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She's more than willing to further explain concepts, and does seem genuinely interested in the topic. Understands the woman in stem struggle. Near the end of the semester attendance dropped & she got v passive-aggressive about it and many lectures were cut short, but that is my only complaint.\",\"course_id\":\"ISYE 210\",\"date\":\"2022-05-22 16:59:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0ab0c2a1b15ad0ecba3cc912\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM2MzkwMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Nice professor but can be very passive aggressive at times. Attendance is mandatory for discussion but not for lecture. Weekly homework assignments worth 15 points. Fair grading in regards to projects, homework, and exams. Would take again. Does not require you to buy a text book which is nice.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-03-07 01:32:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e174578b63402fb73a15a3c1\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5MDMwNjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Silber was one of the best professors that I have had at this university. Her exam content is STRICTLY things you have actually learned and gone over, so you know exactly how to prepare. \\n\\nHer exams are not weighted heavily, but other work is, showing she cares more about you putting in effort to learn than if you mess up a question on the exam. \",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-02 19:12:12 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ef8fdb57ff4737f347273740\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":3,\"review_ids\":[\"0ab0c2a1b15ad0ecba3cc912\",\"e174578b63402fb73a15a3c1\",\"ef8fdb57ff4737f347273740\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2522752\",\"summary\":\"Hannah Silber is praised for being helpful, accommodating, and willing to further explain concepts.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"If you took AP Stats the class is easy and treated as an intro course. She explained topics well and had sufficient review. The group project is quite a bit of work, so stay on top of it. Homework was 45% of your grade, so doing well on the assignments made the tests less stressful. She answered questions online quickly and was fair with grading.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-12-29 06:13:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"34ff64b07ed494e2fb73398b\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Great professor and very caring towards students. Lectures were clear and lecture slides available outside of class. Coursework was manageable with hw being weekly canvas quizzes that covered the current week's material. 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She wants to see her students succeed and all her assignments and exams are very fair. If you put the effort in it isn't too hard to do well.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-04-29 21:50:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2fd4d2d104d06c3a78fff570\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NzYxOTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Super fair grader. Exams were based off stuff she would purposely review in class. Very helpful and understanding.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-09-05 18:11:42 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9019479cfc9ef9acacda8e3c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NzI2MzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Silber was one of the best professors that I have had at this university. Her exam content is STRICTLY things you have actually learned and gone over, so you know exactly how to prepare. \\n\\nHer exams are not weighted heavily, but other work is, showing she cares more about you putting in effort to learn than if you mess up a question on the exam. \",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-02 19:12:12 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ef8fdb57ff4737f347273740\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":3,\"review_ids\":[\"2fd4d2d104d06c3a78fff570\",\"9019479cfc9ef9acacda8e3c\",\"ef8fdb57ff4737f347273740\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"subject_instructor_id\":null,\"summary\":\"Cited reviews describe grading as fair, with exams based on reviewed material and assignments weighted to encourage effort.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"If you took AP Stats the class is easy and treated as an intro course. She explained topics well and had sufficient review. The group project is quite a bit of work, so stay on top of it. Homework was 45% of your grade, so doing well on the assignments made the tests less stressful. She answered questions online quickly and was fair with grading.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-12-29 06:13:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"34ff64b07ed494e2fb73398b\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Great professor and very caring towards students. Lectures were clear and lecture slides available outside of class. Coursework was manageable with hw being weekly canvas quizzes that covered the current week's material. Group project can be tedious, but all the criteria is very clear, and she was always willing to answer questions after lectures.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-01-01 22:32:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7162cb5f77b72d1943f5992c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"}],\"evidence_count\":2,\"review_ids\":[\"34ff64b07ed494e2fb73398b\",\"7162cb5f77b72d1943f5992c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":null,\"summary\":\"Group projects are described as requiring significant work or being tedious, though criteria are noted as clear.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"She was generous with grading and extra credit work. Am giving 3 stars mainly bc lectures weren't very helpful.I felt that she went quickly on things that were more relevant to the homework and exams and slowly on the parts that weren't.For attendance, lectures weren't mandatory; but only 1 absence for discussions even with a doctors note was rough\",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-11 03:26:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"06f2e60ee677605d65c30eda\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjQxNjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":1,\"review_ids\":[\"06f2e60ee677605d65c30eda\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2522752\",\"summary\":\"One reviewer notes Hannah Silber was generous with grading but felt lectures were not very helpful due to pacing issues.