[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_823245b47a5a05892191de77","course_id":"ASTRON 310","catalog_version_id":"0291bc60a13da7b2a3c8819b38f29f34c6727251add22e5d488abbe159aba1dd","record_version_id":"0cea98355f91577ff46bbb2b49a700601c7b1741b5498e3b688cd4b9a4fc98bb","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"ce8b2feaec76ab62d95cee5c382000d7742255a6c6eaf9f82108a3397ab3a67b","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"ASTRON 200and (PHYSICS 241,249,PHYSICS/E C E 235, or concurrent enrollment)\",\"id\":\"root\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":200,\"minimum_grade\":null,\"subjects\":[\"ASTRON\"],\"timing\":\"prior\"},\"evidence\":\"ASTRON 200\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n3\",\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 241,249,PHYSICS/E C E 235, or concurrent enrollment)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":241,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 241\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":249,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"249\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":235,\"minimum_grade\":null,\"subjects\":[\"ECE\",\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS/E C E 235\",\"id\":\"n5\",\"kind\":\"course\"}],\"notes\":[\"The source text 'PHYSICS 241,249' is interpreted as two separate courses: PHYSICS 241 and PHYSICS 249, based on standard catalog formatting and linked_courses list.\",\"The phrase 'or concurrent enrollment' at the end of the parenthesis is ambiguous; it is interpreted here as applying to the entire group of physics prerequisites, allowing any of them to be taken concurrently.\"],\"root\":\"root\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_823245b47a5a05892191de77","course_id":"ASTRON 310","catalog_version_id":"0291bc60a13da7b2a3c8819b38f29f34c6727251add22e5d488abbe159aba1dd","record_version_id":"0cea98355f91577ff46bbb2b49a700601c7b1741b5498e3b688cd4b9a4fc98bb","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"ce8b2feaec76ab62d95cee5c382000d7742255a6c6eaf9f82108a3397ab3a67b","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ASTRON 310\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Communicate scientific concepts and results clearly, using a combination of writing and visual representations with bibliographic references as appropriate.\",\"source_url\":\"https://guide.wisc.edu/courses/astron/\"}],\"label\":\"writing\"},{\"evidence\":[{\"course_id\":\"ASTRON 310\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Apply basic physical principles and mathematical techniques learned in prerequisite classes to understand the structure, evolution, and ultimate fates of stars.\",\"source_url\":\"https://guide.wisc.edu/courses/astron/\"}],\"label\":\"mathematical-reasoning\"}],\"assumed_background\":[],\"search_phrases\":[\"stellar astrophysics\",\"properties of normal and peculiar stars\",\"radiation transfer\",\"stellar atmospheres\",\"stellar interiors\",\"stellar evolution\",\"analysis of stellar radiation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ASTRON 310\",\"field\":\"description\",\"quote\":\"Properties of normal and peculiar stars as found from an analysis of the radiation they emit; introduction to radiation transfer. 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Theory of stellar atmospheres, interiors, and evolution.\",\"source_url\":\"https://guide.wisc.edu/courses/astron/\"}],\"text\":\"Stellar Astrophysics covers properties of normal and peculiar stars via radiation analysis, introducing radiation transfer and theories of stellar atmospheres, interiors, and evolution.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ASTRON 310\",\"field\":\"description\",\"quote\":\"Properties of normal and peculiar stars as found from an analysis of the radiation they emit\",\"source_url\":\"https://guide.wisc.edu/courses/astron/\"}],\"text\":\"Properties of normal and peculiar stars derived from emitted radiation.\"},{\"evidence\":[{\"course_id\":\"ASTRON 310\",\"field\":\"description\",\"quote\":\"introduction to radiation transfer\",\"source_url\":\"https://guide.wisc.edu/courses/astron/\"}],\"text\":\"Introduction to radiation transfer.\"},{\"evidence\":[{\"course_id\":\"ASTRON 310\",\"field\":\"description\",\"quote\":\"Theory of stellar atmospheres, interiors, and evolution.\",\"source_url\":\"https://guide.wisc.edu/courses/astron/\"}],\"text\":\"Theory of stellar atmospheres, interiors, and evolution.