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You have to read the book to understand the class. She blames the low exam averages (64) on students not going to office hours even though she only holds office hours once a week for one hour in the middle of the day - not that she would be able to explain things anyways.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-05-03 16:27:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0f02e838225bf8158133d0a9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5OTc2NjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"She is a very fast/nervous lecturer and does not communicate the material well at all. Nearly everyone in my class leaves with a befuddled look on their face, just like me! Also I took an 8am class with her, showed up at 8:04 one day (no exageration) and was marked absent. 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Overall would take different teacher if possible.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-21 07:18:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e80c2395ab4da7da65d6abb9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMTI3MjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"0f02e838225bf8158133d0a9\",\"4a344d343a1dbcdeffc77e39\",\"e80c2395ab4da7da65d6abb9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Instructor reads from slides, moves too fast, and fails to explain concepts clearly.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"She will not respond to any emails or posted canvas questions. Her syllabus was outdated and the TA listed was the TA for the class last year and isn't the current one. The current TA's email was not listed anywhere on her page. Go to class or you'll never hear from this woman.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2023-03-21 00:32:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"881bb24bb7f1b01a008401bf\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3NTIyMTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"She flies through her slides and doesn't explain anything clearly. You have to read the book to understand the class. She blames the low exam averages (64) on students not going to office hours even though she only holds office hours once a week for one hour in the middle of the day - not that she would be able to explain things anyways.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-05-03 16:27:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0f02e838225bf8158133d0a9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5OTc2NjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"881bb24bb7f1b01a008401bf\",\"ad63e9783ec85b184c65e247\",\"0f02e838225bf8158133d0a9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Outdated syllabus, confusing online system, and poor communication about TAs and office hours.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"I do not recommend Lydia as a teacher. She reads off the slides word for word which leaves me with unanswered questions a lot of times. On top of that she goes through her slides very quickly. The exams are very long. I did not finish one of them within the class period. Overall would take different teacher if possible.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-21 07:18:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e80c2395ab4da7da65d6abb9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMTI3MjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"If I would have read the reviews on here first, I would not have taken this course. I can't believe this class happened to me... harder than Econ 101/102. This class moves SO quickly and the exams are impossible to finish in time. I do not recommend this class.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2019-05-04 19:50:32 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"2ab201bb54a48d81149ffee3\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNzY5OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"ad63e9783ec85b184c65e247\",\"e80c2395ab4da7da65d6abb9\",\"2ab201bb54a48d81149ffee3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Heavy workload with many small assignments and exams that are too long to finish.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Avoid this class! I did fine, but seriously taught myself the majority of the material on my own. Prof is boring and just not good at teaching. I left most lectures confused. Her test grading is very lenient which is nice, but that was about the only good thing about the course.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-18 04:38:43 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"def8557ea7e25e6e66389c49\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDc2NDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"- She was my only teachers that didn't let me make up work or extra credit\\n- Used reasons like how I would address her in emails to not give me a certain final grade\\n- She always thinks she's right & won't listen to you.\\n- She said I could get a C if I got a certain score on my final & I got that score she didn't give it to me\\n- Not flexible at all\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2024-12-19 20:22:34 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"66754a12459af9c24bffb66e\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMzg1NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"def8557ea7e25e6e66389c49\",\"ad63e9783ec85b184c65e247\",\"66754a12459af9c24bffb66e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"One student noted lenient grading, but others complained about exam difficulty and instructor inflexibility on make-ups.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Avoid this class! I did fine, but seriously taught myself the majority of the material on my own. Prof is boring and just not good at teaching. I left most lectures confused. Her test grading is very lenient which is nice, but that was about the only good thing about the course.