[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"61b1c6ccec31a171176181589e248557a92fafca5965708120c7f25802d45979","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222, (PHYSICS 202,208, or248), and (CHEM 561,665,CBE 310, orM S & E 330)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":222,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 222\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n4\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 208\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 248\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[\"n7\",\"n8\",\"n9\",\"n10\"],\"condition\":null,\"course\":null,\"evidence\":\"(CHEM 561,665,CBE 310, orM S & E 330)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":561,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"CHEM 561\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":665,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"CHEM 665\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 310\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":330,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"MS&E 330\",\"id\":\"n10\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n5: evidence 'PHYSICS 208' must quote an exact source substring.\nNode n6: evidence 'PHYSICS 248' must quote an exact source substring.\nNode n8: evidence 'CHEM 665' must quote an exact source substring.\nNode n10: evidence 'MS&E 330' must quote an exact source substring.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"61b1c6ccec31a171176181589e248557a92fafca5965708120c7f25802d45979","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"description\",\"quote\":\"Macroscopic theory: laws and fundamental equations of thermodynamics, chemical equilibria, phase equilibria, and kinetic theory of gases.\"},{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"(CHEM 116,327, or329),MATH 222, and (PHYSICS 201,207, or247), or graduate/professional standing.\"}],\"text\":\"Prerequisite knowledge of macroscopic thermodynamics, chemical equilibria, and kinetic theory from CHEM 561 or equivalent.\"},{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"MATH 222\"},{\"course_id\":\"MS&E 330\",\"field\":\"requirements_text\",\"quote\":\"MATH 222\"}],\"text\":\"Mathematical background at the level of MATH 222.\"},{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"(PHYSICS 201,207, or247)\"},{\"course_id\":\"CBE 310\",\"field\":\"requirements_text\",\"quote\":\"(PHYSICS 201,207,247,E M A 202or M E 240)\"}],\"text\":\"Physics background in mechanics, electricity, magnetism, or thermodynamics from PHYSICS 201/207/247 or equivalent.\"}],\"search_phrases\":[\"physical chemistry molecular theory\",\"quantum chemistry statistical mechanics\",\"molecular structure spectra\",\"physical chemistry graduate course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"Molecular theory: quantum chemistry, molecular structure and spectra, statistical mechanics, selected topics in the molecular theory of matter in bulk.\"}],\"text\":\"Understanding molecular theory, quantum chemistry, and statistical mechanics.\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular structure and spectra\"}],\"text\":\"Analyzing molecular structure and spectra.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"Molecular theory: quantum chemistry, molecular structure and spectra, statistical mechanics, selected topics in the molecular theory of matter in bulk.\"}],\"text\":\"CHEM 562 covers molecular theory including quantum chemistry, molecular structure, spectra, and statistical mechanics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"quantum chemistry\"}],\"text\":\"Quantum chemistry\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular structure and spectra\"}],\"text\":\"Molecular structure and spectra\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"statistical mechanics\"}],\"text\":\"Statistical mechanics\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular theory of matter in bulk\"}],\"text\":\"Molecular theory of matter in bulk\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"61b1c6ccec31a171176181589e248557a92fafca5965708120c7f25802d45979","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3a1f76fa7d38ae5a9e1634cea30fb17d901fa9d8d0681338dfe537ed9218f2dd","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222, (PHYSICS 202,208, or248), and (CHEM 561,665,CBE 310, orM S & E 330)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":222,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 222\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n4\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202,208\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"208,\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"or248\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[\"n7\",\"n8\",\"n9\",\"n10\"],\"condition\":null,\"course\":null,\"evidence\":\"(CHEM 561,665,CBE 310, orM S & E 330)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":561,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"CHEM 561,665\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":665,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"665,CBE\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 310,\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":330,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 330\",\"id\":\"n10\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3a1f76fa7d38ae5a9e1634cea30fb17d901fa9d8d0681338dfe537ed9218f2dd","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"description\",\"quote\":\"Macroscopic theory: laws and fundamental equations of thermodynamics, chemical equilibria, phase equilibria, and kinetic theory of gases.\"},{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"(CHEM 116,327, or329),MATH 222, and (PHYSICS 201,207, or247), or graduate/professional standing.\"}],\"text\":\"Prerequisite knowledge of macroscopic thermodynamics, chemical equilibria, and kinetic theory from CHEM 561 or equivalent.\"},{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"MATH 222\"},{\"course_id\":\"MS&E 330\",\"field\":\"requirements_text\",\"quote\":\"MATH 222\"}],\"text\":\"Mathematical background at the level of MATH 222.\"},{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"(PHYSICS 201,207, or247)\"},{\"course_id\":\"CBE 310\",\"field\":\"requirements_text\",\"quote\":\"(PHYSICS 201,207,247,E M A 202or M E 240)\"}],\"text\":\"Physics background in mechanics, electricity, magnetism, or thermodynamics from PHYSICS 201/207/247 or equivalent.\"}],\"search_phrases\":[\"physical chemistry molecular theory\",\"quantum chemistry statistical mechanics\",\"molecular structure spectra\",\"physical chemistry graduate course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"Molecular theory: quantum chemistry, molecular structure and spectra, statistical mechanics, selected topics in the molecular theory of matter in bulk.\"}],\"text\":\"Understanding molecular theory, quantum chemistry, and statistical mechanics.\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular structure and spectra\"}],\"text\":\"Analyzing molecular structure and spectra.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"Molecular theory: quantum chemistry, molecular structure and spectra, statistical mechanics, selected topics in the molecular theory of matter in bulk.\"}],\"text\":\"CHEM 562 covers molecular theory including quantum chemistry, molecular structure, spectra, and statistical mechanics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"quantum chemistry\"}],\"text\":\"Quantum chemistry\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular structure and spectra\"}],\"text\":\"Molecular structure and spectra\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"statistical mechanics\"}],\"text\":\"Statistical mechanics\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular theory of matter in bulk\"}],\"text\":\"Molecular theory of matter in bulk\"}]}","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_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3a1f76fa7d38ae5a9e1634cea30fb17d901fa9d8d0681338dfe537ed9218f2dd","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"You kids might have a case, but if you take Cui for an upper-level class like quantum mechanics, he is really into it and a superb teacher.\",\"course_id\":\"CHEM 562\",\"date\":\"2005-03-21 17:16:06 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"21e1aa3394d21555ea564424\",\"instructor_id\":\"rmp:251368\",\"instructor_name\":\"Qiang Cui\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0ODMyMjU=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\"},{\"comment\":\"I highly recommend Prof. Cui for chem 562. He loves quantum and it shows. His exams are very fair and it's personally important to him that his students learn the stuff.\",\"course_id\":\"CHEM 562\",\"date\":\"2005-05-17 17:49:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"76106146c397850558aeced2\",\"instructor_id\":\"rmp:251368\",\"instructor_name\":\"Qiang Cui\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4NzgwMjQ=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\"},{\"comment\":\"He is probably the best lecturer you could get for Quantum Chemistry. Explains concepts with examples, and puts lots of effort into making sure that students understand the hard-to-grasp concepts (or at least make an attempt). You would want to have him for this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2005-09-18 14:22:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d7a7384768dc6351e8c3c224\",\"instructor_id\":\"rmp:251368\",\"instructor_name\":\"Qiang Cui\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEwNDI1ODU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\"},{\"comment\":\"Lazy, ineffectual teacher. Doesn't provide a syllabus, only lets you know about exams a couple weeks in advance. Doesn't explain concepts very well. Doesn't do examples.