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Topics include data preparation; exploratory data analysis; spatial, tabular, and graph structured data; dimensionality reduction; model visualization and interpretability; interactive queries and navigation.\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Covers statistical data visualization techniques in data science, including data prep, EDA, spatial/graph data, dimensionality reduction, and interactive models.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"spatial, tabular, and graph structured data\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Spatial, tabular, and graph data\"},{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"dimensionality reduction\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Dimensionality reduction\"},{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"model visualization and interpretability\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Model visualization and interpretability\"},{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"interactive queries and navigation\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Interactive queries and navigation\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_f57701752c565e5b0c704a1d","course_id":"STAT 436","catalog_version_id":"bed3349e6f8a005b79a7c4843356570252392cf4c4d4f9d49396812e0778ebb1","record_version_id":"bd34aeaf39f0544f2bab826fd9c2fd63feb130f3c8c6e3766b0985f009207c2b","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"42503677cdae38bf96a8f9715e2d3e18d07f1a2c9ac85488542181d8ce782c5f","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Kris really knows how to teach. Consider this, there are not many profs in our stat dep know how to articulate concepts even though they taught their class for years, while Kris who is just AP gives amazing lecture. He publishes clear online notes at the beginning of semester in Github. In-class examples are extremely helpful. \",\"course_id\":\"STAT 436\",\"date\":\"2024-03-16 16:04:08 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"35f61a701ee5535154989004\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Course: Better read notes before lectures and be prepared to do the code exercises. There will be a big group project, HW/portfolio and exams. \\nProf: Smart, accessible and helpful. Passionate about the topic, really knows what he is talking about and explains things well. 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Often, Canvas serves as a \\\"single source of truth\\\" for a given course. In STAT 436, the professor spreads their content over dozens of .docx files you must download and open. Many people like Kris for his personality – but that's not the be all end all for me. Oh well. \",\"course_id\":\"STAT 436\",\"date\":\"2025-03-02 19:35:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6b85bcaf8acc73ba1263aeb9\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNzI1MjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Kris is an organized, well-spoken professor! The class follows a flipped format: you learn mostly from the readings (do them!) and then the lecture is a demo. It's very easy to scrape an A in this class without caring much. However, the material is interesting and very valuable. 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There will be a big group project, HW/portfolio and exams. \\nProf: Smart, accessible and helpful. Passionate about the topic, really knows what he is talking about and explains things well. Give very clear and easy-to-follow grading rubric.\",\"course_id\":\"STAT 436\",\"date\":\"2024-12-26 23:27:42 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d27511a3a93dc80a8d296520\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDQyMDQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Class was beyond a joke. 1 test (Midterm) 1 all encompassing project. After the midterm you can abandon the lectures and be just fine. Kris is a good professor and teacher but the class is crazy. \",\"course_id\":\"STAT 436\",\"date\":\"2025-05-19 07:23:00 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"92c893ae09e47ac12b80b5dd\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxMzIwMzQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":2,\"review_ids\":[\"d27511a3a93dc80a8d296520\",\"92c893ae09e47ac12b80b5dd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2658955\",\"summary\":\"Feedback on Kris Sankaran's assessment structure notes clear grading rubrics but describes the exam/project balance as uneven.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Amazing professor, he taught extremely well and made the compacted summer course manageable with lax deadlines. 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Topics include data preparation; exploratory data analysis; spatial, tabular, and graph structured data; dimensionality reduction; model visualization and interpretability; interactive queries and navigation.\"}],\"text\":\"STAT 436 teaches data visualization techniques within data science workflows, covering data preparation, exploratory analysis, and model interpretability.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"data preparation\"}],\"text\":\"Data preparation.\"},{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"exploratory data analysis\"}],\"text\":\"Exploratory data analysis.\"},{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"spatial, tabular, and graph structured data\"}],\"text\":\"Spatial, tabular, and graph structured data.\"},{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"dimensionality reduction\"}],\"text\":\"Dimensionality reduction.\"},{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"model visualization and interpretability\"}],\"text\":\"Model visualization and interpretability.