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A lot of the exam questions are completely out of left field, and he doesn't give much partial credit at all. \",\"course_id\":\"STAT 311\",\"date\":\"2014-12-20 23:42:06 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"acbead8db6693cacf1aa6583\",\"instructor_id\":\"rmp:1968253\",\"instructor_name\":\"Yaoguo Xie\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI0MTU4NzEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1968253\"},{\"comment\":\"The lectures were decent, the powerpoints were very high quality. The final/midterm was simple if you conceptually understood the practice test. The homework was way tougher than the actual tests. All of the homework answers are online. Learned everything 2 hours before exams and got a decent grade. Final/midterm was open book and internet.\",\"course_id\":\"STAT 311\",\"date\":\"2021-12-23 20:41:20 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"edd7b83bc204f6b70c5586a5\",\"instructor_id\":\"rmp:2759781\",\"instructor_name\":\"Amy Beyler\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NjQzOTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2759781\"},{\"comment\":\"Derek is passionate about stats and is great at breaking down concepts in lecture. He doesn't post any notes or recordings online though, so it's important to go. He's helpful and patient during office hours and replies quickly on piazza & email. His exams are difficult (which is reflected in the low means), but he curved the class quite a bit. \\n\",\"course_id\":\"STAT 311\",\"date\":\"2023-12-22 18:09:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"df0dc4d2d9750f105be77038\",\"instructor_id\":\"rmp:2158238\",\"instructor_name\":\"Derek Bean\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4Nzc3MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2158238\"}],\"evidence_count\":5,\"review_ids\":[\"c961d889c34f4363016e4b88\",\"16385a82bfae90d2575196bf\",\"acbead8db6693cacf1aa6583\",\"edd7b83bc204f6b70c5586a5\",\"df0dc4d2d9750f105be77038\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1357778\",\"name\":\"Yazhen Wang\"},{\"id\":\"rmp:1504201\",\"name\":\"Josep Ginebra\"},{\"id\":\"rmp:1968253\",\"name\":\"Yaoguo Xie\"},{\"id\":\"rmp:2158238\",\"name\":\"Derek Bean\"},{\"id\":\"rmp:2759781\",\"name\":\"Amy Beyler\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment styles vary widely; some exams mirror practice tests closely, while others are tricky, difficult, or have unexpected questions.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"I feel for this guy. He wants to do a good job, but... Boring. Lots of confusing notation. Explains some topics too in-depth, and others not enough. Very tedious lecture. Tests are very similar to the practice exams. I did OK thanks to a supplementary class.\",\"course_id\":\"STAT 311\",\"date\":\"2010-12-03 11:34:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cc7e8734b0ecbddee6fbb426\",\"instructor_id\":\"rmp:1504201\",\"instructor_name\":\"Josep Ginebra\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE3ODUyNTYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1504201\"},{\"comment\":\"I don't understand the hate honestly. Tough to understand at times, but covered the material straight from the textbook so you could reference it later. Homework took a long time some weeks, but was manageable. Exams weren't easy, but he didn't ask anything that wasn't on the homework or review. 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Textbook isn't really necessary; lectures involve her writing on and highlighting important details on a printout of the text (just show up to lecture and you'll learn what you need to know)\",\"course_id\":\"STAT 311\",\"date\":\"2023-05-03 04:10:48 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7cf9997def7a774790ed3b55\",\"instructor_id\":\"rmp:2904937\",\"instructor_name\":\"Diana Powers\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM3ODAxNDky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2904937\"}],\"evidence_count\":5,\"review_ids\":[\"c163bc7286f3cdf15fd991d1\",\"16385a82bfae90d2575196bf\",\"bc94be482c2a2a7c380daa81\",\"fb8e83bb46d6842c0cab416e\",\"7cf9997def7a774790ed3b55\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1357778\",\"name\":\"Yazhen Wang\"},{\"id\":\"rmp:1504201\",\"name\":\"Josep Ginebra\"},{\"id\":\"rmp:1811554\",\"name\":\"Chen Cheng\"},{\"id\":\"rmp:2904937\",\"name\":\"Diana Powers\"},{\"id\":\"rmp:355768\",\"name\":\"Ismor Fischer\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor quality varies significantly; some are clear and helpful while others are boring, unclear, or have poor communication skills.