\",\"course_id\":\"CHEM 562\",\"date\":\"2007-10-09 20:23:07 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e1783e6ab93d2080eee0ff59\",\"instructor_id\":\"rmp:251368\",\"instructor_name\":\"Qiang Cui\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTEzNTE2MTc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\"},{\"comment\":\"In terms of quantum mechanics, mathematics is  mandatory to understand. Without mathematical explanation,  nothing can be proved or understood. In his lecture, he talks a lot without mathematical explanation to analyze phenomena. Also, his exam consists of only writing without math.  He does not understand quantum mechanics at all.\",\"course_id\":\"CHEM 562\",\"date\":\"2017-07-27 17:46:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"3b88ecd3c1a11b7c2258ff32\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI4NTYyODU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"},{\"comment\":\"If you have a choice I advise not taking 562 with Dr. Yethiraj. He waited until the week before the exam before assigning the first homework assignment and followed it up with an exam having nothing to do with homework, readings, or lectures. The average was a 38% and he plans to make next exams harder due to COVID-19 forcing exams online.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-03-30 23:04:48 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de03beff898aa96dfd7c0613\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDA1Mjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"When the class average was a 38 on the first midterm, mostly due to ambiguous questions, he accepted no responsibility at all and spent an entire class berating the students for not studying hard enough. Homeworks can be impossible and the graders give points anyways because they couldn't find solutions. Exams didn't correlate to homeworks at all\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-02 16:55:44 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b0ed403499b3cc4cf0488ae2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDE0MjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"SOS THIS IS BY FAR THE WORST PROF UW-MADISON HAS TO OFFER!!! He not only doesn't care about your learning. He doesn't put in any amount of effort but suggests that to learn his class you should do every problem in the book. His exam averages are low, 38. They don't connect to lecture content or hw or the course at all. Steer clear of Arun or suffer\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-22 04:56:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d42df52178455ab00918c8da\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTAzMzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Possibly the worst professor in the country. Low exam averages with unfair questions, unclear lectures, doesn't follow syllabus, doesn't respond to emails. Turned 50 min lectures into 8 min lectures when classes were moved online. Textbook is useful for homework but unrelated to test material. Avoid this professor at all costs.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-02 14:46:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b41ec59e52d2d92e47531e03\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTgzMzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He's the worst professor I've had at UW-Madison. His philosophy is to not test on homework material and he gives hardly any idea what will be on tests. First exam avg was around a 40%, and he thought the avg would be much higher. He took an entire lecture to explain how easy the questions were and didn't listen to criticism or general suggestions.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 15:42:10 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5f018654a73fba4959bcfeb2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg4NzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Taking Prof. Yethiraj's class has been the most frustrating experience I have had at UWM. His real lack of enthusiasm in teaching makes the already hard class topic even harder. The recorded lectures are very dry, without any in-detailed explanation about how they are derived. Don't take his class if you actually want to learn something.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 17:41:16 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6f8a0405d9d338629eefe281\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg5MzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"I had the worst experience with Prof. Yethiraj. The first midterm grade had an average of 39%, and he spent the next lecture berating us because we "obviously hadn't studied enough". I ended up sending an email to the Chair of the Chemistry Department about his horrible behavior. I learned absolutely nothing from this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-13 19:56:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"050d9067bc9082994a182cad\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMjg2ODIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He might understand quantum mechanics, but he can't teach it! He assumed we somehow understand everything and uses advanced PChem language in class. Also, his hand is on top of his writing 70% of the time, and he explains the topics extremely fast. Homework is irrelevant to both lecture notes and textbook. Exam had stuff we never learned. Bad prof.\",\"course_id\":\"CHEM 562\",\"date\":\"2021-03-21 19:15:18 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a7dc51046be34d6776bcc01c\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDU4MTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"},{\"comment\":\"Prof. Goldsmith is incredibly smart and intelligent, and you can tell he knows this too. Most of the time his lectures and his vocabulary are unnecessarily complex to the point of me wondering what is he trying to prove. The material is not conveyed clearly and I rely heavily on the textbook to understand concepts.\",\"course_id\":\"CHEM 562\",\"date\":\"2021-03-28 16:37:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"09886ac8101b3a0352726973\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDgxNzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"}],\"evidence_count\":14,\"review_ids\":[\"21e1aa3394d21555ea564424\",\"76106146c397850558aeced2\",\"d7a7384768dc6351e8c3c224\",\"e1783e6ab93d2080eee0ff59\",\"3b88ecd3c1a11b7c2258ff32\",\"de03beff898aa96dfd7c0613\",\"b0ed403499b3cc4cf0488ae2\",\"d42df52178455ab00918c8da\",\"b41ec59e52d2d92e47531e03\",\"5f018654a73fba4959bcfeb2\",\"6f8a0405d9d338629eefe281\",\"050d9067bc9082994a182cad\",\"a7dc51046be34d6776bcc01c\",\"09886ac8101b3a0352726973\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1811597\",\"name\":\"Randall Goldsmith\"},{\"id\":\"rmp:1864423\",\"name\":\"Arun Yethiraj\"},{\"id\":\"rmp:251368\",\"name\":\"Qiang Cui\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2005\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor. Qiang Cui is praised for clear explanations and passion, while Arun Yethiraj and Randall Goldsmith are criticized for unclear lectures, complex vocabulary, and lack of mathematical rigor.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"If you have a choice I advise not taking 562 with Dr. Yethiraj. He waited until the week before the exam before assigning the first homework assignment and followed it up with an exam having nothing to do with homework, readings, or lectures. The average was a 38% and he plans to make next exams harder due to COVID-19 forcing exams online.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-03-30 23:04:48 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de03beff898aa96dfd7c0613\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDA1Mjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"When the class average was a 38 on the first midterm, mostly due to ambiguous questions, he accepted no responsibility at all and spent an entire class berating the students for not studying hard enough. Homeworks can be impossible and the graders give points anyways because they couldn't find solutions. Exams didn't correlate to homeworks at all\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-02 16:55:44 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b0ed403499b3cc4cf0488ae2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDE0MjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"SOS THIS IS BY FAR THE WORST PROF UW-MADISON HAS TO OFFER!!! He not only doesn't care about your learning. He doesn't put in any amount of effort but suggests that to learn his class you should do every problem in the book. His exam averages are low, 38. They don't connect to lecture content or hw or the course at all. Steer clear of Arun or suffer\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-22 04:56:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d42df52178455ab00918c8da\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTAzMzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Possibly the worst professor in the country. Low exam averages with unfair questions, unclear lectures, doesn't follow syllabus, doesn't respond to emails. Turned 50 min lectures into 8 min lectures when classes were moved online. Textbook is useful for homework but unrelated to test material. Avoid this professor at all costs.