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_823245b47a5a05892191de77","course_id":"ASTRON 310","catalog_version_id":"0291bc60a13da7b2a3c8819b38f29f34c6727251add22e5d488abbe159aba1dd","record_version_id":"0cea98355f91577ff46bbb2b49a700601c7b1741b5498e3b688cd4b9a4fc98bb","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"ce8b2feaec76ab62d95cee5c382000d7742255a6c6eaf9f82108a3397ab3a67b","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"A super friendly and nice guy to take a class with! I loved his teaching style and the professor put in the lot of effort to make everyone feel welcomed. The way he teaches his content makes it very easy to understand. Homeworks were difficult but prepared you for the exam.\",\"course_id\":\"ASTRON 310\",\"date\":\"2024-05-08 17:38:30 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5c7a5649525c07014663d3a4\",\"instructor_id\":\"rmp:2827922\",\"instructor_name\":\"Thomas Beatty\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDA3MjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827922\"}],\"evidence_count\":1,\"review_ids\":[\"5c7a5649525c07014663d3a4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2827922\",\"name\":\"Thomas Beatty\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2827922\",\"summary\":\"Cited reviews praise Thomas Beatty for his friendly demeanor and teaching style that makes content easy to understand.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Honestly he's a great professor and great guy, but the final was worth 40% of the grade with normal grade cutoffs (92+ for an A, 89 for an AB, 82 for a B, etc), and his homework required a lot of thinking and work, making it a lot each week just for it to be worth only 20% of the grade.\\nIf you're fine with a lower grade, definitely take him.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-14 00:50:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9fa5593b9a376d169d370ba2\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjY4MDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Bases all grades on very few homework assignments (which are extremely tedious) and exams. Extremely disrespectful in lectures and plays favorites with those who do the best in the course. Fixed curves with no compassion for those doing poorly in the class. If you start off the class poorly, drop it.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-25 22:31:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8dfdf84f3e522f9a401b8e89\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMzYyODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Bob is honestly such an authentic person, both in class and out of class. The class is hard, no doubt, and he expects a lot of you, but the tests and homework were not unfair nor impossible if you paid attention in lecture, read the material, and asked questions. He is not always 100% super nice, but he is kind and truthful and tells it like it is.\",\"course_id\":\"ASTRON 310\",\"date\":\"2026-01-29 18:00:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"864cbafd6ff99bec38099dcf\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTY0MDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"}],\"evidence_count\":4,\"review_ids\":[\"f69f48e1c2a2c314839eabc8\",\"9fa5593b9a376d169d370ba2\",\"8dfdf84f3e522f9a401b8e89\",\"864cbafd6ff99bec38099dcf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2409895\",\"name\":\"Robert Mathieu\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2409895\",\"summary\":\"Reviews of Robert Mathieu are mixed; some describe him as authentic and kind, while others criticize his attitude, lack of support, and rigid grading policies.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Honestly he's a great professor and great guy, but the final was worth 40% of the grade with normal grade cutoffs (92+ for an A, 89 for an AB, 82 for a B, etc), and his homework required a lot of thinking and work, making it a lot each week just for it to be worth only 20% of the grade.\\nIf you're fine with a lower grade, definitely take him.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-14 00:50:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9fa5593b9a376d169d370ba2\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjY4MDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Bases all grades on very few homework assignments (which are extremely tedious) and exams. Extremely disrespectful in lectures and plays favorites with those who do the best in the course. Fixed curves with no compassion for those doing poorly in the class. If you start off the class poorly, drop it.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-25 22:31:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8dfdf84f3e522f9a401b8e89\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMzYyODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"}],\"evidence_count\":3,\"review_ids\":[\"f69f48e1c2a2c314839eabc8\",\"9fa5593b9a376d169d370ba2\",\"8dfdf84f3e522f9a401b8e89\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2409895\",\"name\":\"Robert Mathieu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2409895\",\"summary\":\"Robert Mathieu's assessment structure is criticized for high final exam weight, fixed grade cutoffs, and homework that is time-consuming relative to its grade value.