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She made sure classes weren't too difficult and earning an A was very attainable. Easily one of my favorite professors and I am taking another class with her this semester.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-01-20 00:01:09 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"90631908d9ef282ed1207389\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTIwOTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Really nice and kind teacher. classes are mainly notes or practicing coaching skills. 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I truly enjoyed her class and would take it again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-07-22 15:13:57 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"}],\"evidence_count\":6,\"review_ids\":[\"9c15d2f5afab7e0fb8fb9416\",\"b2b98cc1e8745719f54416d2\",\"d711d3f3484cd17adef4331a\",\"90631908d9ef282ed1207389\",\"340532971e0f1fdde237139f\",\"6d6b2eca5e3d7ab3b7a05cf9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2044859\",\"name\":\"Margaret Peggy Olive\"},{\"id\":\"rmp:3126675\",\"name\":\"Amanda Kozlowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are described as sweet, helpful, personable, and wonderful, with a focus on making lectures meaningful and connecting them to students' personal lives.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Peggy is very sweet and knows a ton about how to be an effective coach! 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Learned a ton from her and would definitely take her class again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-04-14 16:33:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"340532971e0f1fdde237139f\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODMzMTQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Professor Kozlowski is one of the best professors I've had during my time at UW. She always made lectures and lessons meaningful through finding ways to connect them to our personal lives. Any of the work we did outside of class was actually super helpful to what we were learning. I truly enjoyed her class and would take it again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-07-22 15:13:57 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"}],\"evidence_count\":6,\"review_ids\":[\"9c15d2f5afab7e0fb8fb9416\",\"b2b98cc1e8745719f54416d2\",\"d711d3f3484cd17adef4331a\",\"90631908d9ef282ed1207389\",\"340532971e0f1fdde237139f\",\"6d6b2eca5e3d7ab3b7a05cf9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2044859\",\"name\":\"Margaret Peggy Olive\"},{\"id\":\"rmp:3126675\",\"name\":\"Amanda Kozlowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Students consistently rate the professor highly (5/5), recommend the class, and express enjoyment, with some calling it their favorite.\"}]}","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_3d8960578233a667a81a6f6c","course_id":"CNSRSCI 355","catalog_version_id":"58d5b9e1b4dffd0c713f64eeb2879178c740f7dac3f3888beb5dcb9685a8222c","record_version_id":"ebca3cbf2a3daad8626a6ddbcf4a4d09d5946fb0e9ba9b515a8f195907e421f1","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"5023744a2702e2d909114b2a4acc410f7d63c68b1aa8627cbbad65355c66f6c7","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"6d3f42c9ec89302dc00b4ec05ea1cb91feb5504f9af54485a6d446a16ee3ab35\",\"course_id\":\"CNSRSCI 355\",\"current_instructors\":[{\"instructor_uid\":\"instructor_73d012f2e68b1a34d9ab3442\",\"message\":null,\"name\":\"Amanda Kozlowski\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:3126675\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2025-12-03 20:57:37 +0000 UTC\",\"review_id\":\"b2b98cc1e8745719f54416d2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyMDE5NDk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2025-12-06 00:10:53 +0000 UTC\",\"review_id\":\"d711d3f3484cd17adef4331a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyMDY0ODM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2026-01-20 00:01:09 +0000 UTC\",\"review_id\":\"90631908d9ef282ed1207389\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyNTIwOTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2026-04-14 16:33:29 +0000 UTC\",\"review_id\":\"340532971e0f1fdde237139f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyODMzMTQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2026-07-22 15:13:57 +0000 UTC\",\"review_id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"}],\"text\":\"Amanda Kozlowski is consistently praised as helpful, personable, and accommodating, with reviewers noting her willingness to assist struggling students and encourage collaboration. Students report that she makes the course material meaningful by connecting lessons to personal lives, resulting in an attainable workload and high satisfaction.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.74 GPA, 88.9% A/AB (n=90 letter grades); Fall 2025: 3.86 GPA, 93.4% A/AB (n=152 letter grades); Spring 2026: 3.73 GPA, 86.8% A/AB (n=114 letter grades). 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Kozlowski is consistently praised as an awesome, helpful, and personable instructor who makes earning an A attainable and classes enjoyable.