\"},{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"interactive queries and navigation\"}],\"text\":\"Interactive queries and navigation.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_f57701752c565e5b0c704a1d","course_id":"STAT 436","catalog_version_id":"a22499f0fe6ed287c183ed885ced2680b8f957b5bc32a556fcd039f056228abb","record_version_id":"4070a7796842dc4924a55c2bfe6eb4f21cf1a350e3d4f77b1ec9d7140cd0cf8f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"028dc72700fa5d7dee4c9059692b941149fb7373a53f3d20c38623d1a83b356b","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Kris really knows how to teach. Consider this, there are not many profs in our stat dep know how to articulate concepts even though they taught their class for years, while Kris who is just AP gives amazing lecture. He publishes clear online notes at the beginning of semester in Github. In-class examples are extremely helpful. \",\"course_id\":\"STAT 436\",\"date\":\"2024-03-16 16:04:08 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"35f61a701ee5535154989004\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Course: Better read notes before lectures and be prepared to do the code exercises. There will be a big group project, HW/portfolio and exams. \\nProf: Smart, accessible and helpful. Passionate about the topic, really knows what he is talking about and explains things well. Give very clear and easy-to-follow grading rubric.\",\"course_id\":\"STAT 436\",\"date\":\"2024-12-26 23:27:42 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d27511a3a93dc80a8d296520\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDQyMDQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Kris is an organized, well-spoken professor! The class follows a flipped format: you learn mostly from the readings (do them!) and then the lecture is a demo. It's very easy to scrape an A in this class without caring much. However, the material is interesting and very valuable. Dig deep, have fun, and learn what you want to learn.\",\"course_id\":\"STAT 436\",\"date\":\"2025-05-16 15:03:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3b3b03ea5cb2a2edbbafcfd4\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMzAzNDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Very good professor. You can learn a lot, including your writing skills. His rubrics seem challenging but doable. Spend time -> good grades\",\"course_id\":\"STAT 436\",\"date\":\"2025-12-20 20:57:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f04161c1d277f78e759f6a6a\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMzYxNzg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":4,\"review_ids\":[\"35f61a701ee5535154989004\",\"d27511a3a93dc80a8d296520\",\"3b3b03ea5cb2a2edbbafcfd4\",\"f04161c1d277f78e759f6a6a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is described as exceptionally smart, articulate, and passionate, with clear explanations and well-structured materials like online notes and rubrics.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Kris is an organized, well-spoken professor! The class follows a flipped format: you learn mostly from the readings (do them!) and then the lecture is a demo. It's very easy to scrape an A in this class without caring much. However, the material is interesting and very valuable. Dig deep, have fun, and learn what you want to learn.\",\"course_id\":\"STAT 436\",\"date\":\"2025-05-16 15:03:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3b3b03ea5cb2a2edbbafcfd4\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMzAzNDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Kris is exceptionally disorganized and the class is not cohesive. Often, Canvas serves as a \\\"single source of truth\\\" for a given course. In STAT 436, the professor spreads their content over dozens of .docx files you must download and open. Many people like Kris for his personality – but that's not the be all end all for me. Oh well. \",\"course_id\":\"STAT 436\",\"date\":\"2025-03-02 19:35:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6b85bcaf8acc73ba1263aeb9\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNzI1MjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":2,\"review_ids\":[\"3b3b03ea5cb2a2edbbafcfd4\",\"6b85bcaf8acc73ba1263aeb9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"mixed\",\"summary\":\"While some students find the professor organized and well-spoken, others report disorganization and difficulty navigating scattered content files on Canvas.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Kris is an organized, well-spoken professor! The class follows a flipped format: you learn mostly from the readings (do them!) and then the lecture is a demo. It's very easy to scrape an A in this class without caring much. However, the material is interesting and very valuable. Dig deep, have fun, and learn what you want to learn.\",\"course_id\":\"STAT 436\",\"date\":\"2025-05-16 15:03:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3b3b03ea5cb2a2edbbafcfd4\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMzAzNDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Amazing professor, he taught extremely well and made the compacted summer course manageable with lax deadlines. Overall i enjoyed the course and I learned a lot from putting my time and effort into it, really made me a master at R. \",\"course_id\":\"STAT 436\",\"date\":\"2025-08-12 19:22:03 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c0ea520953154c86c5bfd007\",\"instructor_id\":\"rmp:2974757\",\"instructor_name\":\"Cameron Jones\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNTY4MjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974757\"},{\"comment\":\"Class was beyond a joke. 1 test (Midterm) 1 all encompassing project. After the midterm you can abandon the lectures and be just fine. 