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_75474c11dc2b9f0b6f591be5","course_id":"ISYE 210","catalog_version_id":"344e5af8022369b68509ac0e1409ea8305081581344251ad7f2d87a3e7bdc08d","record_version_id":"746a300310db3959cbaadd5c035456d8b9579bf17ce49d31bca8cf8cfa89e553","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"816850edacd6b0811280c16b784fb14322d5e704b7ae29868f9ad817e3df2c82","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"3cac423d8b553cb0293e0419d9a968b4dd251a7d0f6cb7353f6560ad616a42ae\",\"course_id\":\"ISYE 210\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2023-12-29 06:13:09 +0000 UTC\",\"review_id\":\"34ff64b07ed494e2fb73398b\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2024-01-01 22:32:18 +0000 UTC\",\"review_id\":\"7162cb5f77b72d1943f5992c\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2024-03-07 01:32:10 +0000 UTC\",\"review_id\":\"e174578b63402fb73a15a3c1\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM5MDMwNjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Weekly homework assignments and quizzes formed a substantial part of the workload, often covering current material. 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Her exam content is STRICTLY things you have actually learned and gone over, so you know exactly how to prepare. \\n\\nHer exams are not weighted heavily, but other work is, showing she cares more about you putting in effort to learn than if you mess up a question on the exam. \",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-02 19:12:12 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ef8fdb57ff4737f347273740\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":7,\"review_ids\":[\"0ab0c2a1b15ad0ecba3cc912\",\"2fd4d2d104d06c3a78fff570\",\"34ff64b07ed494e2fb73398b\",\"7162cb5f77b72d1943f5992c\",\"e174578b63402fb73a15a3c1\",\"9019479cfc9ef9acacda8e3c\",\"ef8fdb57ff4737f347273740\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Professors are described as helpful, understanding, and clear in their explanations. Exams are based on covered material.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"If you took AP Stats the class is easy and treated as an intro course. She explained topics well and had sufficient review. The group project is quite a bit of work, so stay on top of it. Homework was 45% of your grade, so doing well on the assignments made the tests less stressful. She answered questions online quickly and was fair with grading.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-12-29 06:13:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"34ff64b07ed494e2fb73398b\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Great professor and very caring towards students. Lectures were clear and lecture slides available outside of class. Coursework was manageable with hw being weekly canvas quizzes that covered the current week's material. Group project can be tedious, but all the criteria is very clear, and she was always willing to answer questions after lectures.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-01-01 22:32:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7162cb5f77b72d1943f5992c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Nice professor but can be very passive aggressive at times. Attendance is mandatory for discussion but not for lecture. Weekly homework assignments worth 15 points. Fair grading in regards to projects, homework, and exams. Would take again. Does not require you to buy a text book which is nice.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-03-07 01:32:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e174578b63402fb73a15a3c1\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5MDMwNjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Silber was one of the best professors that I have had at this university. Her exam content is STRICTLY things you have actually learned and gone over, so you know exactly how to prepare. \\n\\nHer exams are not weighted heavily, but other work is, showing she cares more about you putting in effort to learn than if you mess up a question on the exam. \",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-02 19:12:12 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ef8fdb57ff4737f347273740\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"She was generous with grading and extra credit work. 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Coursework was manageable with hw being weekly canvas quizzes that covered the current week's material. Group project can be tedious, but all the criteria is very clear, and she was always willing to answer questions after lectures.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-01-01 22:32:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7162cb5f77b72d1943f5992c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Nice professor but can be very passive aggressive at times. Attendance is mandatory for discussion but not for lecture. Weekly homework assignments worth 15 points. Fair grading in regards to projects, homework, and exams. Would take again. 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She's more than willing to further explain concepts, and does seem genuinely interested in the topic. Understands the woman in stem struggle. Near the end of the semester attendance dropped & she got v passive-aggressive about it and many lectures were cut short, but that is my only complaint.\",\"course_id\":\"ISYE 210\",\"date\":\"2022-05-22 16:59:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0ab0c2a1b15ad0ecba3cc912\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM2MzkwMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Nice professor but can be very passive aggressive at times. Attendance is mandatory for discussion but not for lecture. Weekly homework assignments worth 15 points. Fair grading in regards to projects, homework, and exams. Would take again. 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Her exam content is STRICTLY things you have actually learned and gone over, so you know exactly how to prepare. \\n\\nHer exams are not weighted heavily, but other work is, showing she cares more about you putting in effort to learn than if you mess up a question on the exam. \",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-02 19:12:12 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ef8fdb57ff4737f347273740\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":3,\"review_ids\":[\"0ab0c2a1b15ad0ecba3cc912\",\"e174578b63402fb73a15a3c1\",\"ef8fdb57ff4737f347273740\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2522752\",\"summary\":\"Hannah Silber is praised for being helpful, accommodating, and willing to further explain concepts.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"If you took AP Stats the class is easy and treated as an intro course. She explained topics well and had sufficient review. The group project is quite a bit of work, so stay on top of it. Homework was 45% of your grade, so doing well on the assignments made the tests less stressful. She answered questions online quickly and was fair with grading.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-12-29 06:13:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"34ff64b07ed494e2fb73398b\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Great professor and very caring towards students. Lectures were clear and lecture slides available outside of class. Coursework was manageable with hw being weekly canvas quizzes that covered the current week's material. 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She wants to see her students succeed and all her assignments and exams are very fair. If you put the effort in it isn't too hard to do well.