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The only down side is that he is a AS Monaco fan.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 02:38:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4a96255c43d4246c4bcce709\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Lots of material is covered and it's important to have the prerequisites taken care of, but you can tell Prof. Couet is very knowledgable and has a vested interest in his students understanding the underlying material.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 05:06:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"16280222f8a5e5b44a9b6b79\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5NTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Adrien is an amazing professor and really supports his students in all of their education. I've worked with him for over 5+ years of grad school and he's tough but fair and he works incredibly hard to really teach people, he truly deserves a 10 out of 5, I've met a lot of professors, but Adrien stands far above any others.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 05:21:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5baf8369858e82f801f0afca\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5NTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Professor Couet is a very interesting professor to listen to. His class requires a little bit of autonomy and efforts outside of class, but it allows to dive into very interesting material. 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Homework doesn't reflect the content of exams. This is the first engineering course I've taken where equations were not provided and an equation sheet was not allowed on exams, hence the entire class bombed the final. Assignments not listed on the syllabus were added with short notice.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2017-03-15 18:12:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cd0f347715dfe2ad17eec53f\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI3OTEwODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Overall positive experience. Course material was very relevant and presented well, however, as mentioned by others, the lack of equation sheet left many students struggling on the final.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2017-08-14 22:54:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0d81829215c55f2d855dc12d\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4NjE0MzA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"NE 423 Nuclear Engineering Materials is suppose to be difficult. If you put in the work, you can learn a lot from the course. Dr. Couet is clearly an expert on the subject and he goes above and beyond to help students, but you have to reach out. 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Homework doesn't reflect the content of exams. This is the first engineering course I've taken where equations were not provided and an equation sheet was not allowed on exams, hence the entire class bombed the final. Assignments not listed on the syllabus were added with short notice.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2017-03-15 18:12:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cd0f347715dfe2ad17eec53f\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI3OTEwODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Overall positive experience. Course material was very relevant and presented well, however, as mentioned by others, the lack of equation sheet left many students struggling on the final.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2017-08-14 22:54:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0d81829215c55f2d855dc12d\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4NjE0MzA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"I usually don't review, but Professor Couet is the most rude professor I have ever met. He puts little effort into his lectures, and creates unclear and sometimes contradictory quizzes, hw and exams. His oral final was reasonable, but he graded extremely harshly and provided no information on what material was relevant. Avoid this man at all costs.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2020-12-20 07:55:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1bc04f36f37cc155ff36e1d7\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MTU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"}],\"evidence_count\":3,\"review_ids\":[\"cd0f347715dfe2ad17eec53f\",\"0d81829215c55f2d855dc12d\",\"1bc04f36f37cc155ff36e1d7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2238221\",\"name\":\"Adrien Couet\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment methods are controversial; the lack of an equation sheet on exams caused many to struggle, and grading is described as harsh by some, though the oral final was considered reasonable.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Taking a class from Adrien is all the evidence anyone needs that professors should be required to take courses on how to teach. 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Avoid this man at all costs.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2020-12-20 07:55:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1bc04f36f37cc155ff36e1d7\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MTU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"NE 423 Nuclear Engineering Materials is suppose to be difficult. If you put in the work, you can learn a lot from the course. Dr. Couet is clearly an expert on the subject and he goes above and beyond to help students, but you have to reach out. Just be ready to treat it as a 4 credit course.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2021-03-18 02:40:56 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6997b5797966216f79a590d7\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NDQ4NTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Prof. Couet is an excellent teacher. The only down side is that he is a AS Monaco fan.