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-18 04:38:43 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"def8557ea7e25e6e66389c49\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDc2NDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Do not take this class. She is horrible at teaching.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2019-05-04 19:51:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8f5a2d584803381ad0bc8671\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNzY5OTg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"If I would have read the reviews on here first, I would not have taken this course. I can't believe this class happened to me... harder than Econ 101/102. This class moves SO quickly and the exams are impossible to finish in time. I do not recommend this class.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2019-05-04 19:50:32 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"2ab201bb54a48d81149ffee3\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNzY5OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. 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You have to read the book to understand the class. She blames the low exam averages (64) on students not going to office hours even though she only holds office hours once a week for one hour in the middle of the day - not that she would be able to explain things anyways.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-05-03 16:27:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0f02e838225bf8158133d0a9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5OTc2NjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"She is a very fast/nervous lecturer and does not communicate the material well at all. Nearly everyone in my class leaves with a befuddled look on their face, just like me! Also I took an 8am class with her, showed up at 8:04 one day (no exageration) and was marked absent. 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Her syllabus was outdated and the TA listed was the TA for the class last year and isn't the current one. The current TA's email was not listed anywhere on her page. Go to class or you'll never hear from this woman.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2023-03-21 00:32:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"881bb24bb7f1b01a008401bf\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3NTIyMTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"She flies through her slides and doesn't explain anything clearly. You have to read the book to understand the class. She blames the low exam averages (64) on students not going to office hours even though she only holds office hours once a week for one hour in the middle of the day - not that she would be able to explain things anyways.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-05-03 16:27:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0f02e838225bf8158133d0a9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5OTc2NjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"881bb24bb7f1b01a008401bf\",\"ad63e9783ec85b184c65e247\",\"0f02e838225bf8158133d0a9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Outdated syllabus, confusing online system, and poor communication about TAs and office hours.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"I do not recommend Lydia as a teacher. She reads off the slides word for word which leaves me with unanswered questions a lot of times. On top of that she goes through her slides very quickly. The exams are very long. I did not finish one of them within the class period. Overall would take different teacher if possible.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-21 07:18:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e80c2395ab4da7da65d6abb9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMTI3MjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"If I would have read the reviews on here first, I would not have taken this course. I can't believe this class happened to me... harder than Econ 101/102. This class moves SO quickly and the exams are impossible to finish in time. I do not recommend this class.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2019-05-04 19:50:32 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"2ab201bb54a48d81149ffee3\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNzY5OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"ad63e9783ec85b184c65e247\",\"e80c2395ab4da7da65d6abb9\",\"2ab201bb54a48d81149ffee3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Heavy workload with many small assignments and exams that are too long to finish.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Avoid this class! I did fine, but seriously taught myself the majority of the material on my own. Prof is boring and just not good at teaching. I left most lectures confused. Her test grading is very lenient which is nice, but that was about the only good thing about the course.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-18 04:38:43 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"def8557ea7e25e6e66389c49\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDc2NDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"- She was my only teachers that didn't let me make up work or extra credit\\n- Used reasons like how I would address her in emails to not give me a certain final grade\\n- She always thinks she's right & won't listen to you.\\n- She said I could get a C if I got a certain score on my final & I got that score she didn't give it to me\\n- Not flexible at all\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2024-12-19 20:22:34 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"66754a12459af9c24bffb66e\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMzg1NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"def8557ea7e25e6e66389c49\",\"ad63e9783ec85b184c65e247\",\"66754a12459af9c24bffb66e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"One student noted lenient grading, but others complained about exam difficulty and instructor inflexibility on make-ups.