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-04-29 21:50:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2fd4d2d104d06c3a78fff570\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NzYxOTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Super fair grader. Exams were based off stuff she would purposely review in class. Very helpful and understanding.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-09-05 18:11:42 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9019479cfc9ef9acacda8e3c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NzI2MzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Silber was one of the best professors that I have had at this university. Her exam content is STRICTLY things you have actually learned and gone over, so you know exactly how to prepare. \\n\\nHer exams are not weighted heavily, but other work is, showing she cares more about you putting in effort to learn than if you mess up a question on the exam. \",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-02 19:12:12 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ef8fdb57ff4737f347273740\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":3,\"review_ids\":[\"2fd4d2d104d06c3a78fff570\",\"9019479cfc9ef9acacda8e3c\",\"ef8fdb57ff4737f347273740\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"subject_instructor_id\":null,\"summary\":\"Cited reviews describe grading as fair, with exams based on reviewed material and assignments weighted to encourage effort.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"If you took AP Stats the class is easy and treated as an intro course. 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She's more than willing to further explain concepts, and does seem genuinely interested in the topic. Understands the woman in stem struggle. Near the end of the semester attendance dropped & she got v passive-aggressive about it and many lectures were cut short, but that is my only complaint.\",\"course_id\":\"ISYE 210\",\"date\":\"2022-05-22 16:59:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0ab0c2a1b15ad0ecba3cc912\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM2MzkwMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Nice professor but can be very passive aggressive at times. Attendance is mandatory for discussion but not for lecture. Weekly homework assignments worth 15 points. Fair grading in regards to projects, homework, and exams. Would take again. Does not require you to buy a text book which is nice.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-03-07 01:32:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e174578b63402fb73a15a3c1\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5MDMwNjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Silber was one of the best professors that I have had at this university. Her exam content is STRICTLY things you have actually learned and gone over, so you know exactly how to prepare. \\n\\nHer exams are not weighted heavily, but other work is, showing she cares more about you putting in effort to learn than if you mess up a question on the exam. \",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-02 19:12:12 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ef8fdb57ff4737f347273740\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":3,\"review_ids\":[\"0ab0c2a1b15ad0ecba3cc912\",\"e174578b63402fb73a15a3c1\",\"ef8fdb57ff4737f347273740\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2522752\",\"summary\":\"Hannah Silber is praised for being helpful, accommodating, and willing to further explain concepts.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"If you took AP Stats the class is easy and treated as an intro course. She explained topics well and had sufficient review. The group project is quite a bit of work, so stay on top of it. Homework was 45% of your grade, so doing well on the assignments made the tests less stressful. She answered questions online quickly and was fair with grading.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-12-29 06:13:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"34ff64b07ed494e2fb73398b\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Great professor and very caring towards students. Lectures were clear and lecture slides available outside of class. Coursework was manageable with hw being weekly canvas quizzes that covered the current week's material. Group project can be tedious, but all the criteria is very clear, and she was always willing to answer questions after lectures.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-01-01 22:32:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7162cb5f77b72d1943f5992c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"}],\"evidence_count\":2,\"review_ids\":[\"34ff64b07ed494e2fb73398b\",\"7162cb5f77b72d1943f5992c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2911189\",\"summary\":\"Amanda Smith is cited for explaining topics well, providing clear lectures, and answering questions after class.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"I had Hannah for two classes this semester and really enjoyed both. She wants to see her students succeed and all her assignments and exams are very fair. If you put the effort in it isn't too hard to do well.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-04-29 21:50:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2fd4d2d104d06c3a78fff570\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NzYxOTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Super fair grader. Exams were based off stuff she would purposely review in class. Very helpful and understanding.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-09-05 18:11:42 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9019479cfc9ef9acacda8e3c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NzI2MzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Silber was one of the best professors that I have had at this university. Her exam content is STRICTLY things you have actually learned and gone over, so you know exactly how to prepare. \\n\\nHer exams are not weighted heavily, but other work is, showing she cares more about you putting in effort to learn than if you mess up a question on the exam. \",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-02 19:12:12 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ef8fdb57ff4737f347273740\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":3,\"review_ids\":[\"2fd4d2d104d06c3a78fff570\",\"9019479cfc9ef9acacda8e3c\",\"ef8fdb57ff4737f347273740\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"subject_instructor_id\":null,\"summary\":\"Cited reviews describe grading as fair, with exams based on reviewed material and assignments weighted to encourage effort.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"If you took AP Stats the class is easy and treated as an intro course. She explained topics well and had sufficient review. The group project is quite a bit of work, so stay on top of it. Homework was 45% of your grade, so doing well on the assignments made the tests less stressful. She answered questions online quickly and was fair with grading.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-12-29 06:13:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"34ff64b07ed494e2fb73398b\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Great professor and very caring towards students. Lectures were clear and lecture slides available outside of class. Coursework was manageable with hw being weekly canvas quizzes that covered the current week's material. Group project can be tedious, but all the criteria is very clear, and she was always willing to answer questions after lectures.