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Topics include data preparation; exploratory data analysis; spatial, tabular, and graph structured data; dimensionality reduction; model visualization and interpretability; interactive queries and navigation.\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Covers statistical data visualization techniques in data science, including data prep, EDA, spatial/graph data, dimensionality reduction, and interactive models.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"spatial, tabular, and graph structured data\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Spatial, tabular, and graph data\"},{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"dimensionality reduction\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Dimensionality reduction\"},{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"model visualization and interpretability\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Model visualization and interpretability\"},{\"evidence\":[{\"course_id\":\"STAT 436\",\"field\":\"description\",\"quote\":\"interactive queries and navigation\",\"source_url\":\"https://guide.wisc.edu/courses/stat/\"}],\"text\":\"Interactive queries and navigation\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_f57701752c565e5b0c704a1d","course_id":"STAT 436","catalog_version_id":"bed3349e6f8a005b79a7c4843356570252392cf4c4d4f9d49396812e0778ebb1","record_version_id":"bd34aeaf39f0544f2bab826fd9c2fd63feb130f3c8c6e3766b0985f009207c2b","job_id":"enrich-6556a505c10f448d98d02466","output_id":"2dffbef3267d02c465b6319e769c7a1c0449df59d6f7335a94f3fa287a8c3a73","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Kris really knows how to teach. Consider this, there are not many profs in our stat dep know how to articulate concepts even though they taught their class for years, while Kris who is just AP gives amazing lecture. He publishes clear online notes at the beginning of semester in Github. In-class examples are extremely helpful. \",\"course_id\":\"STAT 436\",\"date\":\"2024-03-16 16:04:08 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"35f61a701ee5535154989004\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Course: Better read notes before lectures and be prepared to do the code exercises. There will be a big group project, HW/portfolio and exams. \\nProf: Smart, accessible and helpful. Passionate about the topic, really knows what he is talking about and explains things well. Give very clear and easy-to-follow grading rubric.\",\"course_id\":\"STAT 436\",\"date\":\"2024-12-26 23:27:42 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d27511a3a93dc80a8d296520\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDQyMDQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":2,\"review_ids\":[\"35f61a701ee5535154989004\",\"d27511a3a93dc80a8d296520\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2658955\",\"summary\":\"Cited reviews praise Kris Sankaran for clear explanations, accessible teaching, and helpful in-class examples.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Kris is exceptionally disorganized and the class is not cohesive. Often, Canvas serves as a \\\"single source of truth\\\" for a given course. In STAT 436, the professor spreads their content over dozens of .docx files you must download and open. Many people like Kris for his personality – but that's not the be all end all for me. Oh well. \",\"course_id\":\"STAT 436\",\"date\":\"2025-03-02 19:35:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6b85bcaf8acc73ba1263aeb9\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNzI1MjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Kris is an organized, well-spoken professor! The class follows a flipped format: you learn mostly from the readings (do them!) and then the lecture is a demo. It's very easy to scrape an A in this class without caring much. However, the material is interesting and very valuable. 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There will be a big group project, HW/portfolio and exams. \\nProf: Smart, accessible and helpful. Passionate about the topic, really knows what he is talking about and explains things well. Give very clear and easy-to-follow grading rubric.\",\"course_id\":\"STAT 436\",\"date\":\"2024-12-26 23:27:42 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d27511a3a93dc80a8d296520\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDQyMDQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Class was beyond a joke. 1 test (Midterm) 1 all encompassing project. After the midterm you can abandon the lectures and be just fine. 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Consider this, there are not many profs in our stat dep know how to articulate concepts even though they taught their class for years, while Kris who is just AP gives amazing lecture. He publishes clear online notes at the beginning of semester in Github. In-class examples are extremely helpful. \",\"course_id\":\"STAT 436\",\"date\":\"2024-03-16 16:04:08 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"35f61a701ee5535154989004\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Course: Better read notes before lectures and be prepared to do the code exercises. There will be a big group project, HW/portfolio and exams. \\nProf: Smart, accessible and helpful. Passionate about the topic, really knows what he is talking about and explains things well. Give very clear and easy-to-follow grading rubric.\",\"course_id\":\"STAT 436\",\"date\":\"2024-12-26 23:27:42 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d27511a3a93dc80a8d296520\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDQyMDQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Kris is an organized, well-spoken professor! The class follows a flipped format: you learn mostly from the readings (do them!) and then the lecture is a demo. It's very easy to scrape an A in this class without caring much. However, the material is interesting and very valuable. Dig deep, have fun, and learn what you want to learn.