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 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She made sure classes weren't too difficult and earning an A was very attainable. Easily one of my favorite professors and I am taking another class with her this semester.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-01-20 00:01:09 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"90631908d9ef282ed1207389\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTIwOTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Really nice and kind teacher. classes are mainly notes or practicing coaching skills. 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I truly enjoyed her class and would take it again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-07-22 15:13:57 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"}],\"evidence_count\":6,\"review_ids\":[\"9c15d2f5afab7e0fb8fb9416\",\"b2b98cc1e8745719f54416d2\",\"d711d3f3484cd17adef4331a\",\"90631908d9ef282ed1207389\",\"340532971e0f1fdde237139f\",\"6d6b2eca5e3d7ab3b7a05cf9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2044859\",\"name\":\"Margaret Peggy Olive\"},{\"id\":\"rmp:3126675\",\"name\":\"Amanda Kozlowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Students consistently rate the professor highly (5/5), recommend the class, and express enjoyment, with some calling it their favorite.\"}]}","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_3d8960578233a667a81a6f6c","course_id":"CNSRSCI 355","catalog_version_id":"58d5b9e1b4dffd0c713f64eeb2879178c740f7dac3f3888beb5dcb9685a8222c","record_version_id":"ebca3cbf2a3daad8626a6ddbcf4a4d09d5946fb0e9ba9b515a8f195907e421f1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"198477023f36a4c35c6e3c5455aba4017456cf9b781ade120e75a7b00cf8ef9a","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_3d8960578233a667a81a6f6c","course_id":"CNSRSCI 355","catalog_version_id":"58d5b9e1b4dffd0c713f64eeb2879178c740f7dac3f3888beb5dcb9685a8222c","record_version_id":"ebca3cbf2a3daad8626a6ddbcf4a4d09d5946fb0e9ba9b515a8f195907e421f1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"198477023f36a4c35c6e3c5455aba4017456cf9b781ade120e75a7b00cf8ef9a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"financial coaching\",\"positive psychology\",\"behavioral economics\",\"financial capability\",\"asset building services\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 355\",\"field\":\"description\",\"quote\":\"Prepare for financial, social work, and asset building services\"}],\"text\":\"Preparation for financial, social work, and asset building services\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CNSRSCI 355\",\"field\":\"description\",\"quote\":\"Financial coaching is an approach influenced by the fields of positive psychology and behavioral economics to help individuals build financial capability.\"}],\"text\":\"CNSRSCI 355 teaches financial coaching using positive psychology and behavioral economics to help individuals build financial capability.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CNSRSCI 355\",\"field\":\"description\",\"quote\":\"Financial coaching is an approach influenced by the fields of positive psychology and behavioral economics\"}],\"text\":\"Financial coaching, positive psychology, and behavioral economics\"},{\"evidence\":[{\"course_id\":\"CNSRSCI 355\",\"field\":\"description\",\"quote\":\"help individuals build financial capability\"}],\"text\":\"Building individual financial capability\"}]}","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_3d8960578233a667a81a6f6c","course_id":"CNSRSCI 355","catalog_version_id":"58d5b9e1b4dffd0c713f64eeb2879178c740f7dac3f3888beb5dcb9685a8222c","record_version_id":"ebca3cbf2a3daad8626a6ddbcf4a4d09d5946fb0e9ba9b515a8f195907e421f1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"198477023f36a4c35c6e3c5455aba4017456cf9b781ade120e75a7b00cf8ef9a","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Peggy is very sweet and knows a ton about how to be an effective coach! 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She made sure classes weren't too difficult and earning an A was very attainable. Easily one of my favorite professors and I am taking another class with her this semester.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-01-20 00:01:09 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"90631908d9ef282ed1207389\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTIwOTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Really nice and kind teacher. classes are mainly notes or practicing coaching skills. Learned a ton from her and would definitely take her class again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-04-14 16:33:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"340532971e0f1fdde237139f\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODMzMTQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Professor Kozlowski is one of the best professors I've had during my time at UW. She always made lectures and lessons meaningful through finding ways to connect them to our personal lives. Any of the work we did outside of class was actually super helpful to what we were learning. I truly enjoyed her class and would take it again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-07-22 15:13:57 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"}],\"evidence_count\":6,\"review_ids\":[\"9c15d2f5afab7e0fb8fb9416\",\"b2b98cc1e8745719f54416d2\",\"d711d3f3484cd17adef4331a\",\"90631908d9ef282ed1207389\",\"340532971e0f1fdde237139f\",\"6d6b2eca5e3d7ab3b7a05cf9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2044859\",\"name\":\"Margaret Peggy Olive\"},{\"id\":\"rmp:3126675\",\"name\":\"Amanda Kozlowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are described as sweet, helpful, personable, and wonderful, with a focus on making lectures meaningful and connecting them to students' personal lives.