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-01-01 22:32:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7162cb5f77b72d1943f5992c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"}],\"evidence_count\":2,\"review_ids\":[\"34ff64b07ed494e2fb73398b\",\"7162cb5f77b72d1943f5992c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":null,\"summary\":\"Group projects are described as requiring significant work or being tedious, though criteria are noted as clear.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"She was generous with grading and extra credit work. Am giving 3 stars mainly bc lectures weren't very helpful.I felt that she went quickly on things that were more relevant to the homework and exams and slowly on the parts that weren't.For attendance, lectures weren't mandatory; but only 1 absence for discussions even with a doctors note was rough\",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-11 03:26:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"06f2e60ee677605d65c30eda\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjQxNjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":1,\"review_ids\":[\"06f2e60ee677605d65c30eda\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2522752\",\"summary\":\"One reviewer notes Hannah Silber was generous with grading but felt lectures were not very helpful due to pacing issues.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_75474c11dc2b9f0b6f591be5","course_id":"ISYE 210","catalog_version_id":"db415875e2625a9100222acc9b77b58dca95c0d0a55be3756f6baa4ba6d7351b","record_version_id":"05e349a60e32764419a1db7822d5b5eff8c4744ae585d0cbfff0270648851fa4","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"c50d6f01c68868526d64a7d16418ca6d0b25c2ed7a8c614014734361a7b2d8c2","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"req_math\",\"req_guest\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 211, 217, or221) or member of Engineering Guest Students\",\"id\":\"req_root\",\"kind\":\"any\"},{\"children\":[\"req_211\",\"req_217\",\"req_221\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 211, 217, or221)\",\"id\":\"req_math\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":211,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 211\",\"id\":\"req_211\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"217\",\"course\":null,\"evidence\":\"217\",\"id\":\"req_217\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":221,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"221\",\"id\":\"req_221\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"req_guest\",\"kind\":\"condition\"}],\"notes\":[\"MATH 217 is listed in requirements but not present in linked_courses. Treated as a condition. Evidence for MATH 221 uses '221' as it appears in the source string.\",\"Source shorthand 217 inherits MATH; its catalog identity requires review.\"],\"root\":\"req_root\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_75474c11dc2b9f0b6f591be5","course_id":"ISYE 210","catalog_version_id":"db415875e2625a9100222acc9b77b58dca95c0d0a55be3756f6baa4ba6d7351b","record_version_id":"05e349a60e32764419a1db7822d5b5eff8c4744ae585d0cbfff0270648851fa4","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"c50d6f01c68868526d64a7d16418ca6d0b25c2ed7a8c614014734361a7b2d8c2","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MATH 211\",\"field\":\"description\",\"quote\":\"Essential concepts of differential and integral calculus\"},{\"course_id\":\"MATH 221\",\"field\":\"description\",\"quote\":\"Introduction to differential and integral calculus and plane analytic geometry\"}],\"text\":\"Calculus (MATH 211, 217, or 221)\"}],\"search_phrases\":[\"industrial statistics\",\"probability distributions\",\"hypothesis testing\",\"design of experiments\",\"regression analysis\",\"Excel data analysis\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Perform hypothesis testing, construct confidence intervals, and understand design of experiments\"}],\"text\":\"Hypothesis testing and confidence intervals\"},{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Regression and correlation analysis\"}],\"text\":\"Regression and correlation analysis\"},{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Use of Microsoft Excel to interpret and analyze data\"}],\"text\":\"Data analysis using Microsoft Excel\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO INDUSTRIAL STATISTICS\"},{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Introduction to basic probability and statistical tools and methods from an industrial application perspective\"}],\"text\":\"Introduction to industrial statistics covering probability, hypothesis testing, and regression using Excel.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Random variables and probability distributions; descriptive statistics; point estimates\"}],\"text\":\"Probability distributions and descriptive statistics\"},{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"design of experiments in the context of motivating case studies\"}],\"text\":\"Design of experiments\"},{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Regression and correlation analysis\"}],\"text\":\"Regression and correlation\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_75474c11dc2b9f0b6f591be5","course_id":"ISYE 210","catalog_version_id":"db415875e2625a9100222acc9b77b58dca95c0d0a55be3756f6baa4ba6d7351b","record_version_id":"05e349a60e32764419a1db7822d5b5eff8c4744ae585d0cbfff0270648851fa4","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"c50d6f01c68868526d64a7d16418ca6d0b25c2ed7a8c614014734361a7b2d8c2","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Very helpful, understanding, and accommodating! She's more than willing to further explain concepts, and does seem genuinely interested in the topic. Understands the woman in stem struggle. Near the end of the semester attendance dropped & she got v passive-aggressive about it and many lectures were cut short, but that is my only complaint.\",\"course_id\":\"ISYE 210\",\"date\":\"2022-05-22 16:59:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0ab0c2a1b15ad0ecba3cc912\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM2MzkwMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"I had Hannah for two classes this semester and really enjoyed both. She wants to see her students succeed and all her assignments and exams are very fair. If you put the effort in it isn't too hard to do well.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-04-29 21:50:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2fd4d2d104d06c3a78fff570\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NzYxOTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"If you took AP Stats the class is easy and treated as an intro course. She explained topics well and had sufficient review. The group project is quite a bit of work, so stay on top of it. Homework was 45% of your grade, so doing well on the assignments made the tests less stressful. She answered questions online quickly and was fair with grading.