine. He offers lots of grace points, so it's very doable to get an A in the class.\",\"course_id\":\"LIS 440\",\"date\":\"2026-04-21 19:35:35 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"6206967edd16d95824eaa0ee\",\"instructor_id\":\"rmp:2840015\",\"instructor_name\":\"Jeff Nyhoff\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyNjYyNzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\"}],\"evidence_count\":4,\"review_ids\":[\"517e315fd3b1fabf63ad7245\",\"376cdce5c30ddf0d4decad1a\",\"76f9e87036d5ef9cca6321d5\",\"6206967edd16d95824eaa0ee\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2840015\",\"name\":\"Jeff Nyhoff\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The workload is minimal, with assignments described as repetitive and requiring little effort, allowing students to finish with high grades easily.\"}]}","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_eefb8f2e349aefa0dedfe2e4","course_id":"LIS 440","catalog_version_id":"8b64df736fa204925be28574e3b183176c608b3553eeb19a32d900620fd811a8","record_version_id":"b2c8cd7ae5f1fc943e44b62fc93e63d0d71f9262a8b398443b4d9ae42637b9d4","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"1a52cfd7d8077a6f47297698900c6051103c75858cab25188740630f26bb3f18","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"563a14e2af63aa482021f11fc320032df970a19a703d262b2acb35c204532969\",\"course_id\":\"LIS 440\",\"current_instructors\":[{\"instructor_uid\":\"instructor_0c6e218296c258ea4f4f8ef3\",\"message\":null,\"name\":\"Jeff Nyhoff\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2840015\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2025-05-19 19:51:17 +0000 UTC\",\"review_id\":\"517e315fd3b1fabf63ad7245\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQxMzIzNzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"},{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2025-12-10 14:55:34 +0000 UTC\",\"review_id\":\"76f9e87036d5ef9cca6321d5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQyMTQ0OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"},{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2026-04-21 19:35:35 +0000 UTC\",\"review_id\":\"6206967edd16d95824eaa0ee\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQyNjYyNzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"}],\"text\":\"Jeff Nyhoff teaches LIS 440 as an extremely easy course with repetitive assignments and minimal academic rigor. Reviewers criticize the boring lectures for providing little educational value, though one notes the content can be confusing. While some find him personally nice, others report lateness and tangents.\"},{\"citations\":[{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 91.2% A/AB (n=102 letter grades); Fall 2025: 3.89 GPA, 92.7% A/AB (n=137 letter grades); Spring 2026: 3.91 GPA, 95.1% A/AB (n=103 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_b67196387b28495531149a13\",\"message\":\"No course-specific reviews available\",\"name\":\"Maria Hyun\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2025-05-19 19:51:17 +0000 UTC\",\"review_id\":\"517e315fd3b1fabf63ad7245\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQxMzIzNzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"},{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2025-12-02 08:16:35 +0000 UTC\",\"review_id\":\"376cdce5c30ddf0d4decad1a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQxOTkwNDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"},{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2025-12-10 14:55:34 +0000 UTC\",\"review_id\":\"76f9e87036d5ef9cca6321d5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQyMTQ0OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"},{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2026-04-21 19:35:35 +0000 UTC\",\"review_id\":\"6206967edd16d95824eaa0ee\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQyNjYyNzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"}],\"text\":\"Assignments are described as repetitive, often requiring students to redo similar tasks with minor variable changes. The content is considered very easy, with some noting that points are heavily weighted toward attendance rather than academic rigor.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2025-05-19 19:51:17 +0000 UTC\",\"review_id\":\"517e315fd3b1fabf63ad7245\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQxMzIzNzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"},{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2025-12-02 08:16:35 +0000 UTC\",\"review_id\":\"376cdce5c30ddf0d4decad1a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQxOTkwNDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"},{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2025-12-10 14:55:34 +0000 UTC\",\"review_id\":\"76f9e87036d5ef9cca6321d5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQyMTQ0OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"},{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2026-03-03 21:38:09 +0000 UTC\",\"review_id\":\"68f81d663ebe584cf9e15e10\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQyNjYyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"},{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2026-04-21 19:35:35 +0000 UTC\",\"review_id\":\"6206967edd16d95824eaa0ee\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQyNjYyNzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"}],\"text\":\"Reviewers describe Jeff Nyhoff's LIS 440 as extremely easy with low difficulty, though opinions on quality vary from waste of money to sweet instruction. Students report repetitive assignments and lectures that some find boring or confusing.\"},{\"citations\":[{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 91.2% A/AB (n=102 letter grades); Fall 2025: 3.89 GPA, 92.7% A/AB (n=137 letter grades); Spring 2026: 3.91 GPA, 95.1% A/AB (n=103 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2025-12-02 08:16:35 +0000 UTC\",\"review_id\":\"376cdce5c30ddf0d4decad1a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQxOTkwNDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"},{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2025-12-10 14:55:34 +0000 UTC\",\"review_id\":\"76f9e87036d5ef9cca6321d5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQyMTQ0OTIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"},{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2026-03-03 21:38:09 +0000 UTC\",\"review_id\":\"68f81d663ebe584cf9e15e10\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQyNjYyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"},{\"instructor_name\":\"Jeff Nyhoff\",\"review_date\":\"2026-04-21 19:35:35 +0000 UTC\",\"review_id\":\"6206967edd16d95824eaa0ee\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2840015\",\"source_review_id\":\"UmF0aW5nLTQyNjYyNzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2840015\",\"type\":\"review\"}],\"text\":\"Some students find the lectures outdated, boring, or confusing, with complaints about tangents and lateness. Review:5 notes Nyhoff is sweet and offers grace points, while others feel the course is a waste of money.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LIS 440\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"source_record\":{\"entity_id\":\"a311e696-5a49-3fa9-9765-5941461573ab\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JEFF NYHOFF is recorded teaching in Spring 2023, Spring 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}]