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"His lecturing skills were decent, but his tests weren't. He barely provides you with any material to study from, and the few problems that he does give to you are not reflective of what is going to be on the exam. A lot of the exam questions are completely out of left field, and he doesn't give much partial credit at all. \",\"course_id\":\"STAT 311\",\"date\":\"2014-12-20 23:42:06 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"acbead8db6693cacf1aa6583\",\"instructor_id\":\"rmp:1968253\",\"instructor_name\":\"Yaoguo Xie\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI0MTU4NzEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1968253\"},{\"comment\":\"I was nervous about this professor after reading his previous reviews but he was great! First two midterms were very reasonable, final was a bit more challenging. Homework assignments were short and pretty easy. You don't need the book he posts the homework questions online. Gave extra credit occasionally.\",\"course_id\":\"STAT 311\",\"date\":\"2015-01-21 11:19:47 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"1344576d72151e0d99b351c0\",\"instructor_id\":\"rmp:1801396\",\"instructor_name\":\"Karl Rohe\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI0MzE0ODYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\"},{\"comment\":\"Ismor has a good sense of humor, though his jokes are often terrible. Goes through material in lecture very slowly, so you could skip a week and catch up on the stuff you missed very quickly from his posted lecture slides and notes. Homework is long, but exams are pretty easy.\",\"course_id\":\"STAT 311\",\"date\":\"2016-04-07 16:18:52 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"fb8e83bb46d6842c0cab416e\",\"instructor_id\":\"rmp:355768\",\"instructor_name\":\"Ismor Fischer\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI2MjUxNDE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\"},{\"comment\":\"I don't understand the hate honestly. Tough to understand at times, but covered the material straight from the textbook so you could reference it later. Homework took a long time some weeks, but was manageable. Exams weren't easy, but he didn't ask anything that wasn't on the homework or review. The final being 30% was scary, but turned out okay.\",\"course_id\":\"STAT 311\",\"date\":\"2024-05-13 00:55:32 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2aa6f2f82775d9bb3606d16f\",\"instructor_id\":\"rmp:2107418\",\"instructor_name\":\"Bo Yang\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5NDQ2MDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2107418\"},{\"comment\":\"To be honest, one of the most boring lecturers that I've ever had. His notes are not very organized, on a word doc and not formatted well. I stopped going to the lectures halfway through the semester as did most people because you can learn better just reading the textbook. That being said, the exams are fair and he's very lenient on the grading. \",\"course_id\":\"STAT 311\",\"date\":\"2024-05-13 15:30:38 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"097b9955f6ae5a2be4b13f8a\",\"instructor_id\":\"rmp:2911640\",\"instructor_name\":\"Nimal Wickremasinghe\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM5NDQ5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911640\"}],\"evidence_count\":5,\"review_ids\":[\"acbead8db6693cacf1aa6583\",\"1344576d72151e0d99b351c0\",\"fb8e83bb46d6842c0cab416e\",\"2aa6f2f82775d9bb3606d16f\",\"097b9955f6ae5a2be4b13f8a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1801396\",\"name\":\"Karl Rohe\"},{\"id\":\"rmp:1968253\",\"name\":\"Yaoguo Xie\"},{\"id\":\"rmp:2107418\",\"name\":\"Bo Yang\"},{\"id\":\"rmp:2911640\",\"name\":\"Nimal Wickremasinghe\"},{\"id\":\"rmp:355768\",\"name\":\"Ismor Fischer\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Workload expectations differ by instructor; some assign long, time-consuming homework while others have short, easy assignments.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"terrible professor .. speaks soooo slow and unclear .. uses power point slides for 90% of the time .. never at his office during office hours!! exams are a bit tricky! the final exam's avg was 54% avoid him if you can.