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-12-29 06:13:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"34ff64b07ed494e2fb73398b\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Great professor and very caring towards students. Lectures were clear and lecture slides available outside of class. Coursework was manageable with hw being weekly canvas quizzes that covered the current week's material. Group project can be tedious, but all the criteria is very clear, and she was always willing to answer questions after lectures.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-01-01 22:32:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7162cb5f77b72d1943f5992c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Nice professor but can be very passive aggressive at times. Attendance is mandatory for discussion but not for lecture. Weekly homework assignments worth 15 points. Fair grading in regards to projects, homework, and exams. Would take again. Does not require you to buy a text book which is nice.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-03-07 01:32:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e174578b63402fb73a15a3c1\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5MDMwNjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Super fair grader. Exams were based off stuff she would purposely review in class. Very helpful and understanding.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-09-05 18:11:42 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9019479cfc9ef9acacda8e3c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NzI2MzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Silber was one of the best professors that I have had at this university. Her exam content is STRICTLY things you have actually learned and gone over, so you know exactly how to prepare. \\n\\nHer exams are not weighted heavily, but other work is, showing she cares more about you putting in effort to learn than if you mess up a question on the exam. \",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-02 19:12:12 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ef8fdb57ff4737f347273740\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":7,\"review_ids\":[\"0ab0c2a1b15ad0ecba3cc912\",\"2fd4d2d104d06c3a78fff570\",\"34ff64b07ed494e2fb73398b\",\"7162cb5f77b72d1943f5992c\",\"e174578b63402fb73a15a3c1\",\"9019479cfc9ef9acacda8e3c\",\"ef8fdb57ff4737f347273740\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Professors are described as helpful, understanding, and clear in their explanations. Exams are based on covered material.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"If you took AP Stats the class is easy and treated as an intro course. She explained topics well and had sufficient review. The group project is quite a bit of work, so stay on top of it. Homework was 45% of your grade, so doing well on the assignments made the tests less stressful. She answered questions online quickly and was fair with grading.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-12-29 06:13:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"34ff64b07ed494e2fb73398b\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Great professor and very caring towards students. Lectures were clear and lecture slides available outside of class. Coursework was manageable with hw being weekly canvas quizzes that covered the current week's material. Group project can be tedious, but all the criteria is very clear, and she was always willing to answer questions after lectures.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-01-01 22:32:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7162cb5f77b72d1943f5992c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Nice professor but can be very passive aggressive at times. Attendance is mandatory for discussion but not for lecture. Weekly homework assignments worth 15 points. Fair grading in regards to projects, homework, and exams. Would take again. Does not require you to buy a text book which is nice.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-03-07 01:32:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e174578b63402fb73a15a3c1\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5MDMwNjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Silber was one of the best professors that I have had at this university. Her exam content is STRICTLY things you have actually learned and gone over, so you know exactly how to prepare. \\n\\nHer exams are not weighted heavily, but other work is, showing she cares more about you putting in effort to learn than if you mess up a question on the exam. \",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-02 19:12:12 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ef8fdb57ff4737f347273740\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"She was generous with grading and extra credit work. Am giving 3 stars mainly bc lectures weren't very helpful.I felt that she went quickly on things that were more relevant to the homework and exams and slowly on the parts that weren't.For attendance, lectures weren't mandatory; but only 1 absence for discussions even with a doctors note was rough\",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-11 03:26:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"06f2e60ee677605d65c30eda\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjQxNjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":5,\"review_ids\":[\"34ff64b07ed494e2fb73398b\",\"7162cb5f77b72d1943f5992c\",\"e174578b63402fb73a15a3c1\",\"ef8fdb57ff4737f347273740\",\"06f2e60ee677605d65c30eda\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"summary\":\"Grading is considered fair and generous. Homework and projects are significant parts of the grade, reducing exam pressure.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"If you took AP Stats the class is easy and treated as an intro course. She explained topics well and had sufficient review. The group project is quite a bit of work, so stay on top of it. Homework was 45% of your grade, so doing well on the assignments made the tests less stressful. She answered questions online quickly and was fair with grading.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-12-29 06:13:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"34ff64b07ed494e2fb73398b\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Great professor and very caring towards students. Lectures were clear and lecture slides available outside of class. Coursework was manageable with hw being weekly canvas quizzes that covered the current week's material. Group project can be tedious, but all the criteria is very clear, and she was always willing to answer questions after lectures.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-01-01 22:32:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7162cb5f77b72d1943f5992c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Nice professor but can be very passive aggressive at times. Attendance is mandatory for discussion but not for lecture. Weekly homework assignments worth 15 points. Fair grading in regards to projects, homework, and exams. Would take again. Does not require you to buy a text book which is nice.