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Even though I didn't do particularly well in the class- a ton of highly competitive IB kids that worked harder than I, I would definitely take another class with him Levine guy is the man \",\"course_id\":\"FINANCE 325\",\"date\":\"2014-12-31 15:10:35 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1d05c187e98907797e3dfca7\",\"instructor_id\":\"rmp:1673494\",\"instructor_name\":\"Oliver Levine\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI0MjEwNDQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1673494\"},{\"comment\":\"Oliver is definitely a smart guy and you can really tell when he actually cares about the lecture material. Makes most lectures fairly interesting. I found it difficult to get much from the lecture notes without going to class so really try to make it a priority. Exams not too bad, basically the same as practice questions/previous problem sets.\",\"course_id\":\"FINANCE 325\",\"date\":\"2017-12-13 23:13:58 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fd93a5345f9230982873a833\",\"instructor_id\":\"rmp:1673494\",\"instructor_name\":\"Oliver Levine\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5MTg5NTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1673494\"}],\"evidence_count\":3,\"review_ids\":[\"fea2136c82abec075bab29b9\",\"1d05c187e98907797e3dfca7\",\"fd93a5345f9230982873a833\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1673494\",\"name\":\"Oliver Levine\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2013\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are described as smart, caring, and able to make dry finance topics interesting and engaging.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Good guy who sincerely cares about his students and wants them to do welll. He tried to make dry finance topics into an interesting lecture and succeeds. He prints out the slides for you. Overall, relatively low workload and the book is not needed. The final was a bit of a surprise, but the class is curved. Best prof I've had in the finance dept.\",\"course_id\":\"FINANCE 325\",\"date\":\"2013-12-28 16:53:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"fea2136c82abec075bab29b9\",\"instructor_id\":\"rmp:1673494\",\"instructor_name\":\"Oliver Levine\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNjY3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1673494\"},{\"comment\":\"Class is not too hard if you have a decent base. Exams are basically just homework rephrased. Ilhan is whiny and annoying at times, and basically encourages you to not come to his office hours. \",\"course_id\":\"FINANCE 325\",\"date\":\"2026-04-22 18:57:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7ed847969317a378e893355b\",\"instructor_id\":\"rmp:2801648\",\"instructor_name\":\"Ilhan Demiralp\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTQyOTAyOTA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2801648\"}],\"evidence_count\":2,\"review_ids\":[\"fea2136c82abec075bab29b9\",\"7ed847969317a378e893355b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1673494\",\"name\":\"Oliver Levine\"},{\"id\":\"rmp:2801648\",\"name\":\"Ilhan Demiralp\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2013\"},\"sentiment\":\"positive\",\"summary\":\"The workload is considered relatively low, and exams are comparable to practice questions or homework.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Good guy who sincerely cares about his students and wants them to do welll. He tried to make dry finance topics into an interesting lecture and succeeds. He prints out the slides for you. Overall, relatively low workload and the book is not needed. The final was a bit of a surprise, but the class is curved. Best prof I've had in the finance dept.\",\"course_id\":\"FINANCE 325\",\"date\":\"2013-12-28 16:53:31 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"fea2136c82abec075bab29b9\",\"instructor_id\":\"rmp:1673494\",\"instructor_name\":\"Oliver Levine\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNjY3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1673494\"}],\"evidence_count\":1,\"review_ids\":[\"fea2136c82abec075bab29b9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1673494\",\"name\":\"Oliver Levine\"}],\"review_year_end\":\"2013\",\"review_year_start\":\"2013\"},\"sentiment\":\"mixed\",\"summary\":\"While exams are manageable, one student noted the final was a surprise, and the class is curved.\"}]}","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_e4adc02b0ffa8d8ef30f0bcd","course_id":"FINANCE 325","catalog_version_id":"8276b4cf8cdd9392c8069bd09e97585d26b394eb5919ea53fb07393c3b77a219","record_version_id":"2bb112fe50dba5d2c4ff8de39191496cf0334eb32fc8537ce37489f7f6b0a8da","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"4ef46bb633793b7a294e1b42d85136f0ee3667b4d0982ba51ed19bdd4ab62b76","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"6691d55824b17ec51454feec2bd3df2b5587d337b3744ee065e1d12a5447f6b2\",\"course_id\":\"FINANCE 325\",\"current_instructors\":[{\"instructor_uid\":\"instructor_d9ab106e2e917e5a5afa6dc5\",\"message\":\"No course-specific reviews available\",\"name\":\"Anthony Defusco\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3057903\",\"summary\":[{\"citations\":[{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.27 GPA, 48.4% A/AB (n=95 letter grades); Fall 2024: 3.47 GPA, 62.6% A/AB (n=174 letter grades); Spring 2026: 3.23 GPA, 46.2% A/AB (n=78 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_f05c5d8408c67060b6737c50\",\"message\":\"Summary generation failed\",\"name\":\"Oliver Levine\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:1673494\",\"summary\":[{\"citations\":[{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.36 