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-02 14:46:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b41ec59e52d2d92e47531e03\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTgzMzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He's the worst professor I've had at UW-Madison. His philosophy is to not test on homework material and he gives hardly any idea what will be on tests. First exam avg was around a 40%, and he thought the avg would be much higher. He took an entire lecture to explain how easy the questions were and didn't listen to criticism or general suggestions.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 15:42:10 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5f018654a73fba4959bcfeb2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg4NzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Taking Prof. Yethiraj's class has been the most frustrating experience I have had at UWM. His real lack of enthusiasm in teaching makes the already hard class topic even harder. The recorded lectures are very dry, without any in-detailed explanation about how they are derived. Don't take his class if you actually want to learn something.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 17:41:16 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6f8a0405d9d338629eefe281\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg5MzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"I had the worst experience with Prof. Yethiraj. The first midterm grade had an average of 39%, and he spent the next lecture berating us because we "obviously hadn't studied enough". I ended up sending an email to the Chair of the Chemistry Department about his horrible behavior. I learned absolutely nothing from this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-13 19:56:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"050d9067bc9082994a182cad\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMjg2ODIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He might understand quantum mechanics, but he can't teach it! He assumed we somehow understand everything and uses advanced PChem language in class. Also, his hand is on top of his writing 70% of the time, and he explains the topics extremely fast. Homework is irrelevant to both lecture notes and textbook. Exam had stuff we never learned. Bad prof.\",\"course_id\":\"CHEM 562\",\"date\":\"2021-03-21 19:15:18 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a7dc51046be34d6776bcc01c\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDU4MTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"}],\"evidence_count\":8,\"review_ids\":[\"de03beff898aa96dfd7c0613\",\"b0ed403499b3cc4cf0488ae2\",\"d42df52178455ab00918c8da\",\"b41ec59e52d2d92e47531e03\",\"5f018654a73fba4959bcfeb2\",\"6f8a0405d9d338629eefe281\",\"050d9067bc9082994a182cad\",\"a7dc51046be34d6776bcc01c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1811597\",\"name\":\"Randall Goldsmith\"},{\"id\":\"rmp:1864423\",\"name\":\"Arun Yethiraj\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Assessments are frequently described as unfair, with low exam averages (e.g., 38-40%) and exams that do not correlate with homework or lecture content. Some instructors are criticized for ambiguous questions and lack of feedback.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I think this is the first time he teaches a p chem course. he gives almost no lecture. most of the time we do group work. i dont think i learn any quantum mechanics. but my integration/differentiation and excel skills are definitely better after this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2017-11-10 02:23:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7f4b93c47077a69beacc5f69\",\"instructor_id\":\"rmp:414685\",\"instructor_name\":\"Edwin Sibert\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI4ODY5MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/414685\"},{\"comment\":\"If you have a choice I advise not taking 562 with Dr. Yethiraj. He waited until the week before the exam before assigning the first homework assignment and followed it up with an exam having nothing to do with homework, readings, or lectures. The average was a 38% and he plans to make next exams harder due to COVID-19 forcing exams online.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-03-30 23:04:48 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de03beff898aa96dfd7c0613\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDA1Mjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"When the class average was a 38 on the first midterm, mostly due to ambiguous questions, he accepted no responsibility at all and spent an entire class berating the students for not studying hard enough. Homeworks can be impossible and the graders give points anyways because they couldn't find solutions. Exams didn't correlate to homeworks at all\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-02 16:55:44 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b0ed403499b3cc4cf0488ae2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDE0MjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"SOS THIS IS BY FAR THE WORST PROF UW-MADISON HAS TO OFFER!!! He not only doesn't care about your learning. He doesn't put in any amount of effort but suggests that to learn his class you should do every problem in the book. His exam averages are low, 38. They don't connect to lecture content or hw or the course at all. Steer clear of Arun or suffer\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-22 04:56:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d42df52178455ab00918c8da\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTAzMzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Possibly the worst professor in the country. Low exam averages with unfair questions, unclear lectures, doesn't follow syllabus, doesn't respond to emails. Turned 50 min lectures into 8 min lectures when classes were moved online. Textbook is useful for homework but unrelated to test material. Avoid this professor at all costs.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-02 14:46:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b41ec59e52d2d92e47531e03\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTgzMzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He's the worst professor I've had at UW-Madison. His philosophy is to not test on homework material and he gives hardly any idea what will be on tests. First exam avg was around a 40%, and he thought the avg would be much higher. He took an entire lecture to explain how easy the questions were and didn't listen to criticism or general suggestions.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 15:42:10 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5f018654a73fba4959bcfeb2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg4NzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Taking Prof. Yethiraj's class has been the most frustrating experience I have had at UWM. His real lack of enthusiasm in teaching makes the already hard class topic even harder. The recorded lectures are very dry, without any in-detailed explanation about how they are derived. Don't take his class if you actually want to learn something.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 17:41:16 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6f8a0405d9d338629eefe281\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg5MzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"I had the worst experience with Prof. Yethiraj. The first midterm grade had an average of 39%, and he spent the next lecture berating us because we "obviously hadn't studied enough". I ended up sending an email to the Chair of the Chemistry Department about his horrible behavior. I learned absolutely nothing from this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-13 19:56:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"050d9067bc9082994a182cad\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMjg2ODIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He might understand quantum mechanics, but he can't teach it! He assumed we somehow understand everything and uses advanced PChem language in class. Also, his hand is on top of his writing 70% of the time, and he explains the topics extremely fast. Homework is irrelevant to both lecture notes and textbook. Exam had stuff we never learned. Bad prof.\",\"course_id\":\"CHEM 562\",\"date\":\"2021-03-21 19:15:18 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a7dc51046be34d6776bcc01c\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDU4MTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"}],\"evidence_count\":9,\"review_ids\":[\"7f4b93c47077a69beacc5f69\",\"de03beff898aa96dfd7c0613\",\"b0ed403499b3cc4cf0488ae2\",\"d42df52178455ab00918c8da\",\"b41ec59e52d2d92e47531e03\",\"5f018654a73fba4959bcfeb2\",\"6f8a0405d9d338629eefe281\",\"050d9067bc9082994a182cad\",\"a7dc51046be34d6776bcc01c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1811597\",\"name\":\"Randall Goldsmith\"},{\"id\":\"rmp:1864423\",\"name\":\"Arun Yethiraj\"},{\"id\":\"rmp:414685\",\"name\":\"Edwin Sibert\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is high. Some students find homework impossible or irrelevant, while others gain practical skills like Excel through group work.