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Honestly he's a great professor and great guy, but the final was worth 40% of the grade with normal grade cutoffs (92+ for an A, 89 for an AB, 82 for a B, etc), and his homework required a lot of thinking and work, making it a lot each week just for it to be worth only 20% of the grade.\\nIf you're fine with a lower grade, definitely take him.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-14 00:50:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9fa5593b9a376d169d370ba2\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjY4MDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Bases all grades on very few homework assignments (which are extremely tedious) and exams. 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His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"}],\"evidence_count\":2,\"review_ids\":[\"5c7a5649525c07014663d3a4\",\"f69f48e1c2a2c314839eabc8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2409895\",\"name\":\"Robert Mathieu\"},{\"id\":\"rmp:2827922\",\"name\":\"Thomas Beatty\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Some students find the teaching style easy to understand and appreciate the effort, while others criticize the professor for being pompous, arrogant, and belittling students.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. 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Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. 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Extremely disrespectful in lectures and plays favorites with those who do the best in the course. Fixed curves with no compassion for those doing poorly in the class. If you start off the class poorly, drop it.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-25 22:31:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8dfdf84f3e522f9a401b8e89\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMzYyODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Bob is honestly such an authentic person, both in class and out of class. The class is hard, no doubt, and he expects a lot of you, but the tests and homework were not unfair nor impossible if you paid attention in lecture, read the material, and asked questions. He is not always 100% super nice, but he is kind and truthful and tells it like it is.\",\"course_id\":\"ASTRON 310\",\"date\":\"2026-01-29 18:00:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"864cbafd6ff99bec38099dcf\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTY0MDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"}],\"evidence_count\":4,\"review_ids\":[\"f69f48e1c2a2c314839eabc8\",\"9fa5593b9a376d169d370ba2\",\"8dfdf84f3e522f9a401b8e89\",\"864cbafd6ff99bec38099dcf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2409895\",\"name\":\"Robert Mathieu\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2025\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2409895\",\"summary\":\"Reviews of Robert Mathieu are mixed; some describe him as authentic and kind, while others criticize his attitude, lack of support, and rigid grading policies.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Honestly he's a great professor and great guy, but the final was worth 40% of the grade with normal grade cutoffs (92+ for an A, 89 for an AB, 82 for a B, etc), and his homework required a lot of thinking and work, making it a lot each week just for it to be worth only 20% of the grade.\\nIf you're fine with a lower grade, definitely take him.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-14 00:50:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9fa5593b9a376d169d370ba2\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjY4MDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Bases all grades on very few homework assignments (which are extremely tedious) and exams. Extremely disrespectful in lectures and plays favorites with those who do the best in the course. Fixed curves with no compassion for those doing poorly in the class. If you start off the class poorly, drop it.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-25 22:31:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8dfdf84f3e522f9a401b8e89\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMzYyODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"}],\"evidence_count\":3,\"review_ids\":[\"f69f48e1c2a2c314839eabc8\",\"9fa5593b9a376d169d370ba2\",\"8dfdf84f3e522f9a401b8e89\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2409895\",\"name\":\"Robert Mathieu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2409895\",\"summary\":\"Robert Mathieu's assessment structure is criticized for high final exam weight, fixed grade cutoffs, and homework that is time-consuming relative to its grade value.