GPA, 59.1% A/AB (n=66 letter grades); Spring 2024: 3.37 GPA, 60.9% A/AB (n=46 letter grades); Spring 2025: 3.53 GPA, 75.9% A/AB (n=58 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_e94c977307a611322166723f\",\"message\":\"No course-specific reviews available\",\"name\":\"Ruth Cohen\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_615ed2c0d374ed1b2756317f\",\"message\":\"No course-specific reviews available\",\"name\":\"Rutvik Rahul Page\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_f05c5d8408c67060b6737c50\",\"mode\":\"professor\"},{\"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\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.35 GPA, 64.2% A/AB (n=218 letter grades); Fall 2025: 3.35 GPA, 56.7% A/AB (n=319 letter grades); Spring 2026: 3.28 GPA, 57.4% A/AB (n=202 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ANTHONY DEFUSCO is recorded teaching in Fall 2023, Fall 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ILHAN DEMIRALP is recorded teaching in Fall 2020, Spring 2022, Spring 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 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Reviewers appreciate his genuine concern for student success and his ability to make dry topics intriguing. He is highly rated for his teaching quality and intellectual presence.\"},{\"citations\":[{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.36 GPA, 59.1% A/AB (n=66 letter grades); Spring 2024: 3.37 GPA, 60.9% A/AB (n=46 letter grades); Spring 2025: 3.53 GPA, 75.9% A/AB (n=58 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_e94c977307a611322166723f\",\"message\":\"No course-specific reviews available\",\"name\":\"Ruth Cohen\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_615ed2c0d374ed1b2756317f\",\"message\":\"No course-specific reviews available\",\"name\":\"Rutvik Rahul Page\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Oliver Levine\",\"review_date\":\"2013-12-28 16:53:31 +0000 UTC\",\"review_id\":\"fea2136c82abec075bab29b9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1673494\",\"source_review_id\":\"UmF0aW5nLTIyNjY3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1673494\",\"type\":\"review\"},{\"instructor_name\":\"Oliver Levine\",\"review_date\":\"2017-12-13 23:13:58 +0000 UTC\",\"review_id\":\"fd93a5345f9230982873a833\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1673494\",\"source_review_id\":\"UmF0aW5nLTI5MTg5NTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1673494\",\"type\":\"review\"}],\"text\":\"Reviewers describe the workload as relatively low and note that exams resemble practice questions, though one final was unexpected.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Ilhan Demiralp\",\"review_date\":\"2026-04-22 18:57:31 +0000 UTC\",\"review_id\":\"7ed847969317a378e893355b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2801648\",\"source_review_id\":\"UmF0aW5nLTQyOTAyOTA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2801648\",\"type\":\"review\"}],\"text\":\"Ilhan Demiralp is described as whiny and annoying, with a review noting he discourages attendance at his office hours. This historical feedback highlights interpersonal concerns rather than instructional clarity.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Oliver Levine\",\"review_date\":\"2013-12-28 16:53:31 +0000 UTC\",\"review_id\":\"fea2136c82abec075bab29b9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1673494\",\"source_review_id\":\"UmF0aW5nLTIyNjY3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1673494\",\"type\":\"review\"},{\"instructor_name\":\"Oliver Levine\",\"review_date\":\"2014-12-31 15:10:35 +0000 UTC\",\"review_id\":\"1d05c187e98907797e3dfca7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1673494\",\"source_review_id\":\"UmF0aW5nLTI0MjEwNDQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1673494\",\"type\":\"review\"},{\"instructor_name\":\"Oliver Levine\",\"review_date\":\"2017-12-13 23:13:58 +0000 UTC\",\"review_id\":\"fd93a5345f9230982873a833\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1673494\",\"source_review_id\":\"UmF0aW5nLTI5MTg5NTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1673494\",\"type\":\"review\"}],\"text\":\"Oliver Levine is highly rated for making finance topics interesting and caring about student success, though one reviewer noted a competitive peer environment.\"},{\"citations\":[{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.35 GPA, 64.2% A/AB (n=218 letter grades); Fall 2025: 3.35 GPA, 56.7% A/AB (n=319 letter grades); Spring 2026: 3.28 GPA, 57.4% A/AB (n=202 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Oliver Levine\",\"review_date\":\"2017-12-13 23:13:58 +0000 UTC\",\"review_id\":\"fd93a5345f9230982873a833\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1673494\",\"source_review_id\":\"UmF0aW5nLTI5MTg5NTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1673494\",\"type\":\"review\"}],\"text\":\"Attendance is prioritized because lecture notes alone are insufficient for understanding the material.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ANTHONY DEFUSCO is recorded teaching in Fall 2023, Fall 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":7,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ILHAN DEMIRALP is recorded teaching in Fall 2020, Spring 2022, Spring 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 325\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"source_record\":{\"entity_id\":\"ad142c66-4592-373b-9205-29f88443e138\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"FINANCE 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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}]