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-789789da373eecc1ff75f626","output_id":"b88205115025f4e820a5c40d25bd011ff177f59b747fec189197f565fe465029","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222, (PHYSICS 202,208, or248), and (CHEM 561,665,CBE 310, orM S & E 330)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":222,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 222\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n4\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202,208\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"208,\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"or248\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[\"n7\",\"n8\",\"n9\",\"n10\"],\"condition\":null,\"course\":null,\"evidence\":\"(CHEM 561,665,CBE 310, orM S & E 330)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":561,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"CHEM 561,665\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":665,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"665,CBE\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 310,\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":330,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 330\",\"id\":\"n10\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-789789da373eecc1ff75f626","output_id":"b88205115025f4e820a5c40d25bd011ff177f59b747fec189197f565fe465029","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"description\",\"quote\":\"Macroscopic theory: laws and fundamental equations of thermodynamics, chemical equilibria, phase equilibria, and kinetic theory of gases.\"},{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"(CHEM 116,327, or329),MATH 222, and (PHYSICS 201,207, or247), or graduate/professional standing.\"}],\"text\":\"Prerequisite knowledge of macroscopic thermodynamics, chemical equilibria, and kinetic theory from CHEM 561 or equivalent.\"},{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"MATH 222\"},{\"course_id\":\"MS&E 330\",\"field\":\"requirements_text\",\"quote\":\"MATH 222\"}],\"text\":\"Mathematical background at the level of MATH 222.\"},{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"(PHYSICS 201,207, or247)\"},{\"course_id\":\"CBE 310\",\"field\":\"requirements_text\",\"quote\":\"(PHYSICS 201,207,247,E M A 202or M E 240)\"}],\"text\":\"Physics background in mechanics, electricity, magnetism, or thermodynamics from PHYSICS 201/207/247 or equivalent.\"}],\"search_phrases\":[\"physical chemistry molecular theory\",\"quantum chemistry statistical mechanics\",\"molecular structure spectra\",\"physical chemistry graduate course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"Molecular theory: quantum chemistry, molecular structure and spectra, statistical mechanics, selected topics in the molecular theory of matter in bulk.\"}],\"text\":\"Understanding molecular theory, quantum chemistry, and statistical mechanics.\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular structure and spectra\"}],\"text\":\"Analyzing molecular structure and spectra.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"Molecular theory: quantum chemistry, molecular structure and spectra, statistical mechanics, selected topics in the molecular theory of matter in bulk.\"}],\"text\":\"CHEM 562 covers molecular theory including quantum chemistry, molecular structure, spectra, and statistical mechanics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"quantum chemistry\"}],\"text\":\"Quantum chemistry\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular structure and spectra\"}],\"text\":\"Molecular structure and spectra\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"statistical mechanics\"}],\"text\":\"Statistical mechanics\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular theory of matter in bulk\"}],\"text\":\"Molecular theory of matter in bulk\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-789789da373eecc1ff75f626","output_id":"b88205115025f4e820a5c40d25bd011ff177f59b747fec189197f565fe465029","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"de56df65af4d37b9e662d1c7df6247ef960573dc04aeb3baad522d4166907746","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222, (PHYSICS 202,208, or248), and (CHEM 561,665,CBE 310, orM S & E 330)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":222,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 222\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n4\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202,208\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"208,\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"or248\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[\"n7\",\"n8\",\"n9\",\"n10\"],\"condition\":null,\"course\":null,\"evidence\":\"(CHEM 561,665,CBE 310, orM S & E 330)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":561,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"CHEM 561,665\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":665,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"665,CBE\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 310,\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":330,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 330\",\"id\":\"n10\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"de56df65af4d37b9e662d1c7df6247ef960573dc04aeb3baad522d4166907746","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"description\",\"quote\":\"Macroscopic theory: laws and fundamental equations of thermodynamics, chemical equilibria, phase equilibria, and kinetic theory of gases.\"},{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"(CHEM 116,327, or329),MATH 222, and (PHYSICS 201,207, or247), or graduate/professional standing.\"}],\"text\":\"Prerequisite knowledge of macroscopic thermodynamics, chemical equilibria, and kinetic theory from CHEM 561 or equivalent.\"},{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"MATH 222\"},{\"course_id\":\"MS&E 330\",\"field\":\"requirements_text\",\"quote\":\"MATH 222\"}],\"text\":\"Mathematical background at the level of MATH 222.\"},{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"(PHYSICS 201,207, or247)\"},{\"course_id\":\"CBE 310\",\"field\":\"requirements_text\",\"quote\":\"(PHYSICS 201,207,247,E M A 202or M E 240)\"}],\"text\":\"Physics background in mechanics, electricity, magnetism, or thermodynamics from PHYSICS 201/207/247 or equivalent.\"}],\"search_phrases\":[\"physical chemistry molecular theory\",\"quantum chemistry statistical mechanics\",\"molecular structure spectra\",\"physical chemistry graduate course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"Molecular theory: quantum chemistry, molecular structure and spectra, statistical mechanics, selected topics in the molecular theory of matter in bulk.\"}],\"text\":\"Understanding molecular theory, quantum chemistry, and statistical mechanics.\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular structure and spectra\"}],\"text\":\"Analyzing molecular structure and spectra.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"Molecular theory: quantum chemistry, molecular structure and spectra, statistical mechanics, selected topics in the molecular theory of matter in bulk.\"}],\"text\":\"CHEM 562 covers molecular theory including quantum chemistry, molecular structure, spectra, and statistical mechanics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"quantum chemistry\"}],\"text\":\"Quantum chemistry\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular structure and spectra\"}],\"text\":\"Molecular structure and spectra\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"statistical mechanics\"}],\"text\":\"Statistical mechanics\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular theory of matter in bulk\"}],\"text\":\"Molecular theory of matter in bulk\"}]}","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_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"de56df65af4d37b9e662d1c7df6247ef960573dc04aeb3baad522d4166907746","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"You kids might have a case, but if you take Cui for an upper-level class like quantum mechanics, he is really into it and a superb teacher.\",\"course_id\":\"CHEM 562\",\"date\":\"2005-03-21 17:16:06 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"21e1aa3394d21555ea564424\",\"instructor_id\":\"rmp:251368\",\"instructor_name\":\"Qiang Cui\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0ODMyMjU=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\"},{\"comment\":\"I highly recommend Prof. Cui for chem 562. He loves quantum and it shows. His exams are very fair and it's personally important to him that his students learn the stuff.\",\"course_id\":\"CHEM 562\",\"date\":\"2005-05-17 17:49:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"76106146c397850558aeced2\",\"instructor_id\":\"rmp:251368\",\"instructor_name\":\"Qiang Cui\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4NzgwMjQ=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\"},{\"comment\":\"He is probably the best lecturer you could get for Quantum Chemistry. Explains concepts with examples, and puts lots of effort into making sure that students understand the hard-to-grasp concepts (or at least make an attempt). You would want to have him for this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2005-09-18 14:22:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d7a7384768dc6351e8c3c224\",\"instructor_id\":\"rmp:251368\",\"instructor_name\":\"Qiang Cui\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEwNDI1ODU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\"},{\"comment\":\"Lazy, ineffectual teacher. Doesn't provide a syllabus, only lets you know about exams a couple weeks in advance. Doesn't explain concepts very well. Doesn't do examples.\",\"course_id\":\"CHEM 562\",\"date\":\"2007-10-09 20:23:07 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e1783e6ab93d2080eee0ff59\",\"instructor_id\":\"rmp:251368\",\"instructor_name\":\"Qiang Cui\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTEzNTE2MTc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\"},{\"comment\":\"In terms of quantum mechanics, mathematics is  mandatory to understand. Without mathematical explanation,  nothing can be proved or understood. In his lecture, he talks a lot without mathematical explanation to analyze phenomena. Also, his exam consists of only writing without math.  