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 02:38:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4a96255c43d4246c4bcce709\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Adrien is an amazing professor and really supports his students in all of their education. I've worked with him for over 5+ years of grad school and he's tough but fair and he works incredibly hard to really teach people, he truly deserves a 10 out of 5, I've met a lot of professors, but Adrien stands far above any others.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 05:21:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5baf8369858e82f801f0afca\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5NTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"I never actually took NE425 with Couet but \\\"PhD dissertation\\\" wasn't a course option. Couet required that my justifications of all theory/calculations were rigorous but not excessively as to be impossible, so \\\"difficult but not in excess\\\". any worthwhile PhD is a bit difficult. I graduated in a reasonable period (A+). 10/10 would recommend.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-10-16 17:56:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0971fa6ad6652599a2d198bc\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Mjc4ODIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"}],\"evidence_count\":6,\"review_ids\":[\"0643aea15c134ecfa15e8c28\",\"1bc04f36f37cc155ff36e1d7\",\"6997b5797966216f79a590d7\",\"4a96255c43d4246c4bcce709\",\"5baf8369858e82f801f0afca\",\"0971fa6ad6652599a2d198bc\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2238221\",\"name\":\"Adrien Couet\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Student opinions vary widely from 'avoid at all costs' to 'amazing professor,' often depending on the student's ability to navigate the course's autonomy and reach out for help.\"}]}","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_b6065407ce6d9a3482a0e535","course_id":"MS&E/NE 423","catalog_version_id":"c0fdb50a4c849b0a195997fc9ccbf676ddaf25fbe6cd350e41decd2739408582","record_version_id":"453185870adb3ccf55f442bcbe3726d6f033d300b7075a813f12fa3e0c6bb4f5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2212d1c5fde33726163108205a462c4c3933415c8c9b43de816744648a3329c6","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 350or351, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 350or351\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":350,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 350\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":351,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"351\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[\"Requirements text contains merged spaces (e.g., 'M S & E 350or351'); 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diffusional, mechanical and electrical properties of materials; and the role of structure and defects in diffusional, mechanical, and electrical properties.\"}],\"text\":\"Fundamentals of materials science, including structure-property relationships, phase equilibria, and mechanical behavior.\"}],\"search_phrases\":[\"nuclear materials fuel cladding\",\"fuel behavior thermal properties\",\"radiation damage materials\",\"MS&E 423 nuclear engineering\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E/NE 423\",\"field\":\"description\",\"quote\":\"Fundamentals of fuel and cladding behavior in terms of thermal properties, chemical behavior and radiation damage.\"}],\"text\":\"Analyze fuel and cladding behavior regarding thermal, chemical, and radiation properties.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E/NE 423\",\"field\":\"title\",\"quote\":\"NUCLEAR ENGINEERING MATERIALS\"},{\"course_id\":\"MS&E/NE 423\",\"field\":\"description\",\"quote\":\"Fundamentals of fuel and cladding behavior in terms of thermal properties, chemical behavior and radiation damage.\"}],\"text\":\"Nuclear Engineering Materials covers the fundamentals of fuel and cladding behavior, focusing on thermal, chemical, and radiation damage properties.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E/NE 423\",\"field\":\"description\",\"quote\":\"thermal properties\"},{\"course_id\":\"MS&E/NE 423\",\"field\":\"description\",\"quote\":\"chemical behavior\"},{\"course_id\":\"MS&E/NE 423\",\"field\":\"description\",\"quote\":\"radiation damage\"}],\"text\":\"Thermal properties, chemical behavior, and radiation damage in nuclear materials.\"}]}","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_b6065407ce6d9a3482a0e535","course_id":"MS&E/NE 423","catalog_version_id":"c0fdb50a4c849b0a195997fc9ccbf676ddaf25fbe6cd350e41decd2739408582","record_version_id":"453185870adb3ccf55f442bcbe3726d6f033d300b7075a813f12fa3e0c6bb4f5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2212d1c5fde33726163108205a462c4c3933415c8c9b43de816744648a3329c6","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Taking a class from Adrien is all the evidence anyone needs that professors should be required to take courses on how to teach. His lectures are disjointed, he treats several graduate level materials science courses as background knowledge for an introductory undergrad course, and is a generally rude person. Read the textbook, you'll learn more.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2018-10-22 11:36:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0643aea15c134ecfa15e8c28\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTk0NzM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"I usually don't review, but Professor Couet is the most rude professor I have ever met. He puts little effort into his lectures, and creates unclear and sometimes contradictory quizzes, hw and exams. His oral final was reasonable, but he graded extremely harshly and provided no information on what material was relevant. Avoid this man at all costs.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2020-12-20 07:55:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1bc04f36f37cc155ff36e1d7\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MTU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Prof. Couet is an excellent teacher. The only down side is that he is a AS Monaco fan.