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VERY poor lecturing skills. Never had a professor who was more unprepared for the course in my life. Read directly from the slides, but would misread important key words nearly every sentence.  I'm not even close to exaggerating when I say that her grammar skills are that of a 3rd grader. Close minded.\",\"course_id\":\"DS 220\",\"date\":\"2015-04-30 00:50:49 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"67337b8c6eee7a6d298ad62b\",\"instructor_id\":\"rmp:2007851\",\"instructor_name\":\"Kara  Freihoefer \",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI0NzAzMTI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2007851\"},{\"comment\":\"This professor was always available to talk about coursework and even what it is like to be a professional in the field. It helped that she worked for a firm. She provided clear instructions on assignments. 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Although there was a good amount of work to do with the projects, it was nothing horribly complicated, you just have to put the time in.\",\"course_id\":\"DS 220\",\"date\":\"2021-04-21 21:28:27 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9b1eef44f0288813446395d9\",\"instructor_id\":\"rmp:2475288\",\"instructor_name\":\"Lesley Sager\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NTk0NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\"}],\"evidence_count\":1,\"review_ids\":[\"9b1eef44f0288813446395d9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2475288\",\"name\":\"Lesley Sager\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2021\"},\"sentiment\":\"positive\",\"summary\":\"The workload involves projects that require time investment but are not considered horribly complicated.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"This professor was always available to talk about coursework and even what it is like to be a professional in the field. It helped that she worked for a firm. She provided clear instructions on assignments. Her desk critiquing and grading were tough though. \",\"course_id\":\"DS 220\",\"date\":\"2015-12-09 19:53:27 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b4111d4276fbd3c559f91fa8\",\"instructor_id\":\"rmp:2007851\",\"instructor_name\":\"Kara  Freihoefer \",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI1NjE1MjE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2007851\"},{\"comment\":\"I LOVE LESLEY! Please chose her as your studio instructor in 220. She is incredibly caring, funny and speaks her truth when giving feedback which is super helpful. For this class at least, she grades based on if you did the assignment correctly and well, and doesn't compare or judge your design based on others or her own liking. Well organized too!\",\"course_id\":\"DS 220\",\"date\":\"2023-05-08 04:18:34 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7129ffa5eb7dfe4e845d1c8f\",\"instructor_id\":\"rmp:2475288\",\"instructor_name\":\"Lesley Sager\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODUzNTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\"}],\"evidence_count\":2,\"review_ids\":[\"b4111d4276fbd3c559f91fa8\",\"7129ffa5eb7dfe4e845d1c8f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2007851\",\"name\":\"Kara  Freihoefer \"},{\"id\":\"rmp:2475288\",\"name\":\"Lesley Sager\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2015\"},\"sentiment\":\"mixed\",\"summary\":\"Grading was described as tough by one student, while another noted that grading was based on correct and well-done assignments without comparison to others.\"}]}","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_1f446eea828b11e33923146d","course_id":"DS 220","catalog_version_id":"9f69799fe9799b5dd6e975c535ba29d1dd23574b488adc4c1101f8a5a3f11be0","record_version_id":"9fe942e2158fee8ab71af99676a4f5a2dadc75f900fe55e46b5a3b1a139bc9f9","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"a9de8cd72c39f3f543fca1cacb7bd32a7bd8a4cffa89e7c4c05cc831d6a3dacb","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"36f7cbffcc46810b271db5e9c76f8cf13153b5e718d1b1290869df1cdc29c0b2\",\"course_id\":\"DS 220\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Lesley Sager\",\"review_date\":\"2021-04-21 21:28:27 +0000 UTC\",\"review_id\":\"9b1eef44f0288813446395d9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2475288\",\"source_review_id\":\"UmF0aW5nLTM0NTk0NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\",\"type\":\"review\"}],\"text\":\"Historical reviews of Lesley Sager: Project work requires significant time investment, though the tasks are not considered horribly complicated.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Lesley Sager\",\"review_date\":\"2021-04-21 21:28:27 +0000 UTC\",\"review_id\":\"9b1eef44f0288813446395d9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2475288\",\"source_review_id\":\"UmF0aW5nLTM0NTk0NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\",\"type\":\"review\"},{\"instructor_name\":\"Lesley Sager\",\"review_date\":\"2023-05-08 04:18:34 +0000 UTC\",\"review_id\":\"7129ffa5eb7dfe4e845d1c8f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2475288\",\"source_review_id\":\"UmF0aW5nLTM3ODUzNTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\",\"type\":\"review\"}],\"text\":\"Historical reviews of Lesley Sager: Lesley Sager is described as a caring, funny, and well-organized instructor who provides helpful, objective feedback on design projects. Reviewers appreciate her clear instructions and supportive nature, noting that she grades based on assignment completion rather than personal preference.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Lesley Sager\",\"review_date\":\"2021-04-21 21:28:27 +0000 UTC\",\"review_id\":\"9b1eef44f0288813446395d9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2475288\",\"source_review_id\":\"UmF0aW5nLTM0NTk0NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\",\"type\":\"review\"},{\"instructor_name\":\"Lesley Sager\",\"review_date\":\"2023-05-08 04:18:34 +0000 UTC\",\"review_id\":\"7129ffa5eb7dfe4e845d1c8f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2475288\",\"source_review_id\":\"UmF0aW5nLTM3ODUzNTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\",\"type\":\"review\"}],\"text\":\"Historical reviews for Lesley Sager describe her as a caring, well-organized instructor who provides helpful, objective feedback on design projects.\"},{\"citations\":[{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.86 GPA, 93.8% A/AB (n=65 letter grades); Spring 2025: 3.94 GPA, 98.5% A/AB (n=66 letter grades); Spring 2026: 3.90 GPA, 95.8% A/AB (n=71 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Lesley Sager\",\"review_date\":\"2023-05-08 04:18:34 +0000 UTC\",\"review_id\":\"7129ffa5eb7dfe4e845d1c8f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2475288\",\"source_review_id\":\"UmF0aW5nLTM3ODUzNTEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2475288\",\"type\":\"review\"}],\"text\":\"Historical reviews of Lesley Sager: Students appreciate that grading focuses on correct and well-executed assignments rather than subjective comparisons or personal preference.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"}],\"text\":\"KARA FREIHOEFER is recorded teaching in Spring 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"DS 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220\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"DS 220\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"source_record\":{\"entity_id\":\"16c9c492-c575-3423-8dde-6986fdf0a99c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"LESLEY SAGER is recorded teaching in Fall 2009, Spring 2010, Fall 2010, Spring 2011, Fall 2011, Spring 2012, Fall 2012, Spring 2013, Spring 2014, Spring 2016, Spring 2017, Spring 2022, Spring 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}]