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Easy A and Silber does the best she can to make a dull class tolerable.\",\"course_id\":\"ISYE 191\",\"date\":\"2026-06-19 19:29:05 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"42ad35586936787878878482\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQzMjYwNzEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":3,\"review_ids\":[\"958451087cb52a84c32c183e\",\"acc3cdce84d3b878dda97163\",\"42ad35586936787878878482\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"summary\":\"The workload is described as very light, with no homework, few short assignments, and a final project that takes minimal time.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"The class was very easy. No homework, just a few short assignments after lecture for participation credit. The project was easy as well and practically everyone got an A. Most lectures were guest speakers, so it's hard to judge her teaching, but I learned a lot nonetheless. She cared about her students and answered any and all questions too.\",\"course_id\":\"ISYE 191\",\"date\":\"2023-05-16 18:01:26 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"958451087cb52a84c32c183e\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3OTM2ODk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Lectures are an utter waste of time, but attendance is required, and nothing else happens in the class. Prof Silber is good, but doesn't teach a majority of the class, guest speakers are brought in most times. No final, homework, or exams, just attendance and one group project. 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Easy A and Silber does the best she can to make a dull class tolerable.\",\"course_id\":\"ISYE 191\",\"date\":\"2026-06-19 19:29:05 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"42ad35586936787878878482\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQzMjYwNzEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":3,\"review_ids\":[\"958451087cb52a84c32c183e\",\"acc3cdce84d3b878dda97163\",\"42ad35586936787878878482\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"summary\":\"Assessment is based primarily on attendance and a single group project, making it an 'easy A' for those who attend.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"The class was very easy. No homework, just a few short assignments after lecture for participation credit. The project was easy as well and practically everyone got an A. Most lectures were guest speakers, so it's hard to judge her teaching, but I learned a lot nonetheless. She cared about her students and answered any and all questions too.\",\"course_id\":\"ISYE 191\",\"date\":\"2023-05-16 18:01:26 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"958451087cb52a84c32c183e\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3OTM2ODk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Hard to judge her teaching ability from this class; the majority of it is spent listening to speakers with no follow-up assignments. 75% of your grade is attendance and attending events, 25% is a group final project that takes MAYBE an hour. Easy A and Silber does the best she can to make a dull class tolerable.\",\"course_id\":\"ISYE 191\",\"date\":\"2026-06-19 19:29:05 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"42ad35586936787878878482\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQzMjYwNzEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":2,\"review_ids\":[\"958451087cb52a84c32c183e\",\"42ad35586936787878878482\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2911189\",\"name\":\"Amanda Smith\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2023\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching clarity is hard to judge as lectures often feature guest speakers rather than the instructor. 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Thank you Prof Smith\",\"course_id\":\"ISYE 191\",\"date\":\"2025-07-30 01:59:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"275b0239e9b8edd07cf99f7e\",\"instructor_id\":\"rmp:2911189\",\"instructor_name\":\"Amanda Smith\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNTMzNjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\"},{\"comment\":\"Lectures are an utter waste of time, but attendance is required, and nothing else happens in the class. Prof Silber is good, but doesn't teach a majority of the class, guest speakers are brought in most times. No final, homework, or exams, just attendance and one group project. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 191\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"source_record\":{\"entity_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"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 2026. 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The class is an easy A as long as you go to class.\",\"course_id\":\"ISYE 191\",\"date\":\"2026-04-23 20:52:52 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"acc3cdce84d3b878dda97163\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQyOTE3MzMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Hard to judge her teaching ability from this class; the majority of it is spent listening to speakers with no follow-up assignments. 75% of your grade is attendance and attending events, 25% is a group final project that takes MAYBE an hour. 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However, her teaching is hard to judge because most lectures feature guest speakers rather than direct instruction.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2023-05-16 18:01:26 +0000 UTC\",\"review_id\":\"958451087cb52a84c32c183e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM3OTM2ODk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2026-04-23 20:52:52 +0000 UTC\",\"review_id\":\"acc3cdce84d3b878dda97163\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTQyOTE3MzMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2026-06-19 19:29:05 +0000 UTC\",\"review_id\":\"42ad35586936787878878482\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTQzMjYwNzEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"text\":\"Historical reviews of Amanda Smith, Hannah Silber: Reviewers describe the course as an easy A with minimal academic rigor, relying heavily on attendance and a low-effort group project rather than traditional exams or homework.\"},{\"citations\":[{\"course_id\":\"ISYE 191\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ISYE 191\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 191\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.86 GPA, 94.2% A/AB (n=138 letter grades); Spring 2025: 3.94 GPA, 97.5% A/AB (n=122 letter grades); Spring 2026: 3.96 GPA, 98.7% A/AB (n=156 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2023-05-16 18:01:26 +0000 UTC\",\"review_id\":\"958451087cb52a84c32c183e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTM3OTM2ODk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Smith\",\"review_date\":\"2025-07-30 01:59:50 +0000 UTC\",\"review_id\":\"275b0239e9b8edd07cf99f7e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911189\",\"source_review_id\":\"UmF0aW5nLTQxNTMzNjQw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911189\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2026-04-23 20:52:52 +0000 UTC\",\"review_id\":\"acc3cdce84d3b878dda97163\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTQyOTE3MzMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2026-06-19 19:29:05 +0000 UTC\",\"review_id\":\"42ad35586936787878878482\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTQzMjYwNzEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"text\":\"Historical reviews of Amanda Smith, Hannah Silber: Students find the structure frustrating due to reliance on guest speakers and dull lectures, though some appreciate the low stress and accessible instructors.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 191\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"source_record\":{\"entity_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"ISYE 191\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"source_record\":{\"entity_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ISYE 191\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"source_record\":{\"entity_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ISYE 191\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"source_record\":{\"entity_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ISYE 191\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"source_record\":{\"entity_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ISYE 191\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"source_record\":{\"entity_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ISYE 191\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"source_record\":{\"entity_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"AMANDA SMITH is recorded teaching in Spring 2019, Spring 2020, Spring 2022, Spring 2023, Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 191\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"source_record\":{\"entity_id\":\"02af6116-e111-37ee-bdde-e8fcec56908f\",\"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 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}]