\",\"course_id\":\"STAT 311\",\"date\":\"2010-10-13 01:31:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"c961d889c34f4363016e4b88\",\"instructor_id\":\"rmp:1357778\",\"instructor_name\":\"Yazhen Wang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE3NjUxOTk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1357778\"},{\"comment\":\"Great prof, explains everything in extreme detail and makes sure you understand everything. Actually cares about the students doing well and is very helpful in office hours. Accent can be hard to understand at times, handwriting on board is hard to read, so sit in the front! Exams are pretty much exactly identical to the practice exams.\",\"course_id\":\"STAT 311\",\"date\":\"2011-05-14 01:16:24 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"16385a82bfae90d2575196bf\",\"instructor_id\":\"rmp:1504201\",\"instructor_name\":\"Josep Ginebra\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE4NTk5NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1504201\"},{\"comment\":\"His lecturing skills were decent, but his tests weren't. He barely provides you with any material to study from, and the few problems that he does give to you are not reflective of what is going to be on the exam. A lot of the exam questions are completely out of left field, and he doesn't give much partial credit at all. \",\"course_id\":\"STAT 311\",\"date\":\"2014-12-20 23:42:06 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"acbead8db6693cacf1aa6583\",\"instructor_id\":\"rmp:1968253\",\"instructor_name\":\"Yaoguo Xie\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI0MTU4NzEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1968253\"},{\"comment\":\"The lectures were decent, the powerpoints were very high quality. The final/midterm was simple if you conceptually understood the practice test. The homework was way tougher than the actual tests. All of the homework answers are online. Learned everything 2 hours before exams and got a decent grade. Final/midterm was open book and internet.\",\"course_id\":\"STAT 311\",\"date\":\"2021-12-23 20:41:20 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"edd7b83bc204f6b70c5586a5\",\"instructor_id\":\"rmp:2759781\",\"instructor_name\":\"Amy Beyler\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NjQzOTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2759781\"},{\"comment\":\"Derek is passionate about stats and is great at breaking down concepts in lecture. He doesn't post any notes or recordings online though, so it's important to go. He's helpful and patient during office hours and replies quickly on piazza & email. His exams are difficult (which is reflected in the low means), but he curved the class quite a bit. \\n\",\"course_id\":\"STAT 311\",\"date\":\"2023-12-22 18:09:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"df0dc4d2d9750f105be77038\",\"instructor_id\":\"rmp:2158238\",\"instructor_name\":\"Derek Bean\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4Nzc3MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2158238\"}],\"evidence_count\":5,\"review_ids\":[\"c961d889c34f4363016e4b88\",\"16385a82bfae90d2575196bf\",\"acbead8db6693cacf1aa6583\",\"edd7b83bc204f6b70c5586a5\",\"df0dc4d2d9750f105be77038\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1357778\",\"name\":\"Yazhen Wang\"},{\"id\":\"rmp:1504201\",\"name\":\"Josep Ginebra\"},{\"id\":\"rmp:1968253\",\"name\":\"Yaoguo Xie\"},{\"id\":\"rmp:2158238\",\"name\":\"Derek Bean\"},{\"id\":\"rmp:2759781\",\"name\":\"Amy Beyler\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"Assessment styles vary widely; some exams mirror practice tests closely, while others are tricky, difficult, or have unexpected questions.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"I feel for this guy. He wants to do a good job, but... Boring. Lots of confusing notation. Explains some topics too in-depth, and others not enough. Very tedious lecture. Tests are very similar to the practice exams. I did OK thanks to a supplementary class.\",\"course_id\":\"STAT 311\",\"date\":\"2010-12-03 11:34:10 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"cc7e8734b0ecbddee6fbb426\",\"instructor_id\":\"rmp:1504201\",\"instructor_name\":\"Josep Ginebra\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE3ODUyNTYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1504201\"},{\"comment\":\"I don't understand the hate honestly. Tough to understand at times, but covered the material straight from the textbook so you could reference it later. Homework took a long time some weeks, but was manageable. Exams weren't easy, but he didn't ask anything that wasn't on the homework or review. The final being 30% was scary, but turned out okay.