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Fall 2025: 3.47 GPA, 61.5% A/AB (n=78 letter grades).\"}]}],\"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\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.44 GPA, 64.0% A/AB (n=111 letter grades); Fall 2024: 3.52 GPA, 73.3% A/AB (n=86 letter grades); Fall 2025: 3.47 GPA, 61.5% A/AB (n=78 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"}],\"text\":\"BRET HANLON is recorded teaching in Fall 2010, Fall 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"}],\"text\":\"BRET LARGET is recorded teaching in Fall 2010, Fall 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"BRIAN POWERS is recorded teaching in Fall 2023, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"CECILE ANE is recorded teaching in Fall 2006, Fall 2007, Fall 2008, Fall 2009, Fall 2014, Fall 2017, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"DEBRAJ DAS is recorded teaching in Fall 2017. 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":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","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_72cc7ddf48330b71523f309f","course_id":"F&WECOL/STAT 571","catalog_version_id":"d65f4a6f6db3d2660e1ad68c675d1d3ee3f23a23fb46ec4594e6cbb12c6fceca","record_version_id":"bfd1efb5938f052196bc7ef89faee481c590568ff15200ba024e0cb49f797822","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"9f4869e95a6ea13db9b1a6351cfb0b8355959979c3c22e22d02779b9519f0588","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","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_72cc7ddf48330b71523f309f","course_id":"F&WECOL/STAT 571","catalog_version_id":"d65f4a6f6db3d2660e1ad68c675d1d3ee3f23a23fb46ec4594e6cbb12c6fceca","record_version_id":"bfd1efb5938f052196bc7ef89faee481c590568ff15200ba024e0cb49f797822","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"9f4869e95a6ea13db9b1a6351cfb0b8355959979c3c22e22d02779b9519f0588","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"biostatistics methods\",\"ANOVA regression bioscience\",\"statistical inference diagnostics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"F&WECOL/STAT 571\",\"field\":\"description\",\"quote\":\"Descriptive statistics, distributions, one- and two-sample normal inference, power, one-way ANOVA, simple linear regression, categorical data, non-parametric methods; underlying assumptions and diagnostic work.\"}],\"text\":\"Perform descriptive statistics, normal inference, power analysis, ANOVA, regression, and non-parametric methods with diagnostic work.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"F&WECOL/STAT 571\",\"field\":\"title\",\"quote\":\"STATISTICAL METHODS FOR BIOSCIENCE I\"},{\"course_id\":\"F&WECOL/STAT 571\",\"field\":\"description\",\"quote\":\"Descriptive statistics, distributions, one- and two-sample normal inference, power, one-way ANOVA, simple linear regression, categorical data, non-parametric methods; underlying assumptions and diagnostic work.\"}],\"text\":\"STATISTICAL METHODS FOR BIOSCIENCE I covers statistical inference, ANOVA, regression, and diagnostics for bioscience applications.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"F&WECOL/STAT 571\",\"field\":\"description\",\"quote\":\"Descriptive statistics, distributions, one- and two-sample normal inference, power, one-way ANOVA, simple linear regression, categorical data, non-parametric methods\"}],\"text\":\"Descriptive statistics, distributions, normal inference, power, ANOVA, regression, categorical data, non-parametric methods\"},{\"evidence\":[{\"course_id\":\"F&WECOL/STAT 571\",\"field\":\"description\",\"quote\":\"underlying assumptions and diagnostic work\"}],\"text\":\"Underlying assumptions and diagnostic work\"}]}","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_72cc7ddf48330b71523f309f","course_id":"F&WECOL/STAT 571","catalog_version_id":"d65f4a6f6db3d2660e1ad68c675d1d3ee3f23a23fb46ec4594e6cbb12c6fceca","record_version_id":"bfd1efb5938f052196bc7ef89faee481c590568ff15200ba024e0cb49f797822","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"9f4869e95a6ea13db9b1a6351cfb0b8355959979c3c22e22d02779b9519f0588","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Well planned, easy to understand lectures and relevant assignments.  Lecture slides were often not posted until just a few hours prior to the lecture (frustrating to students...hard to print prior to lecture).  Exams were fair and tested required knowledge well.\",\"course_id\":\"F&WECOL/STAT 571\",\"date\":\"2011-01-14 10:44:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"36b750ef4eea32093ec4f722\",\"instructor_id\":\"rmp:566625\",\"instructor_name\":\"Bret Larget\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MTM4MzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/566625\"},{\"comment\":\"Bret really cares a lot about his students and wants you to succeed.  I highly recommend going into his office hours as he has a great way to explain it using a white board, which is in his office space.  He'll make time to help just don't get behind!!!\",\"course_id\":\"F&WECOL/STAT 571\",\"date\":\"2012-07-10 18:16:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"a9c258633e9c0aadb8511766\",\"instructor_id\":\"rmp:1530102\",\"instructor_name\":\"Bret Hanlon\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwNDgxMDk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1530102\"},{\"comment\":\"Cecile is a great professor. Explains the lecture very well. Very helpful all the time.