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Avoid this class! I did fine, but seriously taught myself the majority of the material on my own. Prof is boring and just not good at teaching. I left most lectures confused. Her test grading is very lenient which is nice, but that was about the only good thing about the course.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-18 04:38:43 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"def8557ea7e25e6e66389c49\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDc2NDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Do not take this class. She is horrible at teaching.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2019-05-04 19:51:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8f5a2d584803381ad0bc8671\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNzY5OTg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"If I would have read the reviews on here first, I would not have taken this course. I can't believe this class happened to me... harder than Econ 101/102. This class moves SO quickly and the exams are impossible to finish in time. I do not recommend this class.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2019-05-04 19:50:32 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"2ab201bb54a48d81149ffee3\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNzY5OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":4,\"review_ids\":[\"def8557ea7e25e6e66389c49\",\"8f5a2d584803381ad0bc8671\",\"2ab201bb54a48d81149ffee3\",\"ad63e9783ec85b184c65e247\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Course is widely recommended against due to poor teaching, disorganization, and inflexibility.\"}]}","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_9baa906d03690f429f2f980e","course_id":"CNSRSCI 477","catalog_version_id":"2f319d6a64f95fb5e055e93ecf3038b7d35242098401888e0ef33c516273e2d7","record_version_id":"dd8d1dca9e5484323ba8ee940cd1e7d17a428c7c6358f7d2ce132e3eb2bfa648","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"635982ba190fd5e901121916635d6943daf827085e3cdb179d8d131f19b48092","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"63d373361d8cff9c98b36040ac69f9f6d74dc3e926a2806eb708bd60de105647\",\"course_id\":\"CNSRSCI 477\",\"current_instructors\":[{\"instructor_uid\":\"instructor_ce843a56e6806b7c3150ca52\",\"message\":\"No course-specific reviews available\",\"name\":\"Saksham Singh\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.21 GPA, 57.8% A/AB (n=83 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_af6762af95c3e4a2d642ba4b\",\"message\":\"No course-specific reviews available\",\"name\":\"Sangyu Qian\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.06 GPA, 47.1% A/AB (n=87 letter grades); Fall 2025: 3.18 GPA, 46.4% A/AB (n=97 letter grades); Spring 2026: 3.18 GPA, 44.8% A/AB (n=87 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ANYA SAMAK is recorded teaching in Fall 2012, Spring 2013, Fall 2013, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"FEI MEN is recorded teaching in Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 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477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":102,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"SAKSHAM SINGH is recorded teaching in Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_9baa906d03690f429f2f980e","course_id":"CNSRSCI 477","catalog_version_id":"2f319d6a64f95fb5e055e93ecf3038b7d35242098401888e0ef33c516273e2d7","record_version_id":"dd8d1dca9e5484323ba8ee940cd1e7d17a428c7c6358f7d2ce132e3eb2bfa648","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"c7dca7e9838312e52c2639b3c62bc0099720b614b6b08b19a968b36f55755019","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"ECON 101,111, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 101\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":111,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 101,111\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[\"Reference 'graduate/professional standing' is a condition leaf requiring review for canonical identity.\"],\"root\":\"n0\",\"status\":\"parsed\"}","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_9baa906d03690f429f2f980e","course_id":"CNSRSCI 477","catalog_version_id":"2f319d6a64f95fb5e055e93ecf3038b7d35242098401888e0ef33c516273e2d7","record_version_id":"dd8d1dca9e5484323ba8ee940cd1e7d17a428c7c6358f7d2ce132e3eb2bfa648","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"c7dca7e9838312e52c2639b3c62bc0099720b614b6b08b19a968b36f55755019","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECON 101\",\"field\":\"description\",\"quote\":\"Economic problems of individuals, firms and industries with emphasis on value, price, and distribution of income.\"},{\"course_id\":\"ECON 111\",\"field\":\"description\",\"quote\":\"Integrated treatment of macroeconomics and microeconomics\"}],\"text\":\"Foundational microeconomic principles or integrated macro/micro economics.\"}],\"search_phrases\":[\"consumer behavior analysis\",\"market structure economics\",\"government policy impact consumer\",\"CNSRSCI 477 consumer market\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"CNSRSCI 477\",\"field\":\"description\",\"quote\":\"Analysis of the consumer's market, consumer's behavior, and government policies affecting the consumer in the American economy.\"}],\"text\":\"Analyzes consumer markets, behavior, and government policy impacts within the American economy.