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Peggy is very sweet and knows a ton about how to be an effective coach! 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Definitely Recommend.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2025-12-03 20:57:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"b2b98cc1e8745719f54416d2\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMDE5NDk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Genuinely my favorite professor at this school. She is wonderful, will help with anything you need. Amanda is very forgiving and accommodating.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2025-12-06 00:10:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"d711d3f3484cd17adef4331a\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMDY0ODM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Amazing professor, she is super nice. She made sure classes weren't too difficult and earning an A was very attainable. Easily one of my favorite professors and I am taking another class with her this semester.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-01-20 00:01:09 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"90631908d9ef282ed1207389\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTIwOTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Really nice and kind teacher. classes are mainly notes or practicing coaching skills. Learned a ton from her and would definitely take her class again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-04-14 16:33:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"340532971e0f1fdde237139f\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODMzMTQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Professor Kozlowski is one of the best professors I've had during my time at UW. She always made lectures and lessons meaningful through finding ways to connect them to our personal lives. Any of the work we did outside of class was actually super helpful to what we were learning. I truly enjoyed her class and would take it again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-07-22 15:13:57 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"}],\"evidence_count\":6,\"review_ids\":[\"9c15d2f5afab7e0fb8fb9416\",\"b2b98cc1e8745719f54416d2\",\"d711d3f3484cd17adef4331a\",\"90631908d9ef282ed1207389\",\"340532971e0f1fdde237139f\",\"6d6b2eca5e3d7ab3b7a05cf9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2044859\",\"name\":\"Margaret Peggy Olive\"},{\"id\":\"rmp:3126675\",\"name\":\"Amanda Kozlowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Classes are not too difficult, earning an A is attainable, and the difficulty rating is consistently low (1-2).\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Amazing professor, she is super nice. She made sure classes weren't too difficult and earning an A was very attainable. Easily one of my favorite professors and I am taking another class with her this semester.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-01-20 00:01:09 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"90631908d9ef282ed1207389\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTIwOTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Professor Kozlowski is one of the best professors I've had during my time at UW. She always made lectures and lessons meaningful through finding ways to connect them to our personal lives. Any of the work we did outside of class was actually super helpful to what we were learning. I truly enjoyed her class and would take it again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-07-22 15:13:57 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"}],\"evidence_count\":2,\"review_ids\":[\"90631908d9ef282ed1207389\",\"6d6b2eca5e3d7ab3b7a05cf9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3126675\",\"name\":\"Amanda Kozlowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2026\"},\"sentiment\":\"positive\",\"summary\":\"Earning an A is very attainable, and the work outside of class is considered super helpful.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Peggy is very sweet and knows a ton about how to be an effective coach! 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Definitely Recommend.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2025-12-03 20:57:37 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"b2b98cc1e8745719f54416d2\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMDE5NDk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Genuinely my favorite professor at this school. She is wonderful, will help with anything you need. Amanda is very forgiving and accommodating.