\",\"course_id\":\"STAT 436\",\"date\":\"2025-05-16 15:03:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3b3b03ea5cb2a2edbbafcfd4\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMzAzNDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Very good professor. You can learn a lot, including your writing skills. His rubrics seem challenging but doable. Spend time -> good grades\",\"course_id\":\"STAT 436\",\"date\":\"2025-12-20 20:57:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f04161c1d277f78e759f6a6a\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMzYxNzg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":4,\"review_ids\":[\"35f61a701ee5535154989004\",\"d27511a3a93dc80a8d296520\",\"3b3b03ea5cb2a2edbbafcfd4\",\"f04161c1d277f78e759f6a6a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is described as exceptionally smart, articulate, and passionate, with clear explanations and well-structured materials like online notes and rubrics.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Kris is an organized, well-spoken professor! The class follows a flipped format: you learn mostly from the readings (do them!) and then the lecture is a demo. It's very easy to scrape an A in this class without caring much. However, the material is interesting and very valuable. Dig deep, have fun, and learn what you want to learn.\",\"course_id\":\"STAT 436\",\"date\":\"2025-05-16 15:03:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3b3b03ea5cb2a2edbbafcfd4\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMzAzNDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Kris is exceptionally disorganized and the class is not cohesive. Often, Canvas serves as a \\\"single source of truth\\\" for a given course. In STAT 436, the professor spreads their content over dozens of .docx files you must download and open. Many people like Kris for his personality – but that's not the be all end all for me. Oh well. \",\"course_id\":\"STAT 436\",\"date\":\"2025-03-02 19:35:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6b85bcaf8acc73ba1263aeb9\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNzI1MjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":2,\"review_ids\":[\"3b3b03ea5cb2a2edbbafcfd4\",\"6b85bcaf8acc73ba1263aeb9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"mixed\",\"summary\":\"While some students find the professor organized and well-spoken, others report disorganization and difficulty navigating scattered content files on Canvas.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Kris is an organized, well-spoken professor! The class follows a flipped format: you learn mostly from the readings (do them!) and then the lecture is a demo. It's very easy to scrape an A in this class without caring much. However, the material is interesting and very valuable. Dig deep, have fun, and learn what you want to learn.\",\"course_id\":\"STAT 436\",\"date\":\"2025-05-16 15:03:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3b3b03ea5cb2a2edbbafcfd4\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMzAzNDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Amazing professor, he taught extremely well and made the compacted summer course manageable with lax deadlines. Overall i enjoyed the course and I learned a lot from putting my time and effort into it, really made me a master at R. \",\"course_id\":\"STAT 436\",\"date\":\"2025-08-12 19:22:03 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c0ea520953154c86c5bfd007\",\"instructor_id\":\"rmp:2974757\",\"instructor_name\":\"Cameron Jones\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNTY4MjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974757\"},{\"comment\":\"Class was beyond a joke. 1 test (Midterm) 1 all encompassing project. After the midterm you can abandon the lectures and be just fine. 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Consider this, there are not many profs in our stat dep know how to articulate concepts even though they taught their class for years, while Kris who is just AP gives amazing lecture. He publishes clear online notes at the beginning of semester in Github. In-class examples are extremely helpful. \",\"course_id\":\"STAT 436\",\"date\":\"2024-03-16 16:04:08 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"35f61a701ee5535154989004\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Course: Better read notes before lectures and be prepared to do the code exercises. There will be a big group project, HW/portfolio and exams. \\nProf: Smart, accessible and helpful. Passionate about the topic, really knows what he is talking about and explains things well. Give very clear and easy-to-follow grading rubric.\",\"course_id\":\"STAT 436\",\"date\":\"2024-12-26 23:27:42 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d27511a3a93dc80a8d296520\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDQyMDQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Kris is an organized, well-spoken professor! The class follows a flipped format: you learn mostly from the readings (do them!) and then the lecture is a demo. It's very easy to scrape an A in this class without caring much. However, the material is interesting and very valuable. Dig deep, have fun, and learn what you want to learn.