He does not understand quantum mechanics at all.\",\"course_id\":\"CHEM 562\",\"date\":\"2017-07-27 17:46:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"3b88ecd3c1a11b7c2258ff32\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI4NTYyODU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"},{\"comment\":\"If you have a choice I advise not taking 562 with Dr. Yethiraj. He waited until the week before the exam before assigning the first homework assignment and followed it up with an exam having nothing to do with homework, readings, or lectures. The average was a 38% and he plans to make next exams harder due to COVID-19 forcing exams online.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-03-30 23:04:48 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de03beff898aa96dfd7c0613\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDA1Mjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"When the class average was a 38 on the first midterm, mostly due to ambiguous questions, he accepted no responsibility at all and spent an entire class berating the students for not studying hard enough. Homeworks can be impossible and the graders give points anyways because they couldn't find solutions. Exams didn't correlate to homeworks at all\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-02 16:55:44 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b0ed403499b3cc4cf0488ae2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDE0MjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"SOS THIS IS BY FAR THE WORST PROF UW-MADISON HAS TO OFFER!!! He not only doesn't care about your learning. He doesn't put in any amount of effort but suggests that to learn his class you should do every problem in the book. His exam averages are low, 38. They don't connect to lecture content or hw or the course at all. Steer clear of Arun or suffer\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-22 04:56:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d42df52178455ab00918c8da\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTAzMzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Possibly the worst professor in the country. Low exam averages with unfair questions, unclear lectures, doesn't follow syllabus, doesn't respond to emails. Turned 50 min lectures into 8 min lectures when classes were moved online. Textbook is useful for homework but unrelated to test material. Avoid this professor at all costs.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-02 14:46:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b41ec59e52d2d92e47531e03\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTgzMzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He's the worst professor I've had at UW-Madison. His philosophy is to not test on homework material and he gives hardly any idea what will be on tests. First exam avg was around a 40%, and he thought the avg would be much higher. He took an entire lecture to explain how easy the questions were and didn't listen to criticism or general suggestions.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 15:42:10 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5f018654a73fba4959bcfeb2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg4NzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Taking Prof. Yethiraj's class has been the most frustrating experience I have had at UWM. His real lack of enthusiasm in teaching makes the already hard class topic even harder. The recorded lectures are very dry, without any in-detailed explanation about how they are derived. Don't take his class if you actually want to learn something.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 17:41:16 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6f8a0405d9d338629eefe281\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg5MzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"I had the worst experience with Prof. Yethiraj. The first midterm grade had an average of 39%, and he spent the next lecture berating us because we "obviously hadn't studied enough". I ended up sending an email to the Chair of the Chemistry Department about his horrible behavior. I learned absolutely nothing from this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-13 19:56:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"050d9067bc9082994a182cad\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMjg2ODIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He might understand quantum mechanics, but he can't teach it! He assumed we somehow understand everything and uses advanced PChem language in class. Also, his hand is on top of his writing 70% of the time, and he explains the topics extremely fast. Homework is irrelevant to both lecture notes and textbook. Exam had stuff we never learned. Bad prof.\",\"course_id\":\"CHEM 562\",\"date\":\"2021-03-21 19:15:18 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a7dc51046be34d6776bcc01c\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDU4MTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"},{\"comment\":\"Prof. Goldsmith is incredibly smart and intelligent, and you can tell he knows this too. Most of the time his lectures and his vocabulary are unnecessarily complex to the point of me wondering what is he trying to prove. The material is not conveyed clearly and I rely heavily on the textbook to understand concepts.\",\"course_id\":\"CHEM 562\",\"date\":\"2021-03-28 16:37:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"09886ac8101b3a0352726973\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDgxNzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"}],\"evidence_count\":14,\"review_ids\":[\"21e1aa3394d21555ea564424\",\"76106146c397850558aeced2\",\"d7a7384768dc6351e8c3c224\",\"e1783e6ab93d2080eee0ff59\",\"3b88ecd3c1a11b7c2258ff32\",\"de03beff898aa96dfd7c0613\",\"b0ed403499b3cc4cf0488ae2\",\"d42df52178455ab00918c8da\",\"b41ec59e52d2d92e47531e03\",\"5f018654a73fba4959bcfeb2\",\"6f8a0405d9d338629eefe281\",\"050d9067bc9082994a182cad\",\"a7dc51046be34d6776bcc01c\",\"09886ac8101b3a0352726973\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1811597\",\"name\":\"Randall Goldsmith\"},{\"id\":\"rmp:1864423\",\"name\":\"Arun Yethiraj\"},{\"id\":\"rmp:251368\",\"name\":\"Qiang Cui\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2005\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor. Qiang Cui is praised for clear explanations and passion, while Arun Yethiraj and Randall Goldsmith are criticized for unclear lectures, complex vocabulary, and lack of mathematical rigor.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"If you have a choice I advise not taking 562 with Dr. Yethiraj. He waited until the week before the exam before assigning the first homework assignment and followed it up with an exam having nothing to do with homework, readings, or lectures. The average was a 38% and he plans to make next exams harder due to COVID-19 forcing exams online.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-03-30 23:04:48 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de03beff898aa96dfd7c0613\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDA1Mjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"When the class average was a 38 on the first midterm, mostly due to ambiguous questions, he accepted no responsibility at all and spent an entire class berating the students for not studying hard enough. Homeworks can be impossible and the graders give points anyways because they couldn't find solutions. Exams didn't correlate to homeworks at all\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-02 16:55:44 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b0ed403499b3cc4cf0488ae2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDE0MjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"SOS THIS IS BY FAR THE WORST PROF UW-MADISON HAS TO OFFER!!! He not only doesn't care about your learning. He doesn't put in any amount of effort but suggests that to learn his class you should do every problem in the book. His exam averages are low, 38. They don't connect to lecture content or hw or the course at all. Steer clear of Arun or suffer\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-22 04:56:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d42df52178455ab00918c8da\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTAzMzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Possibly the worst professor in the country. Low exam averages with unfair questions, unclear lectures, doesn't follow syllabus, doesn't respond to emails. Turned 50 min lectures into 8 min lectures when classes were moved online. Textbook is useful for homework but unrelated to test material. Avoid this professor at all costs.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-02 14:46:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b41ec59e52d2d92e47531e03\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTgzMzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He's the worst professor I've had at UW-Madison. His philosophy is to not test on homework material and he gives hardly any idea what will be on tests. First exam avg was around a 40%, and he thought the avg would be much higher. He took an entire lecture to explain how easy the questions were and didn't listen to criticism or general suggestions.