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-03-07 01:32:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e174578b63402fb73a15a3c1\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5MDMwNjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":3,\"review_ids\":[\"34ff64b07ed494e2fb73398b\",\"7162cb5f77b72d1943f5992c\",\"e174578b63402fb73a15a3c1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"summary\":\"Coursework is generally manageable, with weekly homework and a group project. Difficulty is rated low to moderate.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Very helpful, understanding, and accommodating! She's more than willing to further explain concepts, and does seem genuinely interested in the topic. Understands the woman in stem struggle. Near the end of the semester attendance dropped & she got v passive-aggressive about it and many lectures were cut short, but that is my only complaint.\",\"course_id\":\"ISYE 210\",\"date\":\"2022-05-22 16:59:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0ab0c2a1b15ad0ecba3cc912\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM2MzkwMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"She was generous with grading and extra credit work. Am giving 3 stars mainly bc lectures weren't very helpful.I felt that she went quickly on things that were more relevant to the homework and exams and slowly on the parts that weren't.For attendance, lectures weren't mandatory; but only 1 absence for discussions even with a doctors note was rough\",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-11 03:26:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"06f2e60ee677605d65c30eda\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjQxNjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":2,\"review_ids\":[\"0ab0c2a1b15ad0ecba3cc912\",\"06f2e60ee677605d65c30eda\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"Some students noted passive-aggressive behavior regarding attendance and lectures being cut short, while others found the course well-organized.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_75474c11dc2b9f0b6f591be5","course_id":"ISYE 210","catalog_version_id":"db415875e2625a9100222acc9b77b58dca95c0d0a55be3756f6baa4ba6d7351b","record_version_id":"05e349a60e32764419a1db7822d5b5eff8c4744ae585d0cbfff0270648851fa4","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"c50d6f01c68868526d64a7d16418ca6d0b25c2ed7a8c614014734361a7b2d8c2","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"24bac4354752f6b9ddc9f7769b132deaf3d20a537c93636f566c1101dae7bd2c\",\"course_id\":\"ISYE 210\",\"current_instructors\":[{\"instructor_uid\":\"instructor_056b4d3b498dc164f56c64bb\",\"message\":\"No course-specific reviews available\",\"name\":\"Andi Wang\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3154967\",\"summary\":[{\"citations\":[{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.44 GPA, 67.2% A/AB (n=119 letter grades); Fall 2025: 3.79 GPA, 93.1% A/AB (n=130 letter grades).\"}]}],\"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\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 91.2% A/AB (n=113 letter grades); 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ANDI WANG is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"HANNAH SILBER is recorded teaching in Spring 2022, Spring 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_75474c11dc2b9f0b6f591be5","course_id":"ISYE 210","catalog_version_id":"db415875e2625a9100222acc9b77b58dca95c0d0a55be3756f6baa4ba6d7351b","record_version_id":"05e349a60e32764419a1db7822d5b5eff8c4744ae585d0cbfff0270648851fa4","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"c048414bdd177b1cfd36af356caee8e3118d67fec5a37c8829fad299e64344bc","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"req_math\",\"req_guest\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 211, 217, or221) or member of Engineering Guest Students\",\"id\":\"req_root\",\"kind\":\"any\"},{\"children\":[\"req_211\",\"req_217\",\"req_221\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 211, 217, or221)\",\"id\":\"req_math\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":211,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 211\",\"id\":\"req_211\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"217\",\"course\":null,\"evidence\":\"217\",\"id\":\"req_217\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":221,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"221\",\"id\":\"req_221\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"req_guest\",\"kind\":\"condition\"}],\"notes\":[\"MATH 217 is listed in requirements but not present in linked_courses. 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She's more than willing to further explain concepts, and does seem genuinely interested in the topic. Understands the woman in stem struggle. Near the end of the semester attendance dropped & she got v passive-aggressive about it and many lectures were cut short, but that is my only complaint.\",\"course_id\":\"ISYE 210\",\"date\":\"2022-05-22 16:59:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0ab0c2a1b15ad0ecba3cc912\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM2MzkwMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"I had Hannah for two classes this semester and really enjoyed both. She wants to see her students succeed and all her assignments and exams are very fair. If you put the effort in it isn't too hard to do well.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-04-29 21:50:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2fd4d2d104d06c3a78fff570\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3NzYxOTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"If you took AP Stats the class is easy and treated as an intro course. She explained topics well and had sufficient review. The group project is quite a bit of work, so stay on top of it. Homework was 45% of your grade, so doing well on the assignments made the tests less stressful. She answered questions online quickly and was fair with grading.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-12-29 06:13:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"34ff64b07ed494e2fb73398b\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Great professor and very caring towards students. Lectures were clear and lecture slides available outside of class. Coursework was manageable with hw being weekly canvas quizzes that covered the current week's material. Group project can be tedious, but all the criteria is very clear, and she was always willing to answer questions after lectures.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-01-01 22:32:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7162cb5f77b72d1943f5992c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Nice professor but can be very passive aggressive at times. Attendance is mandatory for discussion but not for lecture. Weekly homework assignments worth 15 points. Fair grading in regards to projects, homework, and exams. Would take again. Does not require you to buy a text book which is nice.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-03-07 01:32:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e174578b63402fb73a15a3c1\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5MDMwNjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Super fair grader. Exams were based off stuff she would purposely review in class. Very helpful and understanding.