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. 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Extremely disrespectful in lectures and plays favorites with those who do the best in the course. Fixed curves with no compassion for those doing poorly in the class. If you start off the class poorly, drop it.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-25 22:31:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8dfdf84f3e522f9a401b8e89\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMzYyODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"}],\"evidence_count\":3,\"review_ids\":[\"f69f48e1c2a2c314839eabc8\",\"9fa5593b9a376d169d370ba2\",\"8dfdf84f3e522f9a401b8e89\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2409895\",\"name\":\"Robert Mathieu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2409895\",\"summary\":\"Students report that Robert Mathieu's homework requires significant effort and thinking, often described as tedious or taking more time than other classes.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_823245b47a5a05892191de77","course_id":"ASTRON 310","catalog_version_id":"1b23a60a7dcb3bd6ab774a515f1d1d6d00b717284835e869791442e18e4930fb","record_version_id":"e1d5a197f1f6cd3699b63e0f1d0a485012c6f5dae8e5b8a6fa777eff6da75932","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3ef7afefa2a2548cb0697e9a28cb6c4dfb2286fd011903fcd82428a88daf51e4","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"ASTRON 200and (PHYSICS 241,249,PHYSICS/E C E 235, or concurrent enrollment)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":200,\"minimum_grade\":null,\"subjects\":[\"ASTRON\"],\"timing\":\"prior\"},\"evidence\":\"ASTRON 200\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 241,249,PHYSICS/E C E 235, or concurrent enrollment)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":241,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 241\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"249,PHYSICS/E C E 235, or concurrent enrollment\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":249,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"249\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":235,\"minimum_grade\":null,\"subjects\":[\"ECE\",\"PHYSICS\"],\"timing\":\"concurrent\"},\"evidence\":\"PHYSICS/E C E 235, or concurrent enrollment\",\"id\":\"n6\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_823245b47a5a05892191de77","course_id":"ASTRON 310","catalog_version_id":"1b23a60a7dcb3bd6ab774a515f1d1d6d00b717284835e869791442e18e4930fb","record_version_id":"e1d5a197f1f6cd3699b63e0f1d0a485012c6f5dae8e5b8a6fa777eff6da75932","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3ef7afefa2a2548cb0697e9a28cb6c4dfb2286fd011903fcd82428a88daf51e4","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ASTRON 200\",\"field\":\"requirements_text\",\"quote\":\"PHYSICS 201,207,247orMATH 222\"},{\"course_id\":\"PHYSICS 241\",\"field\":\"requirements_text\",\"quote\":\"(PHYSICS 202,208, or248) andMATH 222\"},{\"course_id\":\"ECE/PHYSICS 235\",\"field\":\"requirements_text\",\"quote\":\"MATH 222and (PHYSICS 202,208, or248)\"}],\"text\":\"Prerequisites in physics and mathematics, including modern physics and calculus-based physics.\"},{\"evidence\":[{\"course_id\":\"PHYSICS 241\",\"field\":\"description\",\"quote\":\"Kinetic theory; 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Theory of stellar atmospheres, interiors, and evolution.\"}],\"text\":\"Covers stellar astrophysics, including radiation analysis, transfer theory, and the physics of stellar atmospheres, interiors, and evolution.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ASTRON 310\",\"field\":\"description\",\"quote\":\"Properties of normal and peculiar stars\"}],\"text\":\"Normal and peculiar stars.\"},{\"evidence\":[{\"course_id\":\"ASTRON 310\",\"field\":\"description\",\"quote\":\"analysis of the radiation they emit\"}],\"text\":\"Stellar radiation analysis.\"},{\"evidence\":[{\"course_id\":\"ASTRON 310\",\"field\":\"description\",\"quote\":\"introduction to radiation transfer\"}],\"text\":\"Radiation transfer.\"},{\"evidence\":[{\"course_id\":\"ASTRON 310\",\"field\":\"description\",\"quote\":\"Theory of stellar atmospheres, interiors, and evolution\"}],\"text\":\"Stellar atmospheres, interiors, and evolution.