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 15:42:10 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5f018654a73fba4959bcfeb2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg4NzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Taking Prof. Yethiraj's class has been the most frustrating experience I have had at UWM. His real lack of enthusiasm in teaching makes the already hard class topic even harder. The recorded lectures are very dry, without any in-detailed explanation about how they are derived. Don't take his class if you actually want to learn something.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 17:41:16 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6f8a0405d9d338629eefe281\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg5MzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"I had the worst experience with Prof. Yethiraj. The first midterm grade had an average of 39%, and he spent the next lecture berating us because we "obviously hadn't studied enough". I ended up sending an email to the Chair of the Chemistry Department about his horrible behavior. I learned absolutely nothing from this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-13 19:56:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"050d9067bc9082994a182cad\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMjg2ODIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He might understand quantum mechanics, but he can't teach it! He assumed we somehow understand everything and uses advanced PChem language in class. Also, his hand is on top of his writing 70% of the time, and he explains the topics extremely fast. Homework is irrelevant to both lecture notes and textbook. Exam had stuff we never learned. Bad prof.\",\"course_id\":\"CHEM 562\",\"date\":\"2021-03-21 19:15:18 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a7dc51046be34d6776bcc01c\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDU4MTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"}],\"evidence_count\":8,\"review_ids\":[\"de03beff898aa96dfd7c0613\",\"b0ed403499b3cc4cf0488ae2\",\"d42df52178455ab00918c8da\",\"b41ec59e52d2d92e47531e03\",\"5f018654a73fba4959bcfeb2\",\"6f8a0405d9d338629eefe281\",\"050d9067bc9082994a182cad\",\"a7dc51046be34d6776bcc01c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1811597\",\"name\":\"Randall Goldsmith\"},{\"id\":\"rmp:1864423\",\"name\":\"Arun Yethiraj\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Assessments are frequently described as unfair, with low exam averages (e.g., 38-40%) and exams that do not correlate with homework or lecture content. Some instructors are criticized for ambiguous questions and lack of feedback.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I think this is the first time he teaches a p chem course. he gives almost no lecture. most of the time we do group work. i dont think i learn any quantum mechanics. but my integration/differentiation and excel skills are definitely better after this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2017-11-10 02:23:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7f4b93c47077a69beacc5f69\",\"instructor_id\":\"rmp:414685\",\"instructor_name\":\"Edwin Sibert\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI4ODY5MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/414685\"},{\"comment\":\"If you have a choice I advise not taking 562 with Dr. Yethiraj. He waited until the week before the exam before assigning the first homework assignment and followed it up with an exam having nothing to do with homework, readings, or lectures. The average was a 38% and he plans to make next exams harder due to COVID-19 forcing exams online.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-03-30 23:04:48 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de03beff898aa96dfd7c0613\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDA1Mjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"When the class average was a 38 on the first midterm, mostly due to ambiguous questions, he accepted no responsibility at all and spent an entire class berating the students for not studying hard enough. Homeworks can be impossible and the graders give points anyways because they couldn't find solutions. Exams didn't correlate to homeworks at all\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-02 16:55:44 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b0ed403499b3cc4cf0488ae2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDE0MjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"SOS THIS IS BY FAR THE WORST PROF UW-MADISON HAS TO OFFER!!! He not only doesn't care about your learning. He doesn't put in any amount of effort but suggests that to learn his class you should do every problem in the book. His exam averages are low, 38. They don't connect to lecture content or hw or the course at all. Steer clear of Arun or suffer\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-22 04:56:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d42df52178455ab00918c8da\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTAzMzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Possibly the worst professor in the country. Low exam averages with unfair questions, unclear lectures, doesn't follow syllabus, doesn't respond to emails. Turned 50 min lectures into 8 min lectures when classes were moved online. Textbook is useful for homework but unrelated to test material. Avoid this professor at all costs.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-02 14:46:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b41ec59e52d2d92e47531e03\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTgzMzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He's the worst professor I've had at UW-Madison. His philosophy is to not test on homework material and he gives hardly any idea what will be on tests. First exam avg was around a 40%, and he thought the avg would be much higher. He took an entire lecture to explain how easy the questions were and didn't listen to criticism or general suggestions.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 15:42:10 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5f018654a73fba4959bcfeb2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg4NzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Taking Prof. Yethiraj's class has been the most frustrating experience I have had at UWM. His real lack of enthusiasm in teaching makes the already hard class topic even harder. The recorded lectures are very dry, without any in-detailed explanation about how they are derived. Don't take his class if you actually want to learn something.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 17:41:16 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6f8a0405d9d338629eefe281\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg5MzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"I had the worst experience with Prof. Yethiraj. The first midterm grade had an average of 39%, and he spent the next lecture berating us because we "obviously hadn't studied enough". I ended up sending an email to the Chair of the Chemistry Department about his horrible behavior. I learned absolutely nothing from this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-13 19:56:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"050d9067bc9082994a182cad\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMjg2ODIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He might understand quantum mechanics, but he can't teach it! He assumed we somehow understand everything and uses advanced PChem language in class. Also, his hand is on top of his writing 70% of the time, and he explains the topics extremely fast. Homework is irrelevant to both lecture notes and textbook. Exam had stuff we never learned. Bad prof.\",\"course_id\":\"CHEM 562\",\"date\":\"2021-03-21 19:15:18 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a7dc51046be34d6776bcc01c\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDU4MTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"}],\"evidence_count\":9,\"review_ids\":[\"7f4b93c47077a69beacc5f69\",\"de03beff898aa96dfd7c0613\",\"b0ed403499b3cc4cf0488ae2\",\"d42df52178455ab00918c8da\",\"b41ec59e52d2d92e47531e03\",\"5f018654a73fba4959bcfeb2\",\"6f8a0405d9d338629eefe281\",\"050d9067bc9082994a182cad\",\"a7dc51046be34d6776bcc01c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1811597\",\"name\":\"Randall Goldsmith\"},{\"id\":\"rmp:1864423\",\"name\":\"Arun Yethiraj\"},{\"id\":\"rmp:414685\",\"name\":\"Edwin Sibert\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is high. Some students find homework impossible or irrelevant, while others gain practical skills like Excel through group work.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"de56df65af4d37b9e662d1c7df6247ef960573dc04aeb3baad522d4166907746","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"899c268adb70df71e299876f41519e889d01776d38a9e1e5431174d4dc93db4b\",\"course_id\":\"CHEM 562\",\"current_instructors\":[{\"instructor_uid\":\"instructor_26a2e9049aabf7ed794d10e2\",\"message\":\"No course-specific reviews available\",\"name\":\"Frank Gao\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.47 GPA, 64.7% A/AB (n=85 letter grades); Fall 2025: 3.10 GPA, 40.5% A/AB (n=42 letter grades); Spring 2026: 3.26 GPA, 56.2% A/AB (n=64 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"ARUN YETHIRAJ is recorded teaching in Spring 2007, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"EDWIN SIBERT is recorded teaching in Fall 2016, Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"}],\"text\":\"QIANG CUI is recorded teaching in Fall 2007. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"RANDALL GOLDSMITH is recorded teaching in Fall 2011, Fall 2012, 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":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"b1bb6259c7b619dc51ed77da69c7019bf5f08a94214629e01545a7b77cdb37dc","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222, (PHYSICS 202,208, or248), and (CHEM 561,665,CBE 310, orM S & E 330)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":222,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 222\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[\"n4\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202,208\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"208,\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"or248\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[\"n7\",\"n8\",\"n9\",\"n10\"],\"condition\":null,\"course\":null,\"evidence\":\"(CHEM 561,665,CBE 310, orM S & E 330)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":561,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"CHEM 561,665\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":665,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"665,CBE\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 310,\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":330,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 330\",\"id\":\"n10\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"b1bb6259c7b619dc51ed77da69c7019bf5f08a94214629e01545a7b77cdb37dc","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"description\",\"quote\":\"Macroscopic theory: laws and fundamental equations of thermodynamics, chemical equilibria, phase equilibria, and kinetic theory of gases.\"},{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"(CHEM 116,327, or329),MATH 222, and (PHYSICS 201,207, or247), or graduate/professional standing.\"}],\"text\":\"Prerequisite knowledge of macroscopic thermodynamics, chemical equilibria, and kinetic theory from CHEM 561 or equivalent.\"},{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"MATH 222\"},{\"course_id\":\"MS&E 330\",\"field\":\"requirements_text\",\"quote\":\"MATH 222\"}],\"text\":\"Mathematical background at the level of MATH 222.\"},{\"evidence\":[{\"course_id\":\"CHEM 561\",\"field\":\"requirements_text\",\"quote\":\"(PHYSICS 201,207, or247)\"},{\"course_id\":\"CBE 310\",\"field\":\"requirements_text\",\"quote\":\"(PHYSICS 201,207,247,E M A 202or M E 240)\"}],\"text\":\"Physics background in mechanics, electricity, magnetism, or thermodynamics from PHYSICS 201/207/247 or equivalent.\"}],\"search_phrases\":[\"physical chemistry molecular theory\",\"quantum chemistry statistical mechanics\",\"molecular structure spectra\",\"physical chemistry graduate course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"Molecular theory: quantum chemistry, molecular structure and spectra, statistical mechanics, selected topics in the molecular theory of matter in bulk.\"}],\"text\":\"Understanding molecular theory, quantum chemistry, and statistical mechanics.\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular structure and spectra\"}],\"text\":\"Analyzing molecular structure and spectra.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"Molecular theory: quantum chemistry, molecular structure and spectra, statistical mechanics, selected topics in the molecular theory of matter in bulk.\"}],\"text\":\"CHEM 562 covers molecular theory including quantum chemistry, molecular structure, spectra, and statistical mechanics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"quantum chemistry\"}],\"text\":\"Quantum chemistry\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular structure and spectra\"}],\"text\":\"Molecular structure and spectra\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"statistical mechanics\"}],\"text\":\"Statistical mechanics\"},{\"evidence\":[{\"course_id\":\"CHEM 562\",\"field\":\"description\",\"quote\":\"molecular theory of matter in bulk\"}],\"text\":\"Molecular theory of matter in bulk\"}]}","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_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"b1bb6259c7b619dc51ed77da69c7019bf5f08a94214629e01545a7b77cdb37dc","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"You kids might have a case, but if you take Cui for an upper-level class like quantum mechanics, he is really into it and a superb teacher.\",\"course_id\":\"CHEM 562\",\"date\":\"2005-03-21 17:16:06 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"21e1aa3394d21555ea564424\",\"instructor_id\":\"rmp:251368\",\"instructor_name\":\"Qiang Cui\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0ODMyMjU=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\"},{\"comment\":\"I highly recommend Prof. Cui for chem 562. He loves quantum and it shows. His exams are very fair and it's personally important to him that his students learn the stuff.\",\"course_id\":\"CHEM 562\",\"date\":\"2005-05-17 17:49:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"76106146c397850558aeced2\",\"instructor_id\":\"rmp:251368\",\"instructor_name\":\"Qiang Cui\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4NzgwMjQ=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\"},{\"comment\":\"He is probably the best lecturer you could get for Quantum Chemistry. Explains concepts with examples, and puts lots of effort into making sure that students understand the hard-to-grasp concepts (or at least make an attempt). You would want to have him for this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2005-09-18 14:22:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d7a7384768dc6351e8c3c224\",\"instructor_id\":\"rmp:251368\",\"instructor_name\":\"Qiang Cui\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTEwNDI1ODU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\"},{\"comment\":\"Lazy, ineffectual teacher. Doesn't provide a syllabus, only lets you know about exams a couple weeks in advance. Doesn't explain concepts very well. Doesn't do examples.\",\"course_id\":\"CHEM 562\",\"date\":\"2007-10-09 20:23:07 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e1783e6ab93d2080eee0ff59\",\"instructor_id\":\"rmp:251368\",\"instructor_name\":\"Qiang Cui\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTEzNTE2MTc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\"},{\"comment\":\"In terms of quantum mechanics, mathematics is  mandatory to understand. Without mathematical explanation,  nothing can be proved or understood. In his lecture, he talks a lot without mathematical explanation to analyze phenomena. Also, his exam consists of only writing without math.  He does not understand quantum mechanics at all.\",\"course_id\":\"CHEM 562\",\"date\":\"2017-07-27 17:46:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"3b88ecd3c1a11b7c2258ff32\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI4NTYyODU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"},{\"comment\":\"If you have a choice I advise not taking 562 with Dr. Yethiraj. He waited until the week before the exam before assigning the first homework assignment and followed it up with an exam having nothing to do with homework, readings, or lectures. The average was a 38% and he plans to make next exams harder due to COVID-19 forcing exams online.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-03-30 23:04:48 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de03beff898aa96dfd7c0613\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDA1Mjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"When the class average was a 38 on the first midterm, mostly due to ambiguous questions, he accepted no responsibility at all and spent an entire class berating the students for not studying hard enough. Homeworks can be impossible and the graders give points anyways because they couldn't find solutions. Exams didn't correlate to homeworks at all\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-02 16:55:44 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b0ed403499b3cc4cf0488ae2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDE0MjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"SOS THIS IS BY FAR THE WORST PROF UW-MADISON HAS TO OFFER!!! He not only doesn't care about your learning. He doesn't put in any amount of effort but suggests that to learn his class you should do every problem in the book. His exam averages are low, 38. They don't connect to lecture content or hw or the course at all. Steer clear of Arun or suffer\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-22 04:56:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d42df52178455ab00918c8da\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTAzMzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Possibly the worst professor in the country. Low exam averages with unfair questions, unclear lectures, doesn't follow syllabus, doesn't respond to emails. Turned 50 min lectures into 8 min lectures when classes were moved online. Textbook is useful for homework but unrelated to test material. Avoid this professor at all costs.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-02 14:46:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b41ec59e52d2d92e47531e03\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTgzMzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He's the worst professor I've had at UW-Madison. His philosophy is to not test on homework material and he gives hardly any idea what will be on tests. First exam avg was around a 40%, and he thought the avg would be much higher. He took an entire lecture to explain how easy the questions were and didn't listen to criticism or general suggestions.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 15:42:10 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5f018654a73fba4959bcfeb2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg4NzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Taking Prof. Yethiraj's class has been the most frustrating experience I have had at UWM. His real lack of enthusiasm in teaching makes the already hard class topic even harder. The recorded lectures are very dry, without any in-detailed explanation about how they are derived. Don't take his class if you actually want to learn something.