\",\"course_id\":\"F&WECOL/STAT 571\",\"date\":\"2017-11-14 17:28:21 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d2cf316a2a0396a335959e57\",\"instructor_id\":\"rmp:755215\",\"instructor_name\":\"Cecile Ane\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4ODk2OTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/755215\"},{\"comment\":\"The material for the course is not very difficult, but he is so poor at teaching that hardly any of it was communicated during lecture. Would have been okay to teach myself using the fairly helpful textbook, but the exams had problems over material we'd never seen or worked before, and were 80% of the total grade. Would not recommend to anyone.\",\"course_id\":\"F&WECOL/STAT 571\",\"date\":\"2017-12-30 15:39:34 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"c105c907af86d0cb9543ac6d\",\"instructor_id\":\"rmp:2280597\",\"instructor_name\":\"Debraj Das\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5MzYxMDM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2280597\"}],\"evidence_count\":4,\"review_ids\":[\"36b750ef4eea32093ec4f722\",\"a9c258633e9c0aadb8511766\",\"d2cf316a2a0396a335959e57\",\"c105c907af86d0cb9543ac6d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1530102\",\"name\":\"Bret Hanlon\"},{\"id\":\"rmp:2280597\",\"name\":\"Debraj Das\"},{\"id\":\"rmp:566625\",\"name\":\"Bret Larget\"},{\"id\":\"rmp:755215\",\"name\":\"Cecile Ane\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor; some are clear and helpful while others are poor communicators.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Well planned, easy to understand lectures and relevant assignments.  Lecture slides were often not posted until just a few hours prior to the lecture (frustrating to students...hard to print prior to lecture).  Exams were fair and tested required knowledge well.\",\"course_id\":\"F&WECOL/STAT 571\",\"date\":\"2011-01-14 10:44:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"36b750ef4eea32093ec4f722\",\"instructor_id\":\"rmp:566625\",\"instructor_name\":\"Bret Larget\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MTM4MzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/566625\"},{\"comment\":\"The material for the course is not very difficult, but he is so poor at teaching that hardly any of it was communicated during lecture. Would have been okay to teach myself using the fairly helpful textbook, but the exams had problems over material we'd never seen or worked before, and were 80% of the total grade. Would not recommend to anyone.\",\"course_id\":\"F&WECOL/STAT 571\",\"date\":\"2017-12-30 15:39:34 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"c105c907af86d0cb9543ac6d\",\"instructor_id\":\"rmp:2280597\",\"instructor_name\":\"Debraj Das\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5MzYxMDM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2280597\"}],\"evidence_count\":2,\"review_ids\":[\"36b750ef4eea32093ec4f722\",\"c105c907af86d0cb9543ac6d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2280597\",\"name\":\"Debraj Das\"},{\"id\":\"rmp:566625\",\"name\":\"Bret Larget\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2011\"},\"sentiment\":\"mixed\",\"summary\":\"Exams are generally fair and test required knowledge, though one instructor's exams covered unseen material.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Well planned, easy to understand lectures and relevant assignments.  Lecture slides were often not posted until just a few hours prior to the lecture (frustrating to students...hard to print prior to lecture).  Exams were fair and tested required knowledge well.\",\"course_id\":\"F&WECOL/STAT 571\",\"date\":\"2011-01-14 10:44:09 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"36b750ef4eea32093ec4f722\",\"instructor_id\":\"rmp:566625\",\"instructor_name\":\"Bret Larget\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4MTM4MzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/566625\"}],\"evidence_count\":1,\"review_ids\":[\"36b750ef4eea32093ec4f722\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:566625\",\"name\":\"Bret Larget\"}],\"review_year_end\":\"2011\",\"review_year_start\":\"2011\"},\"sentiment\":\"negative\",\"summary\":\"Lecture slides are often posted late, making it difficult for students to prepare or print materials in advance.\"}]}","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_72cc7ddf48330b71523f309f","course_id":"F&WECOL/STAT 571","catalog_version_id":"d65f4a6f6db3d2660e1ad68c675d1d3ee3f23a23fb46ec4594e6cbb12c6fceca","record_version_id":"bfd1efb5938f052196bc7ef89faee481c590568ff15200ba024e0cb49f797822","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"9f4869e95a6ea13db9b1a6351cfb0b8355959979c3c22e22d02779b9519f0588","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"ecb5525bfc21903c235652dfe90e905057f6e6c30456493fab2236d4882ad2c9\",\"course_id\":\"F&WECOL/STAT 571\",\"current_instructors\":[{\"instructor_uid\":\"instructor_b87779c096c1e7569483fa4b\",\"message\":\"No course-specific reviews available\",\"name\":\"Brian Powers\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2835672\",\"summary\":[{\"citations\":[{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.35 GPA, 60.9% A/AB (n=46 letter grades); Fall 2025: 3.47 GPA, 61.5% A/AB (n=78 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Bret Larget\",\"review_date\":\"2011-01-14 10:44:09 +0000 UTC\",\"review_id\":\"36b750ef4eea32093ec4f722\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:566625\",\"source_review_id\":\"UmF0aW5nLTE4MTM4MzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/566625\",\"type\":\"review\"},{\"instructor_name\":\"Debraj Das\",\"review_date\":\"2017-12-30 15:39:34 +0000 UTC\",\"review_id\":\"c105c907af86d0cb9543ac6d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2280597\",\"source_review_id\":\"UmF0aW5nLTI5MzYxMDM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2280597\",\"type\":\"review\"}],\"text\":\"Historical reviews of Bret Larget, Debraj Das: Exams can be difficult and heavily weighted, with one reviewer noting they covered unseen material, while another found them fair and focused on required knowledge.