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The investment project is really tough bc there's questions about things we didn't learn. took me hours. study hard for this class\",\"course_id\":\"CNSRSCI 627\",\"date\":\"2017-11-28 00:58:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"24c9d08e9821d018528135b6\",\"instructor_id\":\"rmp:2184715\",\"instructor_name\":\"Cliff Robb\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI4OTc0MDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\"}],\"evidence_count\":1,\"review_ids\":[\"24c9d08e9821d018528135b6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2184715\",\"name\":\"Cliff Robb\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2017\"},\"sentiment\":\"negative\",\"summary\":\"The investment project is described as really tough with questions about unlearned material, requiring hours of study.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"The professor tries to make lecture enjoyable even with boring topics but its still super boring. The TA is unwilling to provide constructive advice over email on solving problems, hes very vague. The curves are nice. The investment project is really tough bc there's questions about things we didn't learn. took me hours. study hard for this class\",\"course_id\":\"CNSRSCI 627\",\"date\":\"2017-11-28 00:58:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"24c9d08e9821d018528135b6\",\"instructor_id\":\"rmp:2184715\",\"instructor_name\":\"Cliff Robb\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI4OTc0MDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\"},{\"comment\":\"Amanda is genuinely the best professor I have had at this university. This class had a lot of difficult content but she is very encouraging and will do anything in her power to make sure that you understand what is going on. Exams were open resource. \",\"course_id\":\"CNSRSCI 627\",\"date\":\"2026-04-08 00:49:50 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b6782463a44de9a707a72cbd\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzk1NTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"}],\"evidence_count\":2,\"review_ids\":[\"24c9d08e9821d018528135b6\",\"b6782463a44de9a707a72cbd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2184715\",\"name\":\"Cliff Robb\"},{\"id\":\"rmp:3126675\",\"name\":\"Amanda Kozlowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"Exams are open resource and curves are nice, making assessment more manageable.\"}]}","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_4ab01405e31116502626fbfd","course_id":"CNSRSCI 627","catalog_version_id":"9ae8361901401b759124a9256edfd7f257d05ba8b3bd9d81c79c22f5e17d3abe","record_version_id":"7cc85b75c623454cdbfa0fe820e0e0ab0010b6963881593aca6ea4a05779ff05","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"fd565ab9aae9aa1d4124b6004c56f7446becbd0f3ddafe32761b9c3d7a0049bc","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"9fc67b80e2694afb577e12de2408bda696fc298036466f1485e8a085dc31896b\",\"course_id\":\"CNSRSCI 627\",\"current_instructors\":[{\"instructor_uid\":\"instructor_eba6509156bf69057067a62d\",\"message\":\"No course-specific reviews available\",\"name\":\"Belkis Cerrato Caceres\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.71 GPA, 87.0% A/AB (n=100 letter grades); Spring 2025: 3.54 GPA, 81.1% A/AB (n=37 letter grades); Fall 2025: 3.53 GPA, 81.6% A/AB (n=49 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_876fbe6bec94b11dca7e0aa0\",\"message\":\"No course-specific reviews available\",\"name\":\"Emma Crawford\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_8ef497e32bbbf458045761f8\",\"message\":\"No course-specific reviews available\",\"name\":\"Selena Wu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.54 GPA, 81.1% A/AB (n=37 letter grades); Fall 2025: 3.60 GPA, 83.8% A/AB (n=99 letter grades); Spring 2026: 3.10 GPA, 52.4% A/AB (n=42 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"AMANDA KOZLOWSKI is recorded teaching in Fall 2023, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":101,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":101,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"BELKIS CERRATO CACERES is recorded teaching in Spring 2024, Fall 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 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The TA is unwilling to provide constructive advice over email on solving problems, hes very vague. The curves are nice. The investment project is really tough bc there's questions about things we didn't learn. took me hours. study hard for this class\",\"course_id\":\"CNSRSCI 627\",\"date\":\"2017-11-28 00:58:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"24c9d08e9821d018528135b6\",\"instructor_id\":\"rmp:2184715\",\"instructor_name\":\"Cliff Robb\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI4OTc0MDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\"},{\"comment\":\"Cliff is awesome! He found a way to make learning about stocks and bonds really fun and fascinating. He sparked my interest in the subject and made me excited to learn. The textbook is necessary because he glosses over things sometimes, however, he is always happy to help and answer questions. 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I'll always like Kesha now because of him.\",\"course_id\":\"CNSRSCI 627\",\"date\":\"2025-11-05 16:38:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c9dfe240cf22c5e7c8507fd2\",\"instructor_id\":\"rmp:2184715\",\"instructor_name\":\"Cliff Robb\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxODA3MTc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\"},{\"comment\":\"Amanda is genuinely the best professor I have had at this university. This class had a lot of difficult content but she is very encouraging and will do anything in her power to make sure that you understand what is going on. Exams were open resource. \",\"course_id\":\"CNSRSCI 627\",\"date\":\"2026-04-08 00:49:50 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b6782463a44de9a707a72cbd\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNzk1NTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"}],\"evidence_count\":4,\"review_ids\":[\"24c9d08e9821d018528135b6\",\"36867ff3c78d6196d6d0ffd6\",\"c9dfe240cf22c5e7c8507fd2\",\"b6782463a44de9a707a72cbd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2184715\",\"name\":\"Cliff Robb\"},{\"id\":\"rmp:3126675\",\"name\":\"Amanda Kozlowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Instructors are generally engaging and helpful, though one review noted vague advice from a TA.