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-09-05 18:11:42 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9019479cfc9ef9acacda8e3c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NzI2MzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Silber was one of the best professors that I have had at this university. Her exam content is STRICTLY things you have actually learned and gone over, so you know exactly how to prepare. \\n\\nHer exams are not weighted heavily, but other work is, showing she cares more about you putting in effort to learn than if you mess up a question on the exam. \",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-02 19:12:12 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ef8fdb57ff4737f347273740\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":7,\"review_ids\":[\"0ab0c2a1b15ad0ecba3cc912\",\"2fd4d2d104d06c3a78fff570\",\"34ff64b07ed494e2fb73398b\",\"7162cb5f77b72d1943f5992c\",\"e174578b63402fb73a15a3c1\",\"9019479cfc9ef9acacda8e3c\",\"ef8fdb57ff4737f347273740\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Professors are described as helpful, understanding, and clear in their explanations. Exams are based on covered material.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"If you took AP Stats the class is easy and treated as an intro course. She explained topics well and had sufficient review. The group project is quite a bit of work, so stay on top of it. Homework was 45% of your grade, so doing well on the assignments made the tests less stressful. She answered questions online quickly and was fair with grading.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-12-29 06:13:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"34ff64b07ed494e2fb73398b\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Great professor and very caring towards students. Lectures were clear and lecture slides available outside of class. Coursework was manageable with hw being weekly canvas quizzes that covered the current week's material. Group project can be tedious, but all the criteria is very clear, and she was always willing to answer questions after lectures.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-01-01 22:32:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7162cb5f77b72d1943f5992c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Nice professor but can be very passive aggressive at times. Attendance is mandatory for discussion but not for lecture. Weekly homework assignments worth 15 points. Fair grading in regards to projects, homework, and exams. Would take again. Does not require you to buy a text book which is nice.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-03-07 01:32:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e174578b63402fb73a15a3c1\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5MDMwNjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Silber was one of the best professors that I have had at this university. Her exam content is STRICTLY things you have actually learned and gone over, so you know exactly how to prepare. \\n\\nHer exams are not weighted heavily, but other work is, showing she cares more about you putting in effort to learn than if you mess up a question on the exam. \",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-02 19:12:12 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"ef8fdb57ff4737f347273740\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"She was generous with grading and extra credit work. Am giving 3 stars mainly bc lectures weren't very helpful.I felt that she went quickly on things that were more relevant to the homework and exams and slowly on the parts that weren't.For attendance, lectures weren't mandatory; but only 1 absence for discussions even with a doctors note was rough\",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-11 03:26:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"06f2e60ee677605d65c30eda\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjQxNjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":5,\"review_ids\":[\"34ff64b07ed494e2fb73398b\",\"7162cb5f77b72d1943f5992c\",\"e174578b63402fb73a15a3c1\",\"ef8fdb57ff4737f347273740\",\"06f2e60ee677605d65c30eda\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"summary\":\"Grading is considered fair and generous. Homework and projects are significant parts of the grade, reducing exam pressure.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"If you took AP Stats the class is easy and treated as an intro course. She explained topics well and had sufficient review. The group project is quite a bit of work, so stay on top of it. Homework was 45% of your grade, so doing well on the assignments made the tests less stressful. She answered questions online quickly and was fair with grading.\",\"course_id\":\"ISYE 210\",\"date\":\"2023-12-29 06:13:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"34ff64b07ed494e2fb73398b\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Great professor and very caring towards students. Lectures were clear and lecture slides available outside of class. Coursework was manageable with hw being weekly canvas quizzes that covered the current week's material. Group project can be tedious, but all the criteria is very clear, and she was always willing to answer questions after lectures.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-01-01 22:32:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"7162cb5f77b72d1943f5992c\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Nice professor but can be very passive aggressive at times. Attendance is mandatory for discussion but not for lecture. Weekly homework assignments worth 15 points. Fair grading in regards to projects, homework, and exams. Would take again. Does not require you to buy a text book which is nice.\",\"course_id\":\"ISYE 210\",\"date\":\"2024-03-07 01:32:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"e174578b63402fb73a15a3c1\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5MDMwNjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":3,\"review_ids\":[\"34ff64b07ed494e2fb73398b\",\"7162cb5f77b72d1943f5992c\",\"e174578b63402fb73a15a3c1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"summary\":\"Coursework is generally manageable, with weekly homework and a group project. Difficulty is rated low to moderate.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Very helpful, understanding, and accommodating! She's more than willing to further explain concepts, and does seem genuinely interested in the topic. Understands the woman in stem struggle. Near the end of the semester attendance dropped & she got v passive-aggressive about it and many lectures were cut short, but that is my only complaint.\",\"course_id\":\"ISYE 210\",\"date\":\"2022-05-22 16:59:09 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0ab0c2a1b15ad0ecba3cc912\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM2MzkwMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"She was generous with grading and extra credit work. Am giving 3 stars mainly bc lectures weren't very helpful.I felt that she went quickly on things that were more relevant to the homework and exams and slowly on the parts that weren't.For attendance, lectures weren't mandatory; but only 1 absence for discussions even with a doctors note was rough\",\"course_id\":\"ISYE 210\",\"date\":\"2025-05-11 03:26:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"06f2e60ee677605d65c30eda\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQxMjQxNjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":2,\"review_ids\":[\"0ab0c2a1b15ad0ecba3cc912\",\"06f2e60ee677605d65c30eda\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"Some students noted passive-aggressive behavior regarding attendance and lectures being cut short, while others found the course well-organized.