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 02:38:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4a96255c43d4246c4bcce709\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Lots of material is covered and it's important to have the prerequisites taken care of, but you can tell Prof. Couet is very knowledgable and has a vested interest in his students understanding the underlying material.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 05:06:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"16280222f8a5e5b44a9b6b79\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5NTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Adrien is an amazing professor and really supports his students in all of their education. I've worked with him for over 5+ years of grad school and he's tough but fair and he works incredibly hard to really teach people, he truly deserves a 10 out of 5, I've met a lot of professors, but Adrien stands far above any others.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 05:21:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5baf8369858e82f801f0afca\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5NTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Professor Couet is a very interesting professor to listen to. His class requires a little bit of autonomy and efforts outside of class, but it allows to dive into very interesting material. I also encourage people to look at some other classes taught by Professor Adrien Couet that are not listed on Rate My Professor such as NE541 or NE545.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-18 15:47:36 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f5351fc24fd283a8d3396b50\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjUzODA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"}],\"evidence_count\":6,\"review_ids\":[\"0643aea15c134ecfa15e8c28\",\"1bc04f36f37cc155ff36e1d7\",\"4a96255c43d4246c4bcce709\",\"16280222f8a5e5b44a9b6b79\",\"5baf8369858e82f801f0afca\",\"f5351fc24fd283a8d3396b50\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2238221\",\"name\":\"Adrien Couet\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; some find lectures disjointed and unclear, while others praise the professor's expertise and ability to explain complex material.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Not overly difficult but not a trivial amount of work. Homework doesn't reflect the content of exams. This is the first engineering course I've taken where equations were not provided and an equation sheet was not allowed on exams, hence the entire class bombed the final. Assignments not listed on the syllabus were added with short notice.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2017-03-15 18:12:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cd0f347715dfe2ad17eec53f\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI3OTEwODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Overall positive experience. Course material was very relevant and presented well, however, as mentioned by others, the lack of equation sheet left many students struggling on the final.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2017-08-14 22:54:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0d81829215c55f2d855dc12d\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4NjE0MzA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"NE 423 Nuclear Engineering Materials is suppose to be difficult. If you put in the work, you can learn a lot from the course. Dr. Couet is clearly an expert on the subject and he goes above and beyond to help students, but you have to reach out. Just be ready to treat it as a 4 credit course.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2021-03-18 02:40:56 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6997b5797966216f79a590d7\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NDQ4NTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Professor Couet is a very interesting professor to listen to. His class requires a little bit of autonomy and efforts outside of class, but it allows to dive into very interesting material. I also encourage people to look at some other classes taught by Professor Adrien Couet that are not listed on Rate My Professor such as NE541 or NE545.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-18 15:47:36 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f5351fc24fd283a8d3396b50\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjUzODA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"}],\"evidence_count\":4,\"review_ids\":[\"cd0f347715dfe2ad17eec53f\",\"0d81829215c55f2d855dc12d\",\"6997b5797966216f79a590d7\",\"f5351fc24fd283a8d3396b50\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2238221\",\"name\":\"Adrien Couet\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is described as significant, with some noting it feels like a 4-credit course and exams being difficult due to lack of equation sheets, while others find it manageable with effort.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Not overly difficult but not a trivial amount of work. Homework doesn't reflect the content of exams. This is the first engineering course I've taken where equations were not provided and an equation sheet was not allowed on exams, hence the entire class bombed the final. Assignments not listed on the syllabus were added with short notice.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2017-03-15 18:12:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cd0f347715dfe2ad17eec53f\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI3OTEwODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Overall positive experience. Course material was very relevant and presented well, however, as mentioned by others, the lack of equation sheet left many students struggling on the final.