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 477\",\"field\":\"description\",\"quote\":\"consumer's market, consumer's behavior, and government policies\"}],\"text\":\"Consumer markets and behavior\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 477\",\"field\":\"description\",\"quote\":\"government policies affecting the consumer in the American economy\"}],\"text\":\"Government policy impacts on consumers\"}]}","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_9baa906d03690f429f2f980e","course_id":"CNSRSCI 477","catalog_version_id":"2f319d6a64f95fb5e055e93ecf3038b7d35242098401888e0ef33c516273e2d7","record_version_id":"dd8d1dca9e5484323ba8ee940cd1e7d17a428c7c6358f7d2ce132e3eb2bfa648","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"c7dca7e9838312e52c2639b3c62bc0099720b614b6b08b19a968b36f55755019","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"She flies through her slides and doesn't explain anything clearly. You have to read the book to understand the class. She blames the low exam averages (64) on students not going to office hours even though she only holds office hours once a week for one hour in the middle of the day - not that she would be able to explain things anyways.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-05-03 16:27:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0f02e838225bf8158133d0a9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5OTc2NjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"She is a very fast/nervous lecturer and does not communicate the material well at all. Nearly everyone in my class leaves with a befuddled look on their face, just like me! Also I took an 8am class with her, showed up at 8:04 one day (no exageration) and was marked absent. Avoid her if possible.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-09-27 20:17:40 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4a344d343a1dbcdeffc77e39\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTI4MTEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"I do not recommend Lydia as a teacher. She reads off the slides word for word which leaves me with unanswered questions a lot of times. On top of that she goes through her slides very quickly. The exams are very long. I did not finish one of them within the class period. Overall would take different teacher if possible.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-21 07:18:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e80c2395ab4da7da65d6abb9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMTI3MjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"0f02e838225bf8158133d0a9\",\"4a344d343a1dbcdeffc77e39\",\"e80c2395ab4da7da65d6abb9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Instructor reads from slides, moves too fast, and fails to explain concepts clearly.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"She will not respond to any emails or posted canvas questions. Her syllabus was outdated and the TA listed was the TA for the class last year and isn't the current one. The current TA's email was not listed anywhere on her page. Go to class or you'll never hear from this woman.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2023-03-21 00:32:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"881bb24bb7f1b01a008401bf\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3NTIyMTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"She flies through her slides and doesn't explain anything clearly. You have to read the book to understand the class. She blames the low exam averages (64) on students not going to office hours even though she only holds office hours once a week for one hour in the middle of the day - not that she would be able to explain things anyways.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-05-03 16:27:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0f02e838225bf8158133d0a9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5OTc2NjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"881bb24bb7f1b01a008401bf\",\"ad63e9783ec85b184c65e247\",\"0f02e838225bf8158133d0a9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Outdated syllabus, confusing online system, and poor communication about TAs and office hours.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"I do not recommend Lydia as a teacher. She reads off the slides word for word which leaves me with unanswered questions a lot of times. On top of that she goes through her slides very quickly. The exams are very long. I did not finish one of them within the class period. Overall would take different teacher if possible.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-21 07:18:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e80c2395ab4da7da65d6abb9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMTI3MjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"If I would have read the reviews on here first, I would not have taken this course. I can't believe this class happened to me... harder than Econ 101/102. This class moves SO quickly and the exams are impossible to finish in time. I do not recommend this class.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2019-05-04 19:50:32 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"2ab201bb54a48d81149ffee3\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNzY5OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"ad63e9783ec85b184c65e247\",\"e80c2395ab4da7da65d6abb9\",\"2ab201bb54a48d81149ffee3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Heavy workload with many small assignments and exams that are too long to finish.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Avoid this class! I did fine, but seriously taught myself the majority of the material on my own. Prof is boring and just not good at teaching. I left most lectures confused. Her test grading is very lenient which is nice, but that was about the only good thing about the course.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-18 04:38:43 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"def8557ea7e25e6e66389c49\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDc2NDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"- She was my only teachers that didn't let me make up work or extra credit\\n- Used reasons like how I would address her in emails to not give me a certain final grade\\n- She always thinks she's right & won't listen to you.