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_75474c11dc2b9f0b6f591be5","course_id":"ISYE 210","catalog_version_id":"db415875e2625a9100222acc9b77b58dca95c0d0a55be3756f6baa4ba6d7351b","record_version_id":"05e349a60e32764419a1db7822d5b5eff8c4744ae585d0cbfff0270648851fa4","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"c048414bdd177b1cfd36af356caee8e3118d67fec5a37c8829fad299e64344bc","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"24bac4354752f6b9ddc9f7769b132deaf3d20a537c93636f566c1101dae7bd2c\",\"course_id\":\"ISYE 210\",\"current_instructors\":[{\"instructor_uid\":\"instructor_056b4d3b498dc164f56c64bb\",\"message\":\"No course-specific reviews available\",\"name\":\"Andi Wang\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3154967\",\"summary\":[{\"citations\":[{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.44 GPA, 67.2% A/AB (n=119 letter grades); Fall 2025: 3.79 GPA, 93.1% A/AB (n=130 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2023-12-29 06:13:09 +0000 UTC\",\"review_id\":\"34ff64b07ed494e2fb73398b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2024-01-01 22:32:18 +0000 UTC\",\"review_id\":\"7162cb5f77b72d1943f5992c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2024-03-07 01:32:10 +0000 UTC\",\"review_id\":\"e174578b63402fb73a15a3c1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM5MDMwNjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"text\":\"Historical reviews of Amanda Smith, Hannah Silber: Homework and weekly quizzes carry significant weight, making consistent effort crucial. The group project is noted as tedious and requiring attention, while exams are generally considered fair and based on reviewed material.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2022-05-22 16:59:09 +0000 UTC\",\"review_id\":\"0ab0c2a1b15ad0ecba3cc912\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM2MzkwMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2023-04-29 21:50:45 +0000 UTC\",\"review_id\":\"2fd4d2d104d06c3a78fff570\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM3NzYxOTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2023-12-29 06:13:09 +0000 UTC\",\"review_id\":\"34ff64b07ed494e2fb73398b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2024-01-01 22:32:18 +0000 UTC\",\"review_id\":\"7162cb5f77b72d1943f5992c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2024-03-07 01:32:10 +0000 UTC\",\"review_id\":\"e174578b63402fb73a15a3c1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM5MDMwNjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2024-09-05 18:11:42 +0000 UTC\",\"review_id\":\"9019479cfc9ef9acacda8e3c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM5NzI2MzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2025-05-02 19:12:12 +0000 UTC\",\"review_id\":\"ef8fdb57ff4737f347273740\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2025-05-11 03:26:10 +0000 UTC\",\"review_id\":\"06f2e60ee677605d65c30eda\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTQxMjQxNjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"text\":\"Historical reviews for Hannah Silber highlight her helpfulness, fair grading, and genuine interest in student success, though some note passive-aggressive behavior regarding attendance and unhelpful lecture pacing. Amanda Smith is described as caring with clear lectures, though her group projects are considered tedious and time-consuming.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2022-05-22 16:59:09 +0000 UTC\",\"review_id\":\"0ab0c2a1b15ad0ecba3cc912\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM2MzkwMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2023-04-29 21:50:45 +0000 UTC\",\"review_id\":\"2fd4d2d104d06c3a78fff570\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM3NzYxOTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2023-12-29 06:13:09 +0000 UTC\",\"review_id\":\"34ff64b07ed494e2fb73398b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2024-01-01 22:32:18 +0000 UTC\",\"review_id\":\"7162cb5f77b72d1943f5992c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2024-03-07 01:32:10 +0000 UTC\",\"review_id\":\"e174578b63402fb73a15a3c1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM5MDMwNjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2024-09-05 18:11:42 +0000 UTC\",\"review_id\":\"9019479cfc9ef9acacda8e3c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM5NzI2MzU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2025-05-02 19:12:12 +0000 UTC\",\"review_id\":\"ef8fdb57ff4737f347273740\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTQxMTM2Nzc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2025-05-11 03:26:10 +0000 UTC\",\"review_id\":\"06f2e60ee677605d65c30eda\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTQxMjQxNjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"text\":\"Historical instructors Hannah Silber and Amanda Smith are described as helpful, fair, and caring, with clear exams and manageable workloads. However, Silber received mixed feedback regarding passive-aggressive behavior and lecture relevance.\"},{\"citations\":[{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.81 GPA, 91.2% A/AB (n=113 letter grades); Fall 2025: 3.79 GPA, 93.1% A/AB (n=130 letter grades); Spring 2026: 3.88 GPA, 95.5% A/AB (n=202 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2022-05-22 16:59:09 +0000 UTC\",\"review_id\":\"0ab0c2a1b15ad0ecba3cc912\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM2MzkwMjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2023-12-29 06:13:09 +0000 UTC\",\"review_id\":\"34ff64b07ed494e2fb73398b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM4ODA3NTM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2024-01-01 22:32:18 +0000 UTC\",\"review_id\":\"7162cb5f77b72d1943f5992c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM4ODE3MzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2025-05-11 03:26:10 +0000 UTC\",\"review_id\":\"06f2e60ee677605d65c30eda\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTQxMjQxNjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"text\":\"Historical reviews of Amanda Smith, Hannah Silber: Students appreciate clear grading criteria, quick online responses, and available lecture slides. Frustrations include Silber's passive-aggressive attitude regarding attendance and lectures that move too quickly on relevant topics or cover less important material.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"AMANDA SMITH is recorded teaching in Fall 2021, Fall 2022, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ANDI WANG is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 210\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"source_record\":{\"entity_id\":\"9042a014-2761-34c7-bb8e-f08aa8221890\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"HANNAH SILBER is recorded teaching in Spring 2022, Spring 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]