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2025-12-06 00:10:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"d711d3f3484cd17adef4331a\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMDY0ODM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Amazing professor, she is super nice. She made sure classes weren't too difficult and earning an A was very attainable. Easily one of my favorite professors and I am taking another class with her this semester.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-01-20 00:01:09 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"90631908d9ef282ed1207389\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTIwOTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Really nice and kind teacher. classes are mainly notes or practicing coaching skills. 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I truly enjoyed her class and would take it again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-07-22 15:13:57 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"}],\"evidence_count\":6,\"review_ids\":[\"9c15d2f5afab7e0fb8fb9416\",\"b2b98cc1e8745719f54416d2\",\"d711d3f3484cd17adef4331a\",\"90631908d9ef282ed1207389\",\"340532971e0f1fdde237139f\",\"6d6b2eca5e3d7ab3b7a05cf9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2044859\",\"name\":\"Margaret Peggy Olive\"},{\"id\":\"rmp:3126675\",\"name\":\"Amanda Kozlowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Students consistently rate the professor highly (5/5), recommend the class, and express enjoyment, with some calling it their favorite.\"}]}","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_3d8960578233a667a81a6f6c","course_id":"CNSRSCI 355","catalog_version_id":"58d5b9e1b4dffd0c713f64eeb2879178c740f7dac3f3888beb5dcb9685a8222c","record_version_id":"ebca3cbf2a3daad8626a6ddbcf4a4d09d5946fb0e9ba9b515a8f195907e421f1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"198477023f36a4c35c6e3c5455aba4017456cf9b781ade120e75a7b00cf8ef9a","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"6d3f42c9ec89302dc00b4ec05ea1cb91feb5504f9af54485a6d446a16ee3ab35\",\"course_id\":\"CNSRSCI 355\",\"current_instructors\":[{\"instructor_uid\":\"instructor_73d012f2e68b1a34d9ab3442\",\"message\":\"Summary generation failed\",\"name\":\"Amanda Kozlowski\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:3126675\",\"summary\":[{\"citations\":[{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.74 GPA, 88.9% A/AB (n=90 letter grades); 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Learned a ton from her and would definitely take her class again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-04-14 16:33:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"340532971e0f1fdde237139f\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODMzMTQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Professor Kozlowski is one of the best professors I've had during my time at UW. She always made lectures and lessons meaningful through finding ways to connect them to our personal lives. Any of the work we did outside of class was actually super helpful to what we were learning. I truly enjoyed her class and would take it again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-07-22 15:13:57 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"}],\"evidence_count\":6,\"review_ids\":[\"9c15d2f5afab7e0fb8fb9416\",\"b2b98cc1e8745719f54416d2\",\"d711d3f3484cd17adef4331a\",\"90631908d9ef282ed1207389\",\"340532971e0f1fdde237139f\",\"6d6b2eca5e3d7ab3b7a05cf9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2044859\",\"name\":\"Margaret Peggy Olive\"},{\"id\":\"rmp:3126675\",\"name\":\"Amanda Kozlowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Students consistently rate the professor highly (5/5), recommend the class, and express enjoyment, with some calling it their favorite.\"}]}","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_3d8960578233a667a81a6f6c","course_id":"CNSRSCI 355","catalog_version_id":"58d5b9e1b4dffd0c713f64eeb2879178c740f7dac3f3888beb5dcb9685a8222c","record_version_id":"ebca3cbf2a3daad8626a6ddbcf4a4d09d5946fb0e9ba9b515a8f195907e421f1","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"15f106b465043710d3643e0b60ca6e009a5378799229538a926abe72222c01a2","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"6d3f42c9ec89302dc00b4ec05ea1cb91feb5504f9af54485a6d446a16ee3ab35\",\"course_id\":\"CNSRSCI 355\",\"current_instructors\":[{\"instructor_uid\":\"instructor_73d012f2e68b1a34d9ab3442\",\"message\":null,\"name\":\"Amanda Kozlowski\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:3126675\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2025-12-03 20:57:37 +0000 UTC\",\"review_id\":\"b2b98cc1e8745719f54416d2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyMDE5NDk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2025-12-06 00:10:53 +0000 UTC\",\"review_id\":\"d711d3f3484cd17adef4331a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyMDY0ODM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2026-01-20 00:01:09 +0000 UTC\",\"review_id\":\"90631908d9ef282ed1207389\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyNTIwOTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2026-04-14 16:33:29 +0000 UTC\",\"review_id\":\"340532971e0f1fdde237139f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyODMzMTQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2026-07-22 15:13:57 +0000 UTC\",\"review_id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"}],\"text\":\"Amanda Kozlowski is consistently praised as helpful, personable, and accommodating, with reviewers noting her willingness to assist struggling students and encourage collaboration. Students report that she makes the course material meaningful by connecting lessons to personal lives, resulting in an attainable workload and high satisfaction.