\",\"course_id\":\"STAT 311\",\"date\":\"2024-05-13 00:55:32 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"2aa6f2f82775d9bb3606d16f\",\"instructor_id\":\"rmp:2107418\",\"instructor_name\":\"Bo Yang\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5NDQ2MDU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2107418\"},{\"comment\":\"To be honest, one of the most boring lecturers that I've ever had. His notes are not very organized, on a word doc and not formatted well. I stopped going to the lectures halfway through the semester as did most people because you can learn better just reading the textbook. That being said, the exams are fair and he's very lenient on the grading. \",\"course_id\":\"STAT 311\",\"date\":\"2024-05-13 15:30:38 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"097b9955f6ae5a2be4b13f8a\",\"instructor_id\":\"rmp:2911640\",\"instructor_name\":\"Nimal Wickremasinghe\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM5NDQ5NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911640\"},{\"comment\":\"Nimal is the best instructor you can get so far for STAT 310 since others are HELL LEVEL HARD. His lectures are boring but the notes are pretty organized. Tests are fair, and he provides extra credit throughout the semester. Not very accessible through email though.\",\"course_id\":\"STAT 311\",\"date\":\"2024-05-21 17:38:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"f43cdf8db7458a058fb269b7\",\"instructor_id\":\"rmp:2911640\",\"instructor_name\":\"Nimal Wickremasinghe\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM5NTAyNzAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911640\"}],\"evidence_count\":4,\"review_ids\":[\"cc7e8734b0ecbddee6fbb426\",\"2aa6f2f82775d9bb3606d16f\",\"097b9955f6ae5a2be4b13f8a\",\"f43cdf8db7458a058fb269b7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1504201\",\"name\":\"Josep Ginebra\"},{\"id\":\"rmp:2107418\",\"name\":\"Bo Yang\"},{\"id\":\"rmp:2911640\",\"name\":\"Nimal Wickremasinghe\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2010\"},\"sentiment\":\"mixed\",\"summary\":\"Course organization and material availability vary; some professors provide excellent notes and practice exams, while others have disorganized notes or require self-study.\"}]}","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_1b76508145789f8fbc49d1fa","course_id":"STAT 311","catalog_version_id":"aab5caa734cafc5f96a7392a8e75d9e76f0dab44e1535291f2d5564cc3636507","record_version_id":"e28e569a3bbf5e9d6e80c140da7d1e2aa94aed684de218817370de59979f7ee4","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"9f2b1887e753198f2d09577f06509f4e7a6bc459f6062b1c95c7e73d06c6c112","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"de01800b0355a8e3ddb33f107f7bef7e50b53802c4d2528cdad7743b81905f5e\",\"course_id\":\"STAT 311\",\"current_instructors\":[{\"instructor_uid\":\"instructor_8d14e6b0bda8b7d4641f60cb\",\"message\":\"No course-specific reviews available\",\"name\":\"Alexander Van Abel\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_17cdbc60223d83ac3db56a20\",\"message\":\"No course-specific reviews available\",\"name\":\"Caitlyn Yin\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.20 GPA, 45.9% A/AB (n=61 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_17b187b651e80b27b58da58d\",\"message\":\"No course-specific reviews available\",\"name\":\"Haoqun Cao\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.09 GPA, 34.8% A/AB (n=69 letter grades); Spring 2026: 2.86 GPA, 37.7% A/AB (n=69 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_73871eb987d3e21186dc8b22\",\"message\":\"No course-specific reviews available\",\"name\":\"Hui Chen\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.23 GPA, 58.5% A/AB (n=195 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_f6aaac08162ddc9f0224e274\",\"message\":\"No course-specific reviews available\",\"name\":\"Matthew Bloss\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3049097\",\"summary\":[{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.24 GPA, 51.8% A/AB (n=139 letter grades); Fall 2025: 3.15 GPA, 40.0% A/AB (n=130 letter grades); Spring 2026: 2.80 GPA, 34.9% A/AB (n=129 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Yaoguo Xie\",\"review_date\":\"2016-02-25 17:40:15 +0000 UTC\",\"review_id\":\"a8996b79ef1b6a51ce232827\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1968253\",\"source_review_id\":\"UmF0aW5nLTI2MDg4NjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1968253\",\"type\":\"review\"},{\"instructor_name\":\"Amy