\",\"course_id\":\"STAT 436\",\"date\":\"2025-05-16 15:03:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3b3b03ea5cb2a2edbbafcfd4\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMzAzNDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Very good professor. You can learn a lot, including your writing skills. His rubrics seem challenging but doable. Spend time -> good grades\",\"course_id\":\"STAT 436\",\"date\":\"2025-12-20 20:57:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f04161c1d277f78e759f6a6a\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMzYxNzg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":4,\"review_ids\":[\"35f61a701ee5535154989004\",\"d27511a3a93dc80a8d296520\",\"3b3b03ea5cb2a2edbbafcfd4\",\"f04161c1d277f78e759f6a6a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is described as exceptionally smart, articulate, and passionate, with clear explanations and well-structured materials like online notes and rubrics.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Kris is an organized, well-spoken professor! The class follows a flipped format: you learn mostly from the readings (do them!) and then the lecture is a demo. It's very easy to scrape an A in this class without caring much. However, the material is interesting and very valuable. Dig deep, have fun, and learn what you want to learn.\",\"course_id\":\"STAT 436\",\"date\":\"2025-05-16 15:03:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3b3b03ea5cb2a2edbbafcfd4\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMzAzNDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Kris is exceptionally disorganized and the class is not cohesive. Often, Canvas serves as a \\\"single source of truth\\\" for a given course. In STAT 436, the professor spreads their content over dozens of .docx files you must download and open. Many people like Kris for his personality – but that's not the be all end all for me. Oh well. \",\"course_id\":\"STAT 436\",\"date\":\"2025-03-02 19:35:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6b85bcaf8acc73ba1263aeb9\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNzI1MjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":2,\"review_ids\":[\"3b3b03ea5cb2a2edbbafcfd4\",\"6b85bcaf8acc73ba1263aeb9\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"mixed\",\"summary\":\"While some students find the professor organized and well-spoken, others report disorganization and difficulty navigating scattered content files on Canvas.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Kris is an organized, well-spoken professor! The class follows a flipped format: you learn mostly from the readings (do them!) and then the lecture is a demo. It's very easy to scrape an A in this class without caring much. However, the material is interesting and very valuable. Dig deep, have fun, and learn what you want to learn.\",\"course_id\":\"STAT 436\",\"date\":\"2025-05-16 15:03:45 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"3b3b03ea5cb2a2edbbafcfd4\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxMzAzNDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Amazing professor, he taught extremely well and made the compacted summer course manageable with lax deadlines. Overall i enjoyed the course and I learned a lot from putting my time and effort into it, really made me a master at R. \",\"course_id\":\"STAT 436\",\"date\":\"2025-08-12 19:22:03 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c0ea520953154c86c5bfd007\",\"instructor_id\":\"rmp:2974757\",\"instructor_name\":\"Cameron Jones\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQxNTY4MjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974757\"},{\"comment\":\"Class was beyond a joke. 1 test (Midterm) 1 all encompassing project. After the midterm you can abandon the lectures and be just fine. Kris is a good professor and teacher but the class is crazy. \",\"course_id\":\"STAT 436\",\"date\":\"2025-05-19 07:23:00 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"92c893ae09e47ac12b80b5dd\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQxMzIwMzQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":3,\"review_ids\":[\"3b3b03ea5cb2a2edbbafcfd4\",\"c0ea520953154c86c5bfd007\",\"92c893ae09e47ac12b80b5dd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"},{\"id\":\"rmp:2974757\",\"name\":\"Cameron Jones\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"positive\",\"summary\":\"The course is considered manageable with lax deadlines and a flipped format, allowing students to achieve high grades with effort.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Course: Better read notes before lectures and be prepared to do the code exercises. There will be a big group project, HW/portfolio and exams. \\nProf: Smart, accessible and helpful. Passionate about the topic, really knows what he is talking about and explains things well. Give very clear and easy-to-follow grading rubric.\",\"course_id\":\"STAT 436\",\"date\":\"2024-12-26 23:27:42 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d27511a3a93dc80a8d296520\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQwNDQyMDQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"},{\"comment\":\"Very good professor. You can learn a lot, including your writing skills. His rubrics seem challenging but doable. Spend time -> good grades\",\"course_id\":\"STAT 436\",\"date\":\"2025-12-20 20:57:18 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f04161c1d277f78e759f6a6a\",\"instructor_id\":\"rmp:2658955\",\"instructor_name\":\"Kris Sankaran\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTQyMzYxNzg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\"}],\"evidence_count\":2,\"review_ids\":[\"d27511a3a93dc80a8d296520\",\"f04161c1d277f78e759f6a6a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2658955\",\"name\":\"Kris Sankaran\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2024\"},\"sentiment\":\"positive\",\"summary\":\"Grading rubrics are clear and doable, with a focus on projects and exams that reward time and 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Sankaran\",\"review_date\":\"2025-05-16 15:03:45 +0000 UTC\",\"review_id\":\"3b3b03ea5cb2a2edbbafcfd4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQxMzAzNDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2025-05-19 07:23:00 +0000 UTC\",\"review_id\":\"92c893ae09e47ac12b80b5dd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQxMzIwMzQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2025-11-14 22:35:47 +0000 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praised for his clarity, helpfulness, and passion, with clear notes and effective explanations. Reviewers highlight his accessible nature and strong teaching skills. However, one review criticizes his disorganization and fragmented content distribution.