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Bret Larget\",\"review_date\":\"2011-01-14 10:44:09 +0000 UTC\",\"review_id\":\"36b750ef4eea32093ec4f722\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:566625\",\"source_review_id\":\"UmF0aW5nLTE4MTM4MzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/566625\",\"type\":\"review\"},{\"instructor_name\":\"Bret Hanlon\",\"review_date\":\"2012-07-10 18:16:25 +0000 UTC\",\"review_id\":\"a9c258633e9c0aadb8511766\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1530102\",\"source_review_id\":\"UmF0aW5nLTIwNDgxMDk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1530102\",\"type\":\"review\"},{\"instructor_name\":\"Cecile Ane\",\"review_date\":\"2017-11-14 17:28:21 +0000 UTC\",\"review_id\":\"d2cf316a2a0396a335959e57\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:755215\",\"source_review_id\":\"UmF0aW5nLTI4ODk2OTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/755215\",\"type\":\"review\"},{\"instructor_name\":\"Debraj Das\",\"review_date\":\"2017-12-30 15:39:34 +0000 UTC\",\"review_id\":\"c105c907af86d0cb9543ac6d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2280597\",\"source_review_id\":\"UmF0aW5nLTI5MzYxMDM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2280597\",\"type\":\"review\"}],\"text\":\"Brian Powers is the current instructor. Historical reviews for Bret Larget, Bret Hanlon, and Cecile Ane praise clear lectures, helpful office hours, and supportive teaching. Conversely, Debraj Das received poor reviews for ineffective instruction and exams covering untaught material.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Bret Larget\",\"review_date\":\"2011-01-14 10:44:09 +0000 UTC\",\"review_id\":\"36b750ef4eea32093ec4f722\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:566625\",\"source_review_id\":\"UmF0aW5nLTE4MTM4MzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/566625\",\"type\":\"review\"},{\"instructor_name\":\"Bret Hanlon\",\"review_date\":\"2012-07-10 18:16:25 +0000 UTC\",\"review_id\":\"a9c258633e9c0aadb8511766\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1530102\",\"source_review_id\":\"UmF0aW5nLTIwNDgxMDk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1530102\",\"type\":\"review\"},{\"instructor_name\":\"Cecile Ane\",\"review_date\":\"2017-11-14 17:28:21 +0000 UTC\",\"review_id\":\"d2cf316a2a0396a335959e57\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:755215\",\"source_review_id\":\"UmF0aW5nLTI4ODk2OTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/755215\",\"type\":\"review\"}],\"text\":\"Historical instructors like Bret Larget, Bret Hanlon, and Cecile Ane received praise for clear lectures and helpfulness, while Debraj Das was criticized for poor teaching and unfair exams.\"},{\"citations\":[{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.44 GPA, 64.0% A/AB (n=111 letter grades); Fall 2024: 3.52 GPA, 73.3% A/AB (n=86 letter grades); Fall 2025: 3.47 GPA, 61.5% A/AB (n=78 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Bret Larget\",\"review_date\":\"2011-01-14 10:44:09 +0000 UTC\",\"review_id\":\"36b750ef4eea32093ec4f722\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:566625\",\"source_review_id\":\"UmF0aW5nLTE4MTM4MzUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/566625\",\"type\":\"review\"},{\"instructor_name\":\"Bret Hanlon\",\"review_date\":\"2012-07-10 18:16:25 +0000 UTC\",\"review_id\":\"a9c258633e9c0aadb8511766\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1530102\",\"source_review_id\":\"UmF0aW5nLTIwNDgxMDk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1530102\",\"type\":\"review\"}],\"text\":\"Historical reviews of Bret Hanlon, Bret Larget: Students found office hours helpful for understanding concepts, though late posting of lecture slides was a frustrating logistical issue.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"}],\"text\":\"BRET HANLON is recorded teaching in Fall 2010, Fall 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"}],\"text\":\"BRET LARGET is recorded teaching in Fall 2010, Fall 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"BRIAN POWERS is recorded teaching in Fall 2023, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"CECILE ANE is recorded teaching in Fall 2006, Fall 2007, Fall 2008, Fall 2009, Fall 2014, Fall 2017, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"F&WECOL/STAT 571\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"source_record\":{\"entity_id\":\"ffb82e09-6816-3a8e-9345-8e59f9f05d05\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"DEBRAJ DAS is recorded teaching in Fall 2017. 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}]