\\n- She said I could get a C if I got a certain score on my final & I got that score she didn't give it to me\\n- Not flexible at all\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2024-12-19 20:22:34 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"66754a12459af9c24bffb66e\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMzg1NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"def8557ea7e25e6e66389c49\",\"ad63e9783ec85b184c65e247\",\"66754a12459af9c24bffb66e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"One student noted lenient grading, but others complained about exam difficulty and instructor inflexibility on make-ups.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Avoid this class! I did fine, but seriously taught myself the majority of the material on my own. Prof is boring and just not good at teaching. I left most lectures confused. Her test grading is very lenient which is nice, but that was about the only good thing about the course.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-18 04:38:43 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"def8557ea7e25e6e66389c49\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDc2NDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Do not take this class. She is horrible at teaching.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2019-05-04 19:51:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8f5a2d584803381ad0bc8671\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNzY5OTg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"If I would have read the reviews on here first, I would not have taken this course. I can't believe this class happened to me... harder than Econ 101/102. This class moves SO quickly and the exams are impossible to finish in time. I do not recommend this class.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2019-05-04 19:50:32 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"2ab201bb54a48d81149ffee3\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNzY5OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":4,\"review_ids\":[\"def8557ea7e25e6e66389c49\",\"8f5a2d584803381ad0bc8671\",\"2ab201bb54a48d81149ffee3\",\"ad63e9783ec85b184c65e247\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Course is widely recommended against due to poor teaching, disorganization, and inflexibility.\"}]}","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_9baa906d03690f429f2f980e","course_id":"CNSRSCI 477","catalog_version_id":"2f319d6a64f95fb5e055e93ecf3038b7d35242098401888e0ef33c516273e2d7","record_version_id":"dd8d1dca9e5484323ba8ee940cd1e7d17a428c7c6358f7d2ce132e3eb2bfa648","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"c7dca7e9838312e52c2639b3c62bc0099720b614b6b08b19a968b36f55755019","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"63d373361d8cff9c98b36040ac69f9f6d74dc3e926a2806eb708bd60de105647\",\"course_id\":\"CNSRSCI 477\",\"current_instructors\":[{\"instructor_uid\":\"instructor_ce843a56e6806b7c3150ca52\",\"message\":\"No course-specific reviews available\",\"name\":\"Saksham Singh\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.21 GPA, 57.8% A/AB (n=83 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_af6762af95c3e4a2d642ba4b\",\"message\":\"No course-specific reviews available\",\"name\":\"Sangyu Qian\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2018-12-21 07:18:37 +0000 UTC\",\"review_id\":\"e80c2395ab4da7da65d6abb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTMxMTI3MjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2019-05-04 19:50:32 +0000 UTC\",\"review_id\":\"2ab201bb54a48d81149ffee3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTMxNzY5OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2025-05-08 03:13:52 +0000 UTC\",\"review_id\":\"ad63e9783ec85b184c65e247\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"}],\"text\":\"Historical reviews of Lydia Ashton: Reviewers describe the workload as heavy, with exams that are too long to finish in time and numerous small assignments.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Anya Samak\",\"review_date\":\"2013-05-13 10:55:36 +0000 UTC\",\"review_id\":\"a5442cb578902ace18d5b2e1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1787522\",\"source_review_id\":\"UmF0aW5nLTIxNzQ1NjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1787522\",\"type\":\"review\"},{\"instructor_name\":\"Fei Men\",\"review_date\":\"2016-03-16 02:03:49 +0000 UTC\",\"review_id\":\"7e3d7798e240c971c7c09568\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2117915\",\"source_review_id\":\"UmF0aW5nLTI2MTQ4MjU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2117915\",\"type\":\"review\"}],\"text\":\"Anya Samak reads from slides and offers random participation tasks, while Fei Men is described as a great teacher. These historical reviews suggest varied experiences with past instructors.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Anya Samak\",\"review_date\":\"2013-05-13 10:55:36 +0000 UTC\",\"review_id\":\"a5442cb578902ace18d5b2e1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1787522\",\"source_review_id\":\"UmF0aW5nLTIxNzQ1NjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1787522\",\"type\":\"review\"},{\"instructor_name\":\"Fei Men\",\"review_date\":\"2016-03-16 02:03:49 +0000 UTC\",\"review_id\":\"7e3d7798e240c971c7c09568\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2117915\",\"source_review_id\":\"UmF0aW5nLTI2MTQ4MjU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2117915\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2018-05-03 16:27:23 +0000 UTC\",\"review_id\":\"0f02e838225bf8158133d0a9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTI5OTc2NjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2018-09-27 20:17:40 +0000 