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2017-08-14 22:54:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0d81829215c55f2d855dc12d\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4NjE0MzA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"I usually don't review, but Professor Couet is the most rude professor I have ever met. He puts little effort into his lectures, and creates unclear and sometimes contradictory quizzes, hw and exams. His oral final was reasonable, but he graded extremely harshly and provided no information on what material was relevant. Avoid this man at all costs.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2020-12-20 07:55:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1bc04f36f37cc155ff36e1d7\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MTU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"}],\"evidence_count\":3,\"review_ids\":[\"cd0f347715dfe2ad17eec53f\",\"0d81829215c55f2d855dc12d\",\"1bc04f36f37cc155ff36e1d7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2238221\",\"name\":\"Adrien Couet\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment methods are controversial; the lack of an equation sheet on exams caused many to struggle, and grading is described as harsh by some, though the oral final was considered reasonable.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Taking a class from Adrien is all the evidence anyone needs that professors should be required to take courses on how to teach. His lectures are disjointed, he treats several graduate level materials science courses as background knowledge for an introductory undergrad course, and is a generally rude person. Read the textbook, you'll learn more.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2018-10-22 11:36:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0643aea15c134ecfa15e8c28\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTk0NzM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"I usually don't review, but Professor Couet is the most rude professor I have ever met. He puts little effort into his lectures, and creates unclear and sometimes contradictory quizzes, hw and exams. His oral final was reasonable, but he graded extremely harshly and provided no information on what material was relevant. Avoid this man at all costs.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2020-12-20 07:55:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1bc04f36f37cc155ff36e1d7\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MTU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"NE 423 Nuclear Engineering Materials is suppose to be difficult. If you put in the work, you can learn a lot from the course. Dr. Couet is clearly an expert on the subject and he goes above and beyond to help students, but you have to reach out. Just be ready to treat it as a 4 credit course.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2021-03-18 02:40:56 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6997b5797966216f79a590d7\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NDQ4NTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Prof. Couet is an excellent teacher. The only down side is that he is a AS Monaco fan.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 02:38:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4a96255c43d4246c4bcce709\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Adrien is an amazing professor and really supports his students in all of their education. I've worked with him for over 5+ years of grad school and he's tough but fair and he works incredibly hard to really teach people, he truly deserves a 10 out of 5, I've met a lot of professors, but Adrien stands far above any others.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 05:21:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5baf8369858e82f801f0afca\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5NTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"I never actually took NE425 with Couet but \\\"PhD dissertation\\\" wasn't a course option. Couet required that my justifications of all theory/calculations were rigorous but not excessively as to be impossible, so \\\"difficult but not in excess\\\". any worthwhile PhD is a bit difficult. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MS&E/NE 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"source_record\":{\"entity_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"CHARLIE HIRST is recorded teaching in Fall 2025. 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His lectures are disjointed, he treats several graduate level materials science courses as background knowledge for an introductory undergrad course, and is a generally rude person. Read the textbook, you'll learn more.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2018-10-22 11:36:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0643aea15c134ecfa15e8c28\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTk0NzM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"I usually don't review, but Professor Couet is the most rude professor I have ever met. He puts little effort into his lectures, and creates unclear and sometimes contradictory quizzes, hw and exams. His oral final was reasonable, but he graded extremely harshly and provided no information on what material was relevant. Avoid this man at all costs.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2020-12-20 07:55:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1bc04f36f37cc155ff36e1d7\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MTU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Prof. Couet is an excellent teacher. The only down side is that he is a AS Monaco fan.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 02:38:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4a96255c43d4246c4bcce709\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Lots of material is covered and it's important to have the prerequisites taken care of, but you can tell Prof. Couet is very knowledgable and has a vested interest in his students understanding the underlying material.