\"},{\"citations\":[{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.52 GPA, 71.6% A/AB (n=67 letter grades); Spring 2025: 3.48 GPA, 67.7% A/AB (n=96 letter grades); Fall 2025: 3.53 GPA, 76.1% A/AB (n=92 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2024-12-26 23:27:42 +0000 UTC\",\"review_id\":\"d27511a3a93dc80a8d296520\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQwNDQyMDQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2025-05-16 15:03:45 +0000 UTC\",\"review_id\":\"3b3b03ea5cb2a2edbbafcfd4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQxMzAzNDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2025-05-19 07:23:00 +0000 UTC\",\"review_id\":\"92c893ae09e47ac12b80b5dd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQxMzIwMzQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"}],\"text\":\"The course uses a flipped format with pre-lecture readings, a large group project, and exams. Some students find it easy to succeed with minimal effort, while others note the material requires deep engagement.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Cameron Jones\",\"review_date\":\"2025-08-12 19:22:03 +0000 UTC\",\"review_id\":\"c0ea520953154c86c5bfd007\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974757\",\"source_review_id\":\"UmF0aW5nLTQxNTY4MjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974757\",\"type\":\"review\"}],\"text\":\"Cameron Jones is a historical instructor for this course. Reviewers describe him as an amazing professor who taught extremely well and made the compacted summer course manageable with lax deadlines. He helped students master R through effort and time investment.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2024-03-16 16:04:08 +0000 UTC\",\"review_id\":\"35f61a701ee5535154989004\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2024-08-27 17:34:50 +0000 UTC\",\"review_id\":\"fd9c84bff12c0345c598b320\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTM5NzA5NDcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2024-12-26 23:27:42 +0000 UTC\",\"review_id\":\"d27511a3a93dc80a8d296520\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQwNDQyMDQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2025-03-02 19:35:44 +0000 UTC\",\"review_id\":\"6b85bcaf8acc73ba1263aeb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQwNzI1MjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2025-05-16 15:03:45 +0000 UTC\",\"review_id\":\"3b3b03ea5cb2a2edbbafcfd4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQxMzAzNDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2025-11-14 22:35:47 +0000 UTC\",\"review_id\":\"b5491e2e644905febe991328\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQxODcxMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2025-12-20 20:57:18 +0000 UTC\",\"review_id\":\"f04161c1d277f78e759f6a6a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQyMzYxNzg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2025-12-26 01:48:05 +0000 UTC\",\"review_id\":\"8c93d422ba60172f302adfc4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQyMzk4NTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"}],\"text\":\"Kris Sankaran is praised for articulating concepts clearly and providing helpful in-class examples. Conversely, one reviewer criticizes him as disorganized and notes the course materials are scattered across multiple files.\"},{\"citations\":[{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.48 GPA, 67.7% A/AB (n=96 letter grades); Fall 2025: 3.53 GPA, 76.1% A/AB (n=92 letter grades); Spring 2026: 3.46 GPA, 75.8% A/AB (n=95 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2024-03-16 16:04:08 +0000 UTC\",\"review_id\":\"35f61a701ee5535154989004\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTM5MDU1Njgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2024-12-26 23:27:42 +0000 UTC\",\"review_id\":\"d27511a3a93dc80a8d296520\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQwNDQyMDQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2025-03-02 19:35:44 +0000 UTC\",\"review_id\":\"6b85bcaf8acc73ba1263aeb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQwNzI1MjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2025-12-20 20:57:18 +0000 UTC\",\"review_id\":\"f04161c1d277f78e759f6a6a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQyMzYxNzg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"},{\"instructor_name\":\"Kris Sankaran\",\"review_date\":\"2025-12-26 01:48:05 +0000 UTC\",\"review_id\":\"8c93d422ba60172f302adfc4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2658955\",\"source_review_id\":\"UmF0aW5nLTQyMzk4NTI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2658955\",\"type\":\"review\"}],\"text\":\"Students value the clear online notes, helpful examples, and development of visualization and writing skills. Conversely, one reviewer found the course structure incohesive and frustrating to navigate.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"CAMERON JONES is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 436\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"source_record\":{\"entity_id\":\"52303953-a6df-3d78-b363-dae9ac280f91\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"KRIS SANKARAN is recorded teaching in Spring 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025. 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":false}]