Beyler\",\"review_date\":\"2021-12-23 20:41:20 +0000 UTC\",\"review_id\":\"edd7b83bc204f6b70c5586a5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2759781\",\"source_review_id\":\"UmF0aW5nLTM1NjQzOTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2759781\",\"type\":\"review\"},{\"instructor_name\":\"Derek Bean\",\"review_date\":\"2023-12-22 18:09:04 +0000 UTC\",\"review_id\":\"df0dc4d2d9750f105be77038\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2158238\",\"source_review_id\":\"UmF0aW5nLTM4Nzc3MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2158238\",\"type\":\"review\"}],\"text\":\"Historical reviews of Amy Beyler, Derek Bean, Yaoguo Xie: Workload and difficulty vary significantly by instructor. Some report high-quality materials and fair tests, while others describe difficult exams and a need for extensive self-study to gain solid knowledge.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Richard Johnson\",\"review_date\":\"2008-07-16 16:04:00 +0000 UTC\",\"review_id\":\"f84e1cef149c56795360f142\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:310560\",\"source_review_id\":\"UmF0aW5nLTE0NjYzODgz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/310560\",\"type\":\"review\"},{\"instructor_name\":\"Yazhen Wang\",\"review_date\":\"2010-10-13 01:31:28 +0000 UTC\",\"review_id\":\"c961d889c34f4363016e4b88\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1357778\",\"source_review_id\":\"UmF0aW5nLTE3NjUxOTk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1357778\",\"type\":\"review\"},{\"instructor_name\":\"Josep Ginebra\",\"review_date\":\"2011-05-14 01:16:24 +0000 UTC\",\"review_id\":\"16385a82bfae90d2575196bf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1504201\",\"source_review_id\":\"UmF0aW5nLTE4NTk5NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1504201\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2015-01-21 11:19:47 +0000 UTC\",\"review_id\":\"1344576d72151e0d99b351c0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI0MzE0ODYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Yaoguo Xie\",\"review_date\":\"2016-02-25 17:40:15 +0000 UTC\",\"review_id\":\"a8996b79ef1b6a51ce232827\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1968253\",\"source_review_id\":\"UmF0aW5nLTI2MDg4NjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1968253\",\"type\":\"review\"},{\"instructor_name\":\"Gonzalo Contador\",\"review_date\":\"2019-05-29 19:17:54 +0000 UTC\",\"review_id\":\"416d994e51c83fbc81b6bed8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2219409\",\"source_review_id\":\"UmF0aW5nLTMxOTcxNTMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2219409\",\"type\":\"review\"},{\"instructor_name\":\"Ismor Fischer\",\"review_date\":\"2021-05-15 23:25:01 +0000 UTC\",\"review_id\":\"9935f315664318d8650a04e9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:355768\",\"source_review_id\":\"UmF0aW5nLTM0ODAwODY4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\",\"type\":\"review\"},{\"instructor_name\":\"Amy Beyler\",\"review_date\":\"2021-12-23 20:41:20 +0000 UTC\",\"review_id\":\"edd7b83bc204f6b70c5586a5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2759781\",\"source_review_id\":\"UmF0aW5nLTM1NjQzOTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2759781\",\"type\":\"review\"},{\"instructor_name\":\"Brian Powers\",\"review_date\":\"2023-10-20 01:45:33 +0000 UTC\",\"review_id\":\"a2680c746fb5941ce6853461\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2835672\",\"source_review_id\":\"UmF0aW5nLTM4MjkxODYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2835672\",\"type\":\"review\"},{\"instructor_name\":\"Derek Bean\",\"review_date\":\"2023-12-22 18:09:04 +0000 UTC\",\"review_id\":\"df0dc4d2d9750f105be77038\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2158238\",\"source_review_id\":\"UmF0aW5nLTM4Nzc3MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2158238\",\"type\":\"review\"}],\"text\":\"No reviews exist for current instructors Alexander Van Abel, Caitlyn Yin, Haoqun Cao, Hui Chen, or Matthew Bloss. Historical reviews for past instructors like Derek Bean and Ismor Fischer highlight helpful office hours and clear grading, though exam difficulty varies significantly by term.