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 05:06:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"16280222f8a5e5b44a9b6b79\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5NTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Adrien is an amazing professor and really supports his students in all of their education. I've worked with him for over 5+ years of grad school and he's tough but fair and he works incredibly hard to really teach people, he truly deserves a 10 out of 5, I've met a lot of professors, but Adrien stands far above any others.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 05:21:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5baf8369858e82f801f0afca\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5NTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Professor Couet is a very interesting professor to listen to. His class requires a little bit of autonomy and efforts outside of class, but it allows to dive into very interesting material. I also encourage people to look at some other classes taught by Professor Adrien Couet that are not listed on Rate My Professor such as NE541 or NE545.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-18 15:47:36 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f5351fc24fd283a8d3396b50\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjUzODA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"}],\"evidence_count\":6,\"review_ids\":[\"0643aea15c134ecfa15e8c28\",\"1bc04f36f37cc155ff36e1d7\",\"4a96255c43d4246c4bcce709\",\"16280222f8a5e5b44a9b6b79\",\"5baf8369858e82f801f0afca\",\"f5351fc24fd283a8d3396b50\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2238221\",\"name\":\"Adrien Couet\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; some find lectures disjointed and unclear, while others praise the professor's expertise and ability to explain complex material.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Not overly difficult but not a trivial amount of work. Homework doesn't reflect the content of exams. This is the first engineering course I've taken where equations were not provided and an equation sheet was not allowed on exams, hence the entire class bombed the final. Assignments not listed on the syllabus were added with short notice.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2017-03-15 18:12:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cd0f347715dfe2ad17eec53f\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI3OTEwODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Overall positive experience. Course material was very relevant and presented well, however, as mentioned by others, the lack of equation sheet left many students struggling on the final.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2017-08-14 22:54:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0d81829215c55f2d855dc12d\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4NjE0MzA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"NE 423 Nuclear Engineering Materials is suppose to be difficult. If you put in the work, you can learn a lot from the course. Dr. Couet is clearly an expert on the subject and he goes above and beyond to help students, but you have to reach out. Just be ready to treat it as a 4 credit course.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2021-03-18 02:40:56 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6997b5797966216f79a590d7\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NDQ4NTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Professor Couet is a very interesting professor to listen to. His class requires a little bit of autonomy and efforts outside of class, but it allows to dive into very interesting material. I also encourage people to look at some other classes taught by Professor Adrien Couet that are not listed on Rate My Professor such as NE541 or NE545.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-18 15:47:36 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"f5351fc24fd283a8d3396b50\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjUzODA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"}],\"evidence_count\":4,\"review_ids\":[\"cd0f347715dfe2ad17eec53f\",\"0d81829215c55f2d855dc12d\",\"6997b5797966216f79a590d7\",\"f5351fc24fd283a8d3396b50\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2238221\",\"name\":\"Adrien Couet\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is described as significant, with some noting it feels like a 4-credit course and exams being difficult due to lack of equation sheets, while others find it manageable with effort.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Not overly difficult but not a trivial amount of work. Homework doesn't reflect the content of exams. This is the first engineering course I've taken where equations were not provided and an equation sheet was not allowed on exams, hence the entire class bombed the final. Assignments not listed on the syllabus were added with short notice.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2017-03-15 18:12:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cd0f347715dfe2ad17eec53f\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI3OTEwODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Overall positive experience. Course material was very relevant and presented well, however, as mentioned by others, the lack of equation sheet left many students struggling on the final.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2017-08-14 22:54:40 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0d81829215c55f2d855dc12d\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI4NjE0MzA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"I usually don't review, but Professor Couet is the most rude professor I have ever met. He puts little effort into his lectures, and creates unclear and sometimes contradictory quizzes, hw and exams. His oral final was reasonable, but he graded extremely harshly and provided no information on what material was relevant. Avoid this man at all costs.