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.74 GPA, 88.9% A/AB (n=90 letter grades); Fall 2025: 3.86 GPA, 93.4% A/AB (n=152 letter grades); Spring 2026: 3.73 GPA, 86.8% A/AB (n=114 letter grades). 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learning.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Margaret Peggy Olive\",\"review_date\":\"2018-12-13 20:17:20 +0000 UTC\",\"review_id\":\"9c15d2f5afab7e0fb8fb9416\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2044859\",\"source_review_id\":\"UmF0aW5nLTMxMDEwNzI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2044859\",\"type\":\"review\"}],\"text\":\"Historical reviews for instructor Margaret Olive describe her as sweet and knowledgeable about effective coaching, with one student reporting a great learning experience (review:1).\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2025-12-03 20:57:37 +0000 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Kozlowski is consistently praised as an awesome, helpful, and personable instructor who makes earning an A attainable and classes enjoyable.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 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I truly enjoyed her class and would take it again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-07-22 15:13:57 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"}],\"evidence_count\":6,\"review_ids\":[\"9c15d2f5afab7e0fb8fb9416\",\"b2b98cc1e8745719f54416d2\",\"d711d3f3484cd17adef4331a\",\"90631908d9ef282ed1207389\",\"340532971e0f1fdde237139f\",\"6d6b2eca5e3d7ab3b7a05cf9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2044859\",\"name\":\"Margaret Peggy Olive\"},{\"id\":\"rmp:3126675\",\"name\":\"Amanda Kozlowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are described as sweet, helpful, personable, and wonderful, with a focus on making lectures meaningful and connecting them to students' personal lives.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Peggy is very sweet and knows a ton about how to be an effective coach! 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I truly enjoyed her class and would take it again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-07-22 15:13:57 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"}],\"evidence_count\":2,\"review_ids\":[\"90631908d9ef282ed1207389\",\"6d6b2eca5e3d7ab3b7a05cf9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:3126675\",\"name\":\"Amanda Kozlowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2026\"},\"sentiment\":\"positive\",\"summary\":\"Earning an A is very attainable, and the work outside of class is considered super helpful.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Peggy is very sweet and knows a ton about how to be an effective coach! 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She made sure classes weren't too difficult and earning an A was very attainable. Easily one of my favorite professors and I am taking another class with her this semester.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-01-20 00:01:09 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"90631908d9ef282ed1207389\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyNTIwOTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Really nice and kind teacher. classes are mainly notes or practicing coaching skills. Learned a ton from her and would definitely take her class again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-04-14 16:33:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"340532971e0f1fdde237139f\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyODMzMTQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"},{\"comment\":\"Professor Kozlowski is one of the best professors I've had during my time at UW. She always made lectures and lessons meaningful through finding ways to connect them to our personal lives. Any of the work we did outside of class was actually super helpful to what we were learning. I truly enjoyed her class and would take it again.\",\"course_id\":\"CNSRSCI 355\",\"date\":\"2026-07-22 15:13:57 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"instructor_id\":\"rmp:3126675\",\"instructor_name\":\"Amanda Kozlowski\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\"}],\"evidence_count\":6,\"review_ids\":[\"9c15d2f5afab7e0fb8fb9416\",\"b2b98cc1e8745719f54416d2\",\"d711d3f3484cd17adef4331a\",\"90631908d9ef282ed1207389\",\"340532971e0f1fdde237139f\",\"6d6b2eca5e3d7ab3b7a05cf9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2044859\",\"name\":\"Margaret Peggy Olive\"},{\"id\":\"rmp:3126675\",\"name\":\"Amanda Kozlowski\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Students consistently rate the professor highly (5/5), recommend the class, and express enjoyment, with some calling it their favorite.