\"}]}","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_823245b47a5a05892191de77","course_id":"ASTRON 310","catalog_version_id":"1b23a60a7dcb3bd6ab774a515f1d1d6d00b717284835e869791442e18e4930fb","record_version_id":"e1d5a197f1f6cd3699b63e0f1d0a485012c6f5dae8e5b8a6fa777eff6da75932","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3ef7afefa2a2548cb0697e9a28cb6c4dfb2286fd011903fcd82428a88daf51e4","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"A super friendly and nice guy to take a class with! I loved his teaching style and the professor put in the lot of effort to make everyone feel welcomed. The way he teaches his content makes it very easy to understand. Homeworks were difficult but prepared you for the exam.\",\"course_id\":\"ASTRON 310\",\"date\":\"2024-05-08 17:38:30 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5c7a5649525c07014663d3a4\",\"instructor_id\":\"rmp:2827922\",\"instructor_name\":\"Thomas Beatty\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDA3MjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827922\"},{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"}],\"evidence_count\":2,\"review_ids\":[\"5c7a5649525c07014663d3a4\",\"f69f48e1c2a2c314839eabc8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2409895\",\"name\":\"Robert Mathieu\"},{\"id\":\"rmp:2827922\",\"name\":\"Thomas Beatty\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Some students find the teaching style easy to understand and appreciate the effort, while others criticize the professor for being pompous, arrogant, and belittling students.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Honestly he's a great professor and great guy, but the final was worth 40% of the grade with normal grade cutoffs (92+ for an A, 89 for an AB, 82 for a B, etc), and his homework required a lot of thinking and work, making it a lot each week just for it to be worth only 20% of the grade.\\nIf you're fine with a lower grade, definitely take him.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-14 00:50:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9fa5593b9a376d169d370ba2\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjY4MDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Bases all grades on very few homework assignments (which are extremely tedious) and exams. Extremely disrespectful in lectures and plays favorites with those who do the best in the course. Fixed curves with no compassion for those doing poorly in the class. If you start off the class poorly, drop it.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-25 22:31:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8dfdf84f3e522f9a401b8e89\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMzYyODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"}],\"evidence_count\":3,\"review_ids\":[\"f69f48e1c2a2c314839eabc8\",\"9fa5593b9a376d169d370ba2\",\"8dfdf84f3e522f9a401b8e89\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2409895\",\"name\":\"Robert Mathieu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"Homework is described as extremely tedious, difficult, and time-consuming, taking more time than other classes combined, yet only worth a small portion of the grade.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Honestly he's a great professor and great guy, but the final was worth 40% of the grade with normal grade cutoffs (92+ for an A, 89 for an AB, 82 for a B, etc), and his homework required a lot of thinking and work, making it a lot each week just for it to be worth only 20% of the grade.\\nIf you're fine with a lower grade, definitely take him.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-14 00:50:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9fa5593b9a376d169d370ba2\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjY4MDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Bases all grades on very few homework assignments (which are extremely tedious) and exams. Extremely disrespectful in lectures and plays favorites with those who do the best in the course. Fixed curves with no compassion for those doing poorly in the class. If you start off the class poorly, drop it.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-25 22:31:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8dfdf84f3e522f9a401b8e89\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMzYyODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"}],\"evidence_count\":3,\"review_ids\":[\"f69f48e1c2a2c314839eabc8\",\"9fa5593b9a376d169d370ba2\",\"8dfdf84f3e522f9a401b8e89\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2409895\",\"name\":\"Robert Mathieu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"The final exam is worth 40% of the grade with standard cutoffs, and grades are based on very few assignments. The curve is fixed with no compassion for struggling students.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. 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His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Bases all grades on very few homework assignments (which are extremely tedious) and exams. Extremely disrespectful in lectures and plays favorites with those who do the best in the course. Fixed curves with no compassion for those doing poorly in the class. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ASTRON 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dfe3bd50-2087-329e-a20d-0d39c62eb92a\",\"source_record\":{\"entity_id\":\"dfe3bd50-2087-329e-a20d-0d39c62eb92a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"THOMAS BEATTY is recorded teaching in Fall 2023. 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I loved his teaching style and the professor put in the lot of effort to make everyone feel welcomed. The way he teaches his content makes it very easy to understand. Homeworks were difficult but prepared you for the exam.\",\"course_id\":\"ASTRON 310\",\"date\":\"2024-05-08 17:38:30 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5c7a5649525c07014663d3a4\",\"instructor_id\":\"rmp:2827922\",\"instructor_name\":\"Thomas Beatty\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDA3MjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827922\"},{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"}],\"evidence_count\":2,\"review_ids\":[\"5c7a5649525c07014663d3a4\",\"f69f48e1c2a2c314839eabc8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2409895\",\"name\":\"Robert Mathieu\"},{\"id\":\"rmp:2827922\",\"name\":\"Thomas Beatty\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Some students find the teaching style easy to understand and appreciate the effort, while others criticize the professor for being pompous, arrogant, and belittling students.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Honestly he's a great professor and great guy, but the final was worth 40% of the grade with normal grade cutoffs (92+ for an A, 89 for an AB, 82 for a B, etc), and his homework required a lot of thinking and work, making it a lot each week just for it to be worth only 20% of the grade.\\nIf you're fine with a lower grade, definitely take him.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-14 00:50:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9fa5593b9a376d169d370ba2\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjY4MDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Bases all grades on very few homework assignments (which are extremely tedious) and exams. 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Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Honestly he's a great professor and great guy, but the final was worth 40% of the grade with normal grade cutoffs (92+ for an A, 89 for an AB, 82 for a B, etc), and his homework required a lot of thinking and work, making it a lot each week just for it to be worth only 20% of the grade.\\nIf you're fine with a lower grade, definitely take him.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-14 00:50:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9fa5593b9a376d169d370ba2\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjY4MDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Bases all grades on very few homework assignments (which are extremely tedious) and exams. Extremely disrespectful in lectures and plays favorites with those who do the best in the course. Fixed curves with no compassion for those doing poorly in the class. If you start off the class poorly, drop it.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-25 22:31:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8dfdf84f3e522f9a401b8e89\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMzYyODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"}],\"evidence_count\":3,\"review_ids\":[\"f69f48e1c2a2c314839eabc8\",\"9fa5593b9a376d169d370ba2\",\"8dfdf84f3e522f9a401b8e89\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2409895\",\"name\":\"Robert Mathieu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"The final exam is worth 40% of the grade with standard cutoffs, and grades are based on very few assignments. The curve is fixed with no compassion for struggling students.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"}],\"evidence_count\":1,\"review_ids\":[\"f69f48e1c2a2c314839eabc8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2409895\",\"name\":\"Robert Mathieu\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"summary\":\"The professor does not post notes or practice tests, leaving students unprepared.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"A super friendly and nice guy to take a class with! I loved his teaching style and the professor put in the lot of effort to make everyone feel welcomed. The way he teaches his content makes it very easy to understand. Homeworks were difficult but prepared you for the exam.