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2020-12-20 07:55:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1bc04f36f37cc155ff36e1d7\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MTU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"}],\"evidence_count\":3,\"review_ids\":[\"cd0f347715dfe2ad17eec53f\",\"0d81829215c55f2d855dc12d\",\"1bc04f36f37cc155ff36e1d7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2238221\",\"name\":\"Adrien Couet\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment methods are controversial; the lack of an equation sheet on exams caused many to struggle, and grading is described as harsh by some, though the oral final was considered reasonable.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Taking a class from Adrien is all the evidence anyone needs that professors should be required to take courses on how to teach. His lectures are disjointed, he treats several graduate level materials science courses as background knowledge for an introductory undergrad course, and is a generally rude person. Read the textbook, you'll learn more.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2018-10-22 11:36:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0643aea15c134ecfa15e8c28\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTk0NzM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"I usually don't review, but Professor Couet is the most rude professor I have ever met. He puts little effort into his lectures, and creates unclear and sometimes contradictory quizzes, hw and exams. His oral final was reasonable, but he graded extremely harshly and provided no information on what material was relevant. Avoid this man at all costs.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2020-12-20 07:55:17 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"1bc04f36f37cc155ff36e1d7\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0MTU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"NE 423 Nuclear Engineering Materials is suppose to be difficult. If you put in the work, you can learn a lot from the course. Dr. Couet is clearly an expert on the subject and he goes above and beyond to help students, but you have to reach out. Just be ready to treat it as a 4 credit course.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2021-03-18 02:40:56 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6997b5797966216f79a590d7\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NDQ4NTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Prof. Couet is an excellent teacher. The only down side is that he is a AS Monaco fan.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 02:38:02 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4a96255c43d4246c4bcce709\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"Adrien is an amazing professor and really supports his students in all of their education. I've worked with him for over 5+ years of grad school and he's tough but fair and he works incredibly hard to really teach people, he truly deserves a 10 out of 5, I've met a lot of professors, but Adrien stands far above any others.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-04-16 05:21:37 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5baf8369858e82f801f0afca\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NjM5NTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"},{\"comment\":\"I never actually took NE425 with Couet but \\\"PhD dissertation\\\" wasn't a course option. Couet required that my justifications of all theory/calculations were rigorous but not excessively as to be impossible, so \\\"difficult but not in excess\\\". any worthwhile PhD is a bit difficult. I graduated in a reasonable period (A+). 10/10 would recommend.\",\"course_id\":\"MS&E/NE 423\",\"date\":\"2023-10-16 17:56:42 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0971fa6ad6652599a2d198bc\",\"instructor_id\":\"rmp:2238221\",\"instructor_name\":\"Adrien Couet\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4Mjc4ODIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\"}],\"evidence_count\":6,\"review_ids\":[\"0643aea15c134ecfa15e8c28\",\"1bc04f36f37cc155ff36e1d7\",\"6997b5797966216f79a590d7\",\"4a96255c43d4246c4bcce709\",\"5baf8369858e82f801f0afca\",\"0971fa6ad6652599a2d198bc\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2238221\",\"name\":\"Adrien Couet\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Student opinions vary widely from 'avoid at all costs' to 'amazing professor,' often depending on the student's ability to navigate the course's autonomy and reach out for help.\"}]}","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_b6065407ce6d9a3482a0e535","course_id":"MS&E/NE 423","catalog_version_id":"c0fdb50a4c849b0a195997fc9ccbf676ddaf25fbe6cd350e41decd2739408582","record_version_id":"453185870adb3ccf55f442bcbe3726d6f033d300b7075a813f12fa3e0c6bb4f5","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"f0709406ffc3d27d9b471cafa888d10d4ced8d85928cf1bea13b2de67151e194","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"ab4ceb5ad9868cacf836abd68a3849fe4bd032c01a21b99da2e2ead518be27a1\",\"course_id\":\"MS&E/NE 423\",\"current_instructors\":[{\"instructor_uid\":\"instructor_697bfac1af18c25b63afe35d\",\"message\":\"No course-specific reviews available\",\"name\":\"Charles Hirst\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3057878\",\"summary\":[{\"citations\":[{\"course_id\":\"MS&E/NE 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"source_record\":{\"entity_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.35 GPA, 67.4% A/AB (n=43 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2017-03-15 18:12:10 +0000 UTC\",\"review_id\":\"cd0f347715dfe2ad17eec53f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTI3OTEwODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2021-03-18 02:40:56 +0000 UTC\",\"review_id\":\"6997b5797966216f79a590d7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM0NDQ4NTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2023-04-18 15:47:36 +0000 UTC\",\"review_id\":\"f5351fc24fd283a8d3396b50\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM3NjUzODA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"}],\"text\":\"Historical reviews of Adrien Couet: The course involves a non-trivial amount of work; students must be prepared to treat it as a four-credit course and put in effort outside of class to learn the material.