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Assignments are sometimes time-consuming but the overall course workload is low.\",\"course_id\":\"ISYE/PSYCH 549\",\"date\":\"2024-12-15 22:28:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"d455eed050cf75070313d95f\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzEyMjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":2,\"review_ids\":[\"c07edb0c50d0ecd805caa6cb\",\"d455eed050cf75070313d95f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews indicate the overall workload is low, but assignments can be time-consuming and repetitive.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Absolute gem of a Professor and person. As a busy masters student, Dr. Silber is a breath of fresh air w/a focus on what matters and building relationships with students. Her lectures are flexible, online & in person; she is incredibly considerate to the fact we all have busy lives. If you come to class and converse, you'll have a good time.\",\"course_id\":\"ISYE/PSYCH 549\",\"date\":\"2021-12-16 02:12:02 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"25ddc5d2b2c6bd32a0852024\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NTQ5MzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":1,\"review_ids\":[\"25ddc5d2b2c6bd32a0852024\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2021\"},\"sentiment\":\"positive\",\"summary\":\"The professor is considerate of busy students, offering flexible online and in-person lectures.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Professor Silber is a very friendly and knowledgeable teacher. She has a good understanding of the content of the course and always very willing to help students solve problems. The assignments are graded highly and each assignment will have detailed grading criteria. Assignments are sometimes time-consuming but the overall course workload is low.\",\"course_id\":\"ISYE/PSYCH 549\",\"date\":\"2024-12-15 22:28:15 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"d455eed050cf75070313d95f\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwMzEyMjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"}],\"evidence_count\":1,\"review_ids\":[\"d455eed050cf75070313d95f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Assignments are graded highly with detailed grading criteria provided.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_291a40249da8efa7a3c96733","course_id":"ISYE/PSYCH 549","catalog_version_id":"ca83ce7d991120d9db8219b817ecbeaec2fcaac25b68a4eeb0bf6d684411fe57","record_version_id":"3bef3cda4efb37d7a540da8beefbb547b5ed60c9b344bd2b0c8e3ad05b8eb049","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"5eee175285ac2e08a6ccaafc7786946220c1b8938cd3fa03d981f6c4738ccb65","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"3a304af6808070aace8b7aa73fb389048f9e2a07e4b58aa568aab73d05bcc698\",\"course_id\":\"ISYE/PSYCH 549\",\"current_instructors\":[{\"instructor_uid\":\"instructor_a65bc7d6709365e70eac0328\",\"message\":null,\"name\":\"Hannah Silber\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2522752\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2021-12-16 02:12:02 +0000 UTC\",\"review_id\":\"25ddc5d2b2c6bd32a0852024\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM1NTQ5MzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2024-12-15 22:28:15 +0000 UTC\",\"review_id\":\"d455eed050cf75070313d95f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTQwMzEyMjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"text\":\"Hannah Silber is praised as friendly, knowledgeable, and considerate of busy students, with flexible lecture options and helpful problem-solving support. Reviewers highlight her willingness to assist and detailed grading criteria.\"},{\"citations\":[{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2024-04-15 03:48:58 +0000 UTC\",\"review_id\":\"c07edb0c50d0ecd805caa6cb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM5MTcyMTk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"text\":\"One reviewer criticizes the coursework as repetitive busy work, noting reused slides from entry-level courses and identical in-class assignments for homework, despite acknowledging her passion and knowledge.\"},{\"citations\":[{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.94 GPA, 94.9% A/AB (n=59 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=47 letter grades); Spring 2026: 3.95 GPA, 96.4% A/AB (n=56 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2024-04-15 03:48:58 +0000 UTC\",\"review_id\":\"c07edb0c50d0ecd805caa6cb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM5MTcyMTk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2024-12-15 22:28:15 +0000 UTC\",\"review_id\":\"d455eed050cf75070313d95f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTQwMzEyMjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"text\":\"Workload is generally low, though some find assignments repetitive busy work or time-consuming, while others note detailed grading criteria and high grades.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2021-12-16 02:12:02 +0000 UTC\",\"review_id\":\"25ddc5d2b2c6bd32a0852024\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM1NTQ5MzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2024-12-15 22:28:15 +0000 UTC\",\"review_id\":\"d455eed050cf75070313d95f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTQwMzEyMjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"text\":\"Hannah Silber is praised as a friendly, knowledgeable, and considerate instructor who builds strong student relationships and offers flexible lecture formats.\"},{\"citations\":[{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.94 GPA, 94.9% A/AB (n=59 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=47 letter grades); Spring 2026: 3.95 GPA, 96.4% A/AB (n=56 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2024-04-15 03:48:58 +0000 UTC\",\"review_id\":\"c07edb0c50d0ecd805caa6cb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM5MTcyMTk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"text\":\"Some students criticize the course for reusing entry-level slides and assigning class activities as homework, viewing the content as repetitive and lacking rigor.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 549\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"source_record\":{\"entity_id\":\"5aec5132-c642-3449-bd2a-78be01d6336d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"HANNAH SILBER is recorded teaching in Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024, 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":true}]