\",\"course_id\":\"ASTRON 310\",\"date\":\"2024-05-08 17:38:30 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5c7a5649525c07014663d3a4\",\"instructor_id\":\"rmp:2827922\",\"instructor_name\":\"Thomas Beatty\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDA3MjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827922\"},{\"comment\":\"Bob is honestly such an authentic person, both in class and out of class. The class is hard, no doubt, and he expects a lot of you, but the tests and homework were not unfair nor impossible if you paid attention in lecture, read the material, and asked questions. He is not always 100% super nice, but he is kind and truthful and tells it like it is.\",\"course_id\":\"ASTRON 310\",\"date\":\"2026-01-29 18:00:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"864cbafd6ff99bec38099dcf\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTY0MDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Prof Mathieu is an awful professor. Final was 40% of our grade. Hw's took more time than all my other classes combined. Didn't post notes or practice tests. Used standard grade cutoffs (93 for A, 89 for AB...). Not caring or understanding of personal circumstance. His attitude is pompous, arrogant, and always belittled students in lec as a \\\"joke\\\"\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-13 21:51:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f69f48e1c2a2c314839eabc8\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"},{\"comment\":\"Bases all grades on very few homework assignments (which are extremely tedious) and exams. Extremely disrespectful in lectures and plays favorites with those who do the best in the course. Fixed curves with no compassion for those doing poorly in the class. If you start off the class poorly, drop it.\",\"course_id\":\"ASTRON 310\",\"date\":\"2025-05-25 22:31:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8dfdf84f3e522f9a401b8e89\",\"instructor_id\":\"rmp:2409895\",\"instructor_name\":\"Robert Mathieu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMzYyODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\"}],\"evidence_count\":4,\"review_ids\":[\"5c7a5649525c07014663d3a4\",\"864cbafd6ff99bec38099dcf\",\"f69f48e1c2a2c314839eabc8\",\"8dfdf84f3e522f9a401b8e89\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2409895\",\"name\":\"Robert Mathieu\"},{\"id\":\"rmp:2827922\",\"name\":\"Thomas Beatty\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; some find the professor authentic and kind, while others find him disrespectful and playing favorites.\"}]}","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_823245b47a5a05892191de77","course_id":"ASTRON 310","catalog_version_id":"1b23a60a7dcb3bd6ab774a515f1d1d6d00b717284835e869791442e18e4930fb","record_version_id":"e1d5a197f1f6cd3699b63e0f1d0a485012c6f5dae8e5b8a6fa777eff6da75932","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"fc87c4bd94ec8d744c009f28dcea700ebb2d1f1652fac0d75300b1b81bd1a5ab","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"e7c089614bb3a9de2c121e6ca89801fc3d9b075e10299429c725629aecadcb1c\",\"course_id\":\"ASTRON 310\",\"current_instructors\":[{\"instructor_uid\":\"instructor_ac9cad3bbb94088e47d39d44\",\"message\":\"No course-specific reviews available\",\"name\":\"Melinda Soares\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Robert Mathieu\",\"review_date\":\"2025-05-13 21:51:28 +0000 UTC\",\"review_id\":\"f69f48e1c2a2c314839eabc8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2409895\",\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\",\"type\":\"review\"},{\"instructor_name\":\"Robert Mathieu\",\"review_date\":\"2025-05-14 00:50:50 +0000 UTC\",\"review_id\":\"9fa5593b9a376d169d370ba2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2409895\",\"source_review_id\":\"UmF0aW5nLTQxMjY4MDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\",\"type\":\"review\"},{\"instructor_name\":\"Robert Mathieu\",\"review_date\":\"2025-05-25 22:31:42 +0000 UTC\",\"review_id\":\"8dfdf84f3e522f9a401b8e89\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2409895\",\"source_review_id\":\"UmF0aW5nLTQxMzYyODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\",\"type\":\"review\"},{\"instructor_name\":\"Robert Mathieu\",\"review_date\":\"2026-01-29 18:00:38 +0000 UTC\",\"review_id\":\"864cbafd6ff99bec38099dcf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2409895\",\"source_review_id\":\"UmF0aW5nLTQyNTY0MDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\",\"type\":\"review\"}],\"text\":\"Historical reviews of Robert Mathieu: Homework is described as extremely tedious and time-consuming, requiring significant weekly effort. The final exam carries a 40% weight, contributing to the course's high difficulty.