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2017-03-15 18:12:10 +0000 UTC\",\"review_id\":\"cd0f347715dfe2ad17eec53f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTI3OTEwODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2017-08-14 22:54:40 +0000 UTC\",\"review_id\":\"0d81829215c55f2d855dc12d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTI4NjE0MzA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2018-10-22 11:36:20 +0000 UTC\",\"review_id\":\"0643aea15c134ecfa15e8c28\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTMwNTk0NzM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2020-12-20 07:55:17 +0000 UTC\",\"review_id\":\"1bc04f36f37cc155ff36e1d7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM0MTU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2021-03-18 02:40:56 +0000 UTC\",\"review_id\":\"6997b5797966216f79a590d7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM0NDQ4NTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2023-04-16 02:38:02 +0000 UTC\",\"review_id\":\"4a96255c43d4246c4bcce709\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM3NjM5MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2023-04-16 05:06:04 +0000 UTC\",\"review_id\":\"16280222f8a5e5b44a9b6b79\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM3NjM5NTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2023-04-16 05:21:37 +0000 UTC\",\"review_id\":\"5baf8369858e82f801f0afca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM3NjM5NTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2023-04-18 15:47:36 +0000 UTC\",\"review_id\":\"f5351fc24fd283a8d3396b50\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM3NjUzODA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2023-10-16 17:56:42 +0000 UTC\",\"review_id\":\"0971fa6ad6652599a2d198bc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM4Mjc4ODIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"}],\"text\":\"Historical reviews of Adrien Couet: Charles Hirst is the current instructor, but all reviews concern Adrien Couet. Couet is described as an expert who supports students, though some find his lectures disjointed and his grading harsh. Reviews disagree on his teaching style, with some calling him rude and others praising his dedication.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2021-03-18 02:40:56 +0000 UTC\",\"review_id\":\"6997b5797966216f79a590d7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM0NDQ4NTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2023-04-16 02:38:02 +0000 UTC\",\"review_id\":\"4a96255c43d4246c4bcce709\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM3NjM5MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2023-04-16 05:06:04 +0000 UTC\",\"review_id\":\"16280222f8a5e5b44a9b6b79\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM3NjM5NTU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2023-04-16 05:21:37 +0000 UTC\",\"review_id\":\"5baf8369858e82f801f0afca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM3NjM5NTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2023-04-18 15:47:36 +0000 UTC\",\"review_id\":\"f5351fc24fd283a8d3396b50\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM3NjUzODA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2023-10-16 17:56:42 +0000 UTC\",\"review_id\":\"0971fa6ad6652599a2d198bc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM4Mjc4ODIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"}],\"text\":\"Historical reviews of Adrien Couet: Recent reviews praise Adrien Couet as an excellent, knowledgeable, and supportive teacher who offers interesting material, though the course is demanding and requires significant student autonomy.\"},{\"citations\":[{\"course_id\":\"MS&E/NE 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MS&E/NE 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MS&E/NE 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.33 GPA, 63.0% A/AB (n=27 letter grades); Fall 2024: 3.31 GPA, 70.4% A/AB (n=27 letter grades); Fall 2025: 3.35 GPA, 67.4% A/AB (n=43 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2017-03-15 18:12:10 +0000 UTC\",\"review_id\":\"cd0f347715dfe2ad17eec53f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTI3OTEwODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2017-08-14 22:54:40 +0000 UTC\",\"review_id\":\"0d81829215c55f2d855dc12d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTI4NjE0MzA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2018-10-22 11:36:20 +0000 UTC\",\"review_id\":\"0643aea15c134ecfa15e8c28\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTMwNTk0NzM0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"},{\"instructor_name\":\"Adrien Couet\",\"review_date\":\"2020-12-20 07:55:17 +0000 UTC\",\"review_id\":\"1bc04f36f37cc155ff36e1d7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2238221\",\"source_review_id\":\"UmF0aW5nLTM0MTU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2238221\",\"type\":\"review\"}],\"text\":\"Historical reviews highlight significant frustration with exam conditions, specifically the lack of an equation sheet and unclear assignments, alongside complaints about disjointed lectures and harsh grading.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MS&E/NE 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"source_record\":{\"entity_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"MS&E/NE 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"source_record\":{\"entity_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MS&E/NE 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"source_record\":{\"entity_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"ADRIEN COUET is recorded teaching in Fall 2016, Fall 2018, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MS&E/NE 423\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"source_record\":{\"entity_id\":\"f28a65cc-91e6-3331-bd87-d8391934ed90\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"CHARLIE HIRST is recorded teaching in Fall 2025. 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}]