UTC\",\"review_id\":\"4a344d343a1dbcdeffc77e39\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTMwNTI4MTEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2018-11-05 18:46:42 +0000 UTC\",\"review_id\":\"19c59296b40de9ee52faefe0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTMwNjYzMDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2018-12-18 04:38:43 +0000 UTC\",\"review_id\":\"def8557ea7e25e6e66389c49\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTMxMDc2NDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2018-12-21 07:18:37 +0000 UTC\",\"review_id\":\"e80c2395ab4da7da65d6abb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTMxMTI3MjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2019-05-04 19:50:32 +0000 UTC\",\"review_id\":\"2ab201bb54a48d81149ffee3\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTMxNzY5OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2019-05-04 19:51:31 +0000 UTC\",\"review_id\":\"8f5a2d584803381ad0bc8671\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTMxNzY5OTg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2023-03-21 00:32:27 +0000 UTC\",\"review_id\":\"881bb24bb7f1b01a008401bf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTM3NTIyMTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"}],\"text\":\"Reviewers describe historical instructor Lydia Ashton as confusing and inflexible, while earlier instructors Anya Samak and Fei Men received positive feedback for their teaching.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.06 GPA, 47.1% A/AB (n=87 letter grades); Fall 2025: 3.18 GPA, 46.4% A/AB (n=97 letter grades); Spring 2026: 3.18 GPA, 44.8% A/AB (n=87 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2018-05-03 16:27:23 +0000 UTC\",\"review_id\":\"0f02e838225bf8158133d0a9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTI5OTc2NjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2018-09-27 20:17:40 +0000 UTC\",\"review_id\":\"4a344d343a1dbcdeffc77e39\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTMwNTI4MTEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2018-11-05 18:46:42 +0000 UTC\",\"review_id\":\"19c59296b40de9ee52faefe0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTMwNjYzMDgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"},{\"instructor_name\":\"Lydia Ashton\",\"review_date\":\"2023-03-21 00:32:27 +0000 UTC\",\"review_id\":\"881bb24bb7f1b01a008401bf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2344040\",\"source_review_id\":\"UmF0aW5nLTM3NTIyMTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\",\"type\":\"review\"}],\"text\":\"Historical reviews of Lydia Ashton: Students found lectures fast-paced and unclear, requiring significant independent study or TA support. Communication issues, such as unresponsive emails and outdated syllabi, further frustrated learners.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ANYA SAMAK is recorded teaching in Fall 2012, Spring 2013, Fall 2013, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"FEI MEN is recorded teaching in Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"SAKSHAM SINGH is recorded teaching in Fall 2022. 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},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_9baa906d03690f429f2f980e","course_id":"CNSRSCI 477","catalog_version_id":"2f319d6a64f95fb5e055e93ecf3038b7d35242098401888e0ef33c516273e2d7","record_version_id":"dd8d1dca9e5484323ba8ee940cd1e7d17a428c7c6358f7d2ce132e3eb2bfa648","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d665cf8356346247d9e4912e2ce01f405c790a76ebdf6cd93f478d3f54616ced","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"ECON 101,111, or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":101,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 101\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":111,\"minimum_grade\":null,\"subjects\":[\"ECON\"],\"timing\":\"prior\"},\"evidence\":\"ECON 101,111\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"}],\"notes\":[\"Reference 'graduate/professional standing' is a condition leaf requiring review for canonical identity.\"],\"root\":\"n0\",\"status\":\"parsed\"}","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_9baa906d03690f429f2f980e","course_id":"CNSRSCI 477","catalog_version_id":"2f319d6a64f95fb5e055e93ecf3038b7d35242098401888e0ef33c516273e2d7","record_version_id":"dd8d1dca9e5484323ba8ee940cd1e7d17a428c7c6358f7d2ce132e3eb2bfa648","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d665cf8356346247d9e4912e2ce01f405c790a76ebdf6cd93f478d3f54616ced","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECON 101\",\"field\":\"description\",\"quote\":\"Economic problems of individuals, firms and industries with emphasis on value, price, and distribution of income.\"},{\"course_id\":\"ECON 111\",\"field\":\"description\",\"quote\":\"Integrated treatment of macroeconomics and microeconomics\"}],\"text\":\"Foundational microeconomic principles or integrated macro/micro economics.\"}],\"search_phrases\":[\"consumer behavior analysis\",\"market structure economics\",\"government policy impact consumer\",\"CNSRSCI 477 consumer market\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"CNSRSCI 477\",\"field\":\"description\",\"quote\":\"Analysis of the consumer's market, consumer's behavior, and government policies affecting the consumer in the American economy.\"}],\"text\":\"Analyzes consumer markets, behavior, and government policy impacts within the American economy.