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Josep Ginebra\",\"review_date\":\"2011-05-14 01:16:24 +0000 UTC\",\"review_id\":\"16385a82bfae90d2575196bf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1504201\",\"source_review_id\":\"UmF0aW5nLTE4NTk5NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1504201\",\"type\":\"review\"},{\"instructor_name\":\"Karl Rohe\",\"review_date\":\"2015-01-21 11:19:47 +0000 UTC\",\"review_id\":\"1344576d72151e0d99b351c0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1801396\",\"source_review_id\":\"UmF0aW5nLTI0MzE0ODYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1801396\",\"type\":\"review\"},{\"instructor_name\":\"Derek Bean\",\"review_date\":\"2023-12-22 18:09:04 +0000 UTC\",\"review_id\":\"df0dc4d2d9750f105be77038\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2158238\",\"source_review_id\":\"UmF0aW5nLTM4Nzc3MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2158238\",\"type\":\"review\"}],\"text\":\"Historical reviews highlight varied experiences, from detailed, supportive instruction to challenging exams. Some students found the course manageable with clear expectations, while others struggled with difficult assessments and self-directed learning.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.21 GPA, 49.0% A/AB (n=204 letter grades); Fall 2025: 3.18 GPA, 44.1% A/AB (n=195 letter grades); Spring 2026: 2.92 GPA, 37.4% A/AB (n=187 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Josep Ginebra\",\"review_date\":\"2011-05-14 01:16:24 +0000 UTC\",\"review_id\":\"16385a82bfae90d2575196bf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1504201\",\"source_review_id\":\"UmF0aW5nLTE4NTk5NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1504201\",\"type\":\"review\"},{\"instructor_name\":\"Derek Bean\",\"review_date\":\"2023-12-22 18:09:04 +0000 UTC\",\"review_id\":\"df0dc4d2d9750f105be77038\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2158238\",\"source_review_id\":\"UmF0aW5nLTM4Nzc3MjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2158238\",\"type\":\"review\"},{\"instructor_name\":\"Nimal Wickremasinghe\",\"review_date\":\"2024-05-21 17:38:32 +0000 UTC\",\"review_id\":\"f43cdf8db7458a058fb269b7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2911640\",\"source_review_id\":\"UmF0aW5nLTM5NTAyNzAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2911640\",\"type\":\"review\"}],\"text\":\"Historical reviews of Derek Bean, Josep Ginebra, Nimal Wickremasinghe: Students value helpful office hours and patient instructors. However, accessibility issues like poor email response or lack of posted notes can frustrate learners, making attendance and self-study crucial.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"AMY BEYLER is recorded teaching in Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"}],\"text\":\"BRIAN POWERS is recorded teaching in Fall 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"CAITLYN YIN is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"DEREK BEAN is recorded teaching in Fall 2018, Spring 2019, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"GONZALO CONTADOR is recorded teaching in Fall 2016, Spring 2017, Spring 2018, Fall 2018, Spring 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"HAOQUN CAO is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"HUI CHEN is recorded teaching in Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"STAT 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311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"}],\"text\":\"ISMOR FISCHER is recorded teaching in Fall 2015, Spring 2016, Spring 2017, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"JOSEP GINEBRA is recorded teaching in Fall 2010, Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"KARL ROHE is recorded teaching in Fall 2011, Spring 2012, Fall 2012, Spring 2013, Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MATTHEW BLOSS is recorded teaching in Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"NIMAL WICKREMASINGHE is recorded teaching in Spring 2024, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"PANDUAN AN is recorded teaching in Fall 2021, Spring 2022, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"}],\"text\":\"RICHARD A. JOHNSON is recorded teaching in Spring 2007, Fall 2007. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"YAOGUO XIE is recorded teaching in Fall 2014, Spring 2015, Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"STAT 311\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"source_record\":{\"entity_id\":\"0a79210e-443f-3380-85a1-377120f0693e\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"}],\"text\":\"YAZHEN WANG is recorded teaching in Spring 2010. 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}]