\"}]}","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_3d8960578233a667a81a6f6c","course_id":"CNSRSCI 355","catalog_version_id":"58d5b9e1b4dffd0c713f64eeb2879178c740f7dac3f3888beb5dcb9685a8222c","record_version_id":"ebca3cbf2a3daad8626a6ddbcf4a4d09d5946fb0e9ba9b515a8f195907e421f1","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"1e2a0e3cd5e5fd990a71435fda748f6fce953c13c5e9ef49d7bf8346522151c2","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"6d3f42c9ec89302dc00b4ec05ea1cb91feb5504f9af54485a6d446a16ee3ab35\",\"course_id\":\"CNSRSCI 355\",\"current_instructors\":[{\"instructor_uid\":\"instructor_73d012f2e68b1a34d9ab3442\",\"message\":null,\"name\":\"Amanda Kozlowski\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:3126675\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2025-12-03 20:57:37 +0000 UTC\",\"review_id\":\"b2b98cc1e8745719f54416d2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyMDE5NDk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2025-12-06 00:10:53 +0000 UTC\",\"review_id\":\"d711d3f3484cd17adef4331a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyMDY0ODM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2026-01-20 00:01:09 +0000 UTC\",\"review_id\":\"90631908d9ef282ed1207389\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyNTIwOTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2026-04-14 16:33:29 +0000 UTC\",\"review_id\":\"340532971e0f1fdde237139f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyODMzMTQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2026-07-22 15:13:57 +0000 UTC\",\"review_id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"}],\"text\":\"Amanda Kozlowski is consistently praised as helpful, personable, and accommodating, with reviewers noting her willingness to assist struggling students and encourage collaboration. Students report that she makes the course material meaningful by connecting lessons to personal lives, resulting in an attainable workload and high satisfaction.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.74 GPA, 88.9% A/AB (n=90 letter grades); Fall 2025: 3.86 GPA, 93.4% A/AB (n=152 letter grades); Spring 2026: 3.73 GPA, 86.8% A/AB (n=114 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2026-01-20 00:01:09 +0000 UTC\",\"review_id\":\"90631908d9ef282ed1207389\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyNTIwOTAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2026-04-14 16:33:29 +0000 UTC\",\"review_id\":\"340532971e0f1fdde237139f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyODMzMTQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"}],\"text\":\"Reviewers describe the course as not too difficult, with work focused on notes and practicing coaching skills that is super helpful to learning.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Margaret Peggy Olive\",\"review_date\":\"2018-12-13 20:17:20 +0000 UTC\",\"review_id\":\"9c15d2f5afab7e0fb8fb9416\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2044859\",\"source_review_id\":\"UmF0aW5nLTMxMDEwNzI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2044859\",\"type\":\"review\"}],\"text\":\"Amanda Kozlowski is the current instructor, but no reviews are available for her teaching. Historical reviews for Margaret Olive describe her as sweet and knowledgeable about coaching, with students reporting a great experience and learning outcomes.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2025-12-03 20:57:37 +0000 UTC\",\"review_id\":\"b2b98cc1e8745719f54416d2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyMDE5NDk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2025-12-06 00:10:53 +0000 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A/AB (n=152 letter grades); Spring 2026: 3.73 GPA, 86.8% A/AB (n=114 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2025-12-03 20:57:37 +0000 UTC\",\"review_id\":\"b2b98cc1e8745719f54416d2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQyMDE5NDk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"},{\"instructor_name\":\"Amanda Kozlowski\",\"review_date\":\"2026-07-22 15:13:57 +0000 UTC\",\"review_id\":\"6d6b2eca5e3d7ab3b7a05cf9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3126675\",\"source_review_id\":\"UmF0aW5nLTQzMzE3NjQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3126675\",\"type\":\"review\"}],\"text\":\"Students value in-class collaboration and lessons that connect to personal lives, finding the outside work meaningful and the overall experience highly 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355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"AMANDA KOZLOWSKI is recorded teaching in Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"CNSRSCI 355\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"source_record\":{\"entity_id\":\"7c362828-ab85-3aac-9a02-4a74f0df4092\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"MARGARET OLIVE is recorded teaching in Fall 2016, Spring 2017, Fall 2017, Fall 2018, Spring 2019, Fall 2019, Fall 2020. 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}]