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 477\",\"field\":\"description\",\"quote\":\"consumer's market, consumer's behavior, and government policies\"}],\"text\":\"Consumer markets and behavior\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 477\",\"field\":\"description\",\"quote\":\"government policies affecting the consumer in the American economy\"}],\"text\":\"Government policy impacts on consumers\"}]}","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_9baa906d03690f429f2f980e","course_id":"CNSRSCI 477","catalog_version_id":"2f319d6a64f95fb5e055e93ecf3038b7d35242098401888e0ef33c516273e2d7","record_version_id":"dd8d1dca9e5484323ba8ee940cd1e7d17a428c7c6358f7d2ce132e3eb2bfa648","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d665cf8356346247d9e4912e2ce01f405c790a76ebdf6cd93f478d3f54616ced","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"She flies through her slides and doesn't explain anything clearly. You have to read the book to understand the class. She blames the low exam averages (64) on students not going to office hours even though she only holds office hours once a week for one hour in the middle of the day - not that she would be able to explain things anyways.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-05-03 16:27:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0f02e838225bf8158133d0a9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5OTc2NjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"She is a very fast/nervous lecturer and does not communicate the material well at all. Nearly everyone in my class leaves with a befuddled look on their face, just like me! Also I took an 8am class with her, showed up at 8:04 one day (no exageration) and was marked absent. Avoid her if possible.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-09-27 20:17:40 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"4a344d343a1dbcdeffc77e39\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTI4MTEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"I do not recommend Lydia as a teacher. She reads off the slides word for word which leaves me with unanswered questions a lot of times. On top of that she goes through her slides very quickly. The exams are very long. I did not finish one of them within the class period. Overall would take different teacher if possible.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-21 07:18:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e80c2395ab4da7da65d6abb9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMTI3MjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"0f02e838225bf8158133d0a9\",\"4a344d343a1dbcdeffc77e39\",\"e80c2395ab4da7da65d6abb9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Instructor reads from slides, moves too fast, and fails to explain concepts clearly.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"She will not respond to any emails or posted canvas questions. Her syllabus was outdated and the TA listed was the TA for the class last year and isn't the current one. The current TA's email was not listed anywhere on her page. Go to class or you'll never hear from this woman.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2023-03-21 00:32:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"881bb24bb7f1b01a008401bf\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM3NTIyMTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"She flies through her slides and doesn't explain anything clearly. You have to read the book to understand the class. She blames the low exam averages (64) on students not going to office hours even though she only holds office hours once a week for one hour in the middle of the day - not that she would be able to explain things anyways.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-05-03 16:27:23 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"0f02e838225bf8158133d0a9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5OTc2NjQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"881bb24bb7f1b01a008401bf\",\"ad63e9783ec85b184c65e247\",\"0f02e838225bf8158133d0a9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Outdated syllabus, confusing online system, and poor communication about TAs and office hours.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"I do not recommend Lydia as a teacher. She reads off the slides word for word which leaves me with unanswered questions a lot of times. On top of that she goes through her slides very quickly. The exams are very long. I did not finish one of them within the class period. Overall would take different teacher if possible.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-21 07:18:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e80c2395ab4da7da65d6abb9\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMTI3MjU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"If I would have read the reviews on here first, I would not have taken this course. I can't believe this class happened to me... harder than Econ 101/102. This class moves SO quickly and the exams are impossible to finish in time. I do not recommend this class.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2019-05-04 19:50:32 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"2ab201bb54a48d81149ffee3\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNzY5OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"ad63e9783ec85b184c65e247\",\"e80c2395ab4da7da65d6abb9\",\"2ab201bb54a48d81149ffee3\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Heavy workload with many small assignments and exams that are too long to finish.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Avoid this class! I did fine, but seriously taught myself the majority of the material on my own. Prof is boring and just not good at teaching. I left most lectures confused. Her test grading is very lenient which is nice, but that was about the only good thing about the course.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-18 04:38:43 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"def8557ea7e25e6e66389c49\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDc2NDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"- She was my only teachers that didn't let me make up work or extra credit\\n- Used reasons like how I would address her in emails to not give me a certain final grade\\n- She always thinks she's right & won't listen to you.