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"The professor tries to make lecture enjoyable even with boring topics but its still super boring. The TA is unwilling to provide constructive advice over email on solving problems, hes very vague. The curves are nice. The investment project is really tough bc there's questions about things we didn't learn. took me hours. study hard for this class\",\"course_id\":\"CNSRSCI 627\",\"date\":\"2017-11-28 00:58:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"24c9d08e9821d018528135b6\",\"instructor_id\":\"rmp:2184715\",\"instructor_name\":\"Cliff Robb\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI4OTc0MDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\"}],\"evidence_count\":1,\"review_ids\":[\"24c9d08e9821d018528135b6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2184715\",\"name\":\"Cliff Robb\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2017\"},\"sentiment\":\"negative\",\"summary\":\"The investment project is described as really tough with questions about unlearned material, requiring hours of study.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"The professor tries to make lecture enjoyable even with boring topics but its still super boring. The TA is unwilling to provide constructive advice over email on solving problems, hes very vague. The curves are nice. The investment project is really tough bc there's questions about things we didn't learn. took me hours. study hard for this class\",\"course_id\":\"CNSRSCI 627\",\"date\":\"2017-11-28 00:58:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"24c9d08e9821d018528135b6\",\"instructor_id\":\"rmp:2184715\",\"instructor_name\":\"Cliff Robb\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI4OTc0MDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\"},{\"comment\":\"Amanda is genuinely the best professor I have had at this university. This class had a lot of difficult content but she is very encouraging and will do anything in her power to make sure that you understand what is going on. 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Exams are open resource, but the difficult content demands hard study.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Cliff Robb\",\"review_date\":\"2017-11-28 00:58:47 +0000 UTC\",\"review_id\":\"24c9d08e9821d018528135b6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2184715\",\"source_review_id\":\"UmF0aW5nLTI4OTc0MDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\",\"type\":\"review\"},{\"instructor_name\":\"Cliff Robb\",\"review_date\":\"2018-12-13 20:09:58 +0000 UTC\",\"review_id\":\"36867ff3c78d6196d6d0ffd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2184715\",\"source_review_id\":\"UmF0aW5nLTMxMDEwNTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\",\"type\":\"review\"},{\"instructor_name\":\"Cliff Robb\",\"review_date\":\"2025-11-05 16:38:10 +0000 UTC\",\"review_id\":\"c9dfe240cf22c5e7c8507fd2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2184715\",\"source_review_id\":\"UmF0aW5nLTQxODA3MTc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\",\"type\":\"review\"}],\"text\":\"Historical reviews of Cliff Robb: Cliff Robb receives mixed reviews for making lectures engaging, with some finding topics boring despite his efforts and others praising his humor and ability to spark interest. Reviewers note he is helpful and provides good exam reviews, though one criticizes vague TA advice and a tough investment project.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Cliff Robb\",\"review_date\":\"2017-11-28 00:58:47 +0000 UTC\",\"review_id\":\"24c9d08e9821d018528135b6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2184715\",\"source_review_id\":\"UmF0aW5nLTI4OTc0MDIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\",\"type\":\"review\"},{\"instructor_name\":\"Cliff Robb\",\"review_date\":\"2018-12-13 20:09:58 +0000 UTC\",\"review_id\":\"36867ff3c78d6196d6d0ffd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2184715\",\"source_review_id\":\"UmF0aW5nLTMxMDEwNTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\",\"type\":\"review\"},{\"instructor_name\":\"Cliff Robb\",\"review_date\":\"2025-11-05 16:38:10 +0000 UTC\",\"review_id\":\"c9dfe240cf22c5e7c8507fd2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2184715\",\"source_review_id\":\"UmF0aW5nLTQxODA3MTc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2026-04-08 00:49:50 +0000 UTC\",\"review_id\":\"b6782463a44de9a707a72cbd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyNzk1NTEw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"}],\"text\":\"Reviews for historical instructors Cliff Robb and Amanda Kozlowski are polarized. While some found Robb engaging and Kozlowski encouraging, others found his lectures boring and noted vague TA support. The course content is consistently described as difficult.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.54 GPA, 81.1% A/AB (n=37 letter grades); Fall 2025: 3.60 GPA, 83.8% A/AB (n=99 letter grades); Spring 2026: 3.10 GPA, 52.4% A/AB (n=42 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Cliff Robb\",\"review_date\":\"2018-12-13 20:09:58 +0000 UTC\",\"review_id\":\"36867ff3c78d6196d6d0ffd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2184715\",\"source_review_id\":\"UmF0aW5nLTMxMDEwNTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\",\"type\":\"review\"},{\"instructor_name\":\"Cliff Robb\",\"review_date\":\"2025-11-05 16:38:10 +0000 UTC\",\"review_id\":\"c9dfe240cf22c5e7c8507fd2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2184715\",\"source_review_id\":\"UmF0aW5nLTQxODA3MTc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2184715\",\"type\":\"review\"}],\"text\":\"Historical reviews of Cliff Robb: Cliff Robb is praised for making dull topics fun and providing good exam reviews, though the textbook is necessary. He is also described as hilarious and engaging.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"AMANDA KOZLOWSKI is recorded teaching in Fall 2023, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":101,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":101,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"BELKIS CERRATO CACERES is recorded teaching in Spring 2024, Fall 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"source_record\":{\"entity_id\":\"346f8921-d5db-3826-b124-15074e0fdda6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"CLIFFORD ROBB is recorded teaching in Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023. 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}]