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Thomas Beatty\",\"review_date\":\"2024-05-08 17:38:30 +0000 UTC\",\"review_id\":\"5c7a5649525c07014663d3a4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2827922\",\"source_review_id\":\"UmF0aW5nLTM5NDA3MjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2827922\",\"type\":\"review\"}],\"text\":\"Historical reviews of Thomas Beatty: Thomas Beatty is described as friendly and welcoming, with a teaching style that makes content easy to understand. His homework was difficult but prepared students for exams.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Robert Mathieu\",\"review_date\":\"2025-05-13 21:51:28 +0000 UTC\",\"review_id\":\"f69f48e1c2a2c314839eabc8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2409895\",\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\",\"type\":\"review\"},{\"instructor_name\":\"Robert Mathieu\",\"review_date\":\"2025-05-14 00:50:50 +0000 UTC\",\"review_id\":\"9fa5593b9a376d169d370ba2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2409895\",\"source_review_id\":\"UmF0aW5nLTQxMjY4MDE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\",\"type\":\"review\"},{\"instructor_name\":\"Robert Mathieu\",\"review_date\":\"2025-05-25 22:31:42 +0000 UTC\",\"review_id\":\"8dfdf84f3e522f9a401b8e89\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2409895\",\"source_review_id\":\"UmF0aW5nLTQxMzYyODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\",\"type\":\"review\"},{\"instructor_name\":\"Robert Mathieu\",\"review_date\":\"2026-01-29 18:00:38 +0000 UTC\",\"review_id\":\"864cbafd6ff99bec38099dcf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2409895\",\"source_review_id\":\"UmF0aW5nLTQyNTY0MDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\",\"type\":\"review\"}],\"text\":\"Historical reviews of Robert Mathieu: Robert Mathieu’s course is characterized by a heavy homework load and a final exam worth 40% of the grade. Reviewers disagree on his teaching style, with some finding him arrogant and others describing him as authentic and kind.\"},{\"citations\":[{\"course_id\":\"ASTRON 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dfe3bd50-2087-329e-a20d-0d39c62eb92a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ASTRON 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dfe3bd50-2087-329e-a20d-0d39c62eb92a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ASTRON 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dfe3bd50-2087-329e-a20d-0d39c62eb92a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.06 GPA, 59.3% A/AB (n=54 letter grades); Spring 2025: 3.18 GPA, 51.6% A/AB (n=31 letter grades); Fall 2025: 3.15 GPA, 50.0% A/AB (n=26 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Robert Mathieu\",\"review_date\":\"2025-05-13 21:51:28 +0000 UTC\",\"review_id\":\"f69f48e1c2a2c314839eabc8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2409895\",\"source_review_id\":\"UmF0aW5nLTQxMjcxNjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\",\"type\":\"review\"},{\"instructor_name\":\"Robert Mathieu\",\"review_date\":\"2025-05-25 22:31:42 +0000 UTC\",\"review_id\":\"8dfdf84f3e522f9a401b8e89\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2409895\",\"source_review_id\":\"UmF0aW5nLTQxMzYyODQ5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\",\"type\":\"review\"},{\"instructor_name\":\"Robert Mathieu\",\"review_date\":\"2026-01-29 18:00:38 +0000 UTC\",\"review_id\":\"864cbafd6ff99bec38099dcf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2409895\",\"source_review_id\":\"UmF0aW5nLTQyNTY0MDIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2409895\",\"type\":\"review\"}],\"text\":\"Historical reviews of Robert Mathieu: Some reviewers found Mathieu’s attitude pompous and his grading uncompassionate, while others viewed him as truthful and fair provided they engaged with the material.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ASTRON 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dfe3bd50-2087-329e-a20d-0d39c62eb92a\",\"source_record\":{\"entity_id\":\"dfe3bd50-2087-329e-a20d-0d39c62eb92a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"ASTRON 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dfe3bd50-2087-329e-a20d-0d39c62eb92a\",\"source_record\":{\"entity_id\":\"dfe3bd50-2087-329e-a20d-0d39c62eb92a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"ASTRON 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dfe3bd50-2087-329e-a20d-0d39c62eb92a\",\"source_record\":{\"entity_id\":\"dfe3bd50-2087-329e-a20d-0d39c62eb92a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"ROBERT MATHIEU is recorded teaching in Fall 2010, Fall 2014, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ASTRON 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dfe3bd50-2087-329e-a20d-0d39c62eb92a\",\"source_record\":{\"entity_id\":\"dfe3bd50-2087-329e-a20d-0d39c62eb92a\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"THOMAS BEATTY is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]