\\n- She said I could get a C if I got a certain score on my final & I got that score she didn't give it to me\\n- Not flexible at all\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2024-12-19 20:22:34 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"66754a12459af9c24bffb66e\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMzg1NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":3,\"review_ids\":[\"def8557ea7e25e6e66389c49\",\"ad63e9783ec85b184c65e247\",\"66754a12459af9c24bffb66e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"One student noted lenient grading, but others complained about exam difficulty and instructor inflexibility on make-ups.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Avoid this class! I did fine, but seriously taught myself the majority of the material on my own. Prof is boring and just not good at teaching. I left most lectures confused. Her test grading is very lenient which is nice, but that was about the only good thing about the course.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2018-12-18 04:38:43 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"def8557ea7e25e6e66389c49\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxMDc2NDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Do not take this class. She is horrible at teaching.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2019-05-04 19:51:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8f5a2d584803381ad0bc8671\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNzY5OTg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"If I would have read the reviews on here first, I would not have taken this course. I can't believe this class happened to me... harder than Econ 101/102. This class moves SO quickly and the exams are impossible to finish in time. I do not recommend this class.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2019-05-04 19:50:32 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"2ab201bb54a48d81149ffee3\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMxNzY5OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"},{\"comment\":\"Her online course system was confusing, too many little assignments here and there to keep up with per week, and a random group project. For a 3-credit? This's doing too much. She would not let you make up anything you missed, not even under serious circumstances. Very heartless professor. Would not recommend taking any course with her.\",\"course_id\":\"CNSRSCI 477\",\"date\":\"2025-05-08 03:13:52 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"ad63e9783ec85b184c65e247\",\"instructor_id\":\"rmp:2344040\",\"instructor_name\":\"Lydia Ashton\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjA2MDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2344040\"}],\"evidence_count\":4,\"review_ids\":[\"def8557ea7e25e6e66389c49\",\"8f5a2d584803381ad0bc8671\",\"2ab201bb54a48d81149ffee3\",\"ad63e9783ec85b184c65e247\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2344040\",\"name\":\"Lydia Ashton\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"summary\":\"Course is widely recommended against due to poor teaching, disorganization, and inflexibility.\"}]}","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_9baa906d03690f429f2f980e","course_id":"CNSRSCI 477","catalog_version_id":"2f319d6a64f95fb5e055e93ecf3038b7d35242098401888e0ef33c516273e2d7","record_version_id":"dd8d1dca9e5484323ba8ee940cd1e7d17a428c7c6358f7d2ce132e3eb2bfa648","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"d665cf8356346247d9e4912e2ce01f405c790a76ebdf6cd93f478d3f54616ced","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"63d373361d8cff9c98b36040ac69f9f6d74dc3e926a2806eb708bd60de105647\",\"course_id\":\"CNSRSCI 477\",\"current_instructors\":[{\"instructor_uid\":\"instructor_ce843a56e6806b7c3150ca52\",\"message\":\"No course-specific reviews available\",\"name\":\"Saksham Singh\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.21 GPA, 57.8% A/AB (n=83 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_af6762af95c3e4a2d642ba4b\",\"message\":\"No course-specific reviews available\",\"name\":\"Sangyu Qian\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Anya Samak\",\"review_date\":\"2013-05-13 10:55:36 +0000 UTC\",\"review_id\":\"a5442cb578902ace18d5b2e1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1787522\",\"source_review_id\":\"UmF0aW5nLTIxNzQ1NjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1787522\",\"type\":\"review\"},{\"instructor_name\":\"Fei Men\",\"review_date\":\"2016-03-16 02:03:49 +0000 UTC\",\"review_id\":\"7e3d7798e240c971c7c09568\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2117915\",\"source_review_id\":\"UmF0aW5nLTI2MTQ4MjU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2117915\",\"type\":\"review\"}],\"text\":\"Anya Samak reads from slides and offers random participation tasks, while Fei Men is described as a great teacher. These historical reviews suggest varied experiences with past instructors.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.06 GPA, 47.1% A/AB (n=87 letter grades); Fall 2025: 3.18 GPA, 46.4% A/AB (n=97 letter grades); Spring 2026: 3.18 GPA, 44.8% A/AB (n=87 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"ANYA SAMAK is recorded teaching in Fall 2012, Spring 2013, Fall 2013, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"FEI MEN is recorded teaching in Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 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477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":102,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"LYDIA ASHTON is recorded teaching in Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2020, Spring 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"source_record\":{\"entity_id\":\"deb4294a-17db-3cf9-8c8d-31c43db15ac8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"SAKSHAM SINGH is recorded teaching in Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]