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 17:41:16 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6f8a0405d9d338629eefe281\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg5MzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"I had the worst experience with Prof. Yethiraj. The first midterm grade had an average of 39%, and he spent the next lecture berating us because we "obviously hadn't studied enough". I ended up sending an email to the Chair of the Chemistry Department about his horrible behavior. I learned absolutely nothing from this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-13 19:56:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"050d9067bc9082994a182cad\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMjg2ODIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He might understand quantum mechanics, but he can't teach it! He assumed we somehow understand everything and uses advanced PChem language in class. Also, his hand is on top of his writing 70% of the time, and he explains the topics extremely fast. Homework is irrelevant to both lecture notes and textbook. Exam had stuff we never learned. Bad prof.\",\"course_id\":\"CHEM 562\",\"date\":\"2021-03-21 19:15:18 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a7dc51046be34d6776bcc01c\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDU4MTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"},{\"comment\":\"Prof. Goldsmith is incredibly smart and intelligent, and you can tell he knows this too. Most of the time his lectures and his vocabulary are unnecessarily complex to the point of me wondering what is he trying to prove. The material is not conveyed clearly and I rely heavily on the textbook to understand concepts.\",\"course_id\":\"CHEM 562\",\"date\":\"2021-03-28 16:37:47 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"09886ac8101b3a0352726973\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDgxNzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"}],\"evidence_count\":14,\"review_ids\":[\"21e1aa3394d21555ea564424\",\"76106146c397850558aeced2\",\"d7a7384768dc6351e8c3c224\",\"e1783e6ab93d2080eee0ff59\",\"3b88ecd3c1a11b7c2258ff32\",\"de03beff898aa96dfd7c0613\",\"b0ed403499b3cc4cf0488ae2\",\"d42df52178455ab00918c8da\",\"b41ec59e52d2d92e47531e03\",\"5f018654a73fba4959bcfeb2\",\"6f8a0405d9d338629eefe281\",\"050d9067bc9082994a182cad\",\"a7dc51046be34d6776bcc01c\",\"09886ac8101b3a0352726973\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1811597\",\"name\":\"Randall Goldsmith\"},{\"id\":\"rmp:1864423\",\"name\":\"Arun Yethiraj\"},{\"id\":\"rmp:251368\",\"name\":\"Qiang Cui\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2005\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor. Qiang Cui is praised for clear explanations and passion, while Arun Yethiraj and Randall Goldsmith are criticized for unclear lectures, complex vocabulary, and lack of mathematical rigor.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"If you have a choice I advise not taking 562 with Dr. Yethiraj. He waited until the week before the exam before assigning the first homework assignment and followed it up with an exam having nothing to do with homework, readings, or lectures. The average was a 38% and he plans to make next exams harder due to COVID-19 forcing exams online.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-03-30 23:04:48 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de03beff898aa96dfd7c0613\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDA1Mjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"When the class average was a 38 on the first midterm, mostly due to ambiguous questions, he accepted no responsibility at all and spent an entire class berating the students for not studying hard enough. Homeworks can be impossible and the graders give points anyways because they couldn't find solutions. Exams didn't correlate to homeworks at all\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-02 16:55:44 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b0ed403499b3cc4cf0488ae2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDE0MjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"SOS THIS IS BY FAR THE WORST PROF UW-MADISON HAS TO OFFER!!! He not only doesn't care about your learning. He doesn't put in any amount of effort but suggests that to learn his class you should do every problem in the book. His exam averages are low, 38. They don't connect to lecture content or hw or the course at all. Steer clear of Arun or suffer\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-22 04:56:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d42df52178455ab00918c8da\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTAzMzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Possibly the worst professor in the country. Low exam averages with unfair questions, unclear lectures, doesn't follow syllabus, doesn't respond to emails. Turned 50 min lectures into 8 min lectures when classes were moved online. Textbook is useful for homework but unrelated to test material. Avoid this professor at all costs.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-02 14:46:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b41ec59e52d2d92e47531e03\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTgzMzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He's the worst professor I've had at UW-Madison. His philosophy is to not test on homework material and he gives hardly any idea what will be on tests. First exam avg was around a 40%, and he thought the avg would be much higher. He took an entire lecture to explain how easy the questions were and didn't listen to criticism or general suggestions.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 15:42:10 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5f018654a73fba4959bcfeb2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg4NzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Taking Prof. Yethiraj's class has been the most frustrating experience I have had at UWM. His real lack of enthusiasm in teaching makes the already hard class topic even harder. The recorded lectures are very dry, without any in-detailed explanation about how they are derived. Don't take his class if you actually want to learn something.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 17:41:16 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6f8a0405d9d338629eefe281\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg5MzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"I had the worst experience with Prof. Yethiraj. The first midterm grade had an average of 39%, and he spent the next lecture berating us because we "obviously hadn't studied enough". I ended up sending an email to the Chair of the Chemistry Department about his horrible behavior. I learned absolutely nothing from this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-13 19:56:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"050d9067bc9082994a182cad\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMjg2ODIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He might understand quantum mechanics, but he can't teach it! He assumed we somehow understand everything and uses advanced PChem language in class. Also, his hand is on top of his writing 70% of the time, and he explains the topics extremely fast. Homework is irrelevant to both lecture notes and textbook. Exam had stuff we never learned. Bad prof.\",\"course_id\":\"CHEM 562\",\"date\":\"2021-03-21 19:15:18 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a7dc51046be34d6776bcc01c\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDU4MTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"}],\"evidence_count\":8,\"review_ids\":[\"de03beff898aa96dfd7c0613\",\"b0ed403499b3cc4cf0488ae2\",\"d42df52178455ab00918c8da\",\"b41ec59e52d2d92e47531e03\",\"5f018654a73fba4959bcfeb2\",\"6f8a0405d9d338629eefe281\",\"050d9067bc9082994a182cad\",\"a7dc51046be34d6776bcc01c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1811597\",\"name\":\"Randall Goldsmith\"},{\"id\":\"rmp:1864423\",\"name\":\"Arun Yethiraj\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Assessments are frequently described as unfair, with low exam averages (e.g., 38-40%) and exams that do not correlate with homework or lecture content. Some instructors are criticized for ambiguous questions and lack of feedback.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I think this is the first time he teaches a p chem course. he gives almost no lecture. most of the time we do group work. i dont think i learn any quantum mechanics. but my integration/differentiation and excel skills are definitely better after this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2017-11-10 02:23:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7f4b93c47077a69beacc5f69\",\"instructor_id\":\"rmp:414685\",\"instructor_name\":\"Edwin Sibert\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI4ODY5MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/414685\"},{\"comment\":\"If you have a choice I advise not taking 562 with Dr. Yethiraj. He waited until the week before the exam before assigning the first homework assignment and followed it up with an exam having nothing to do with homework, readings, or lectures. The average was a 38% and he plans to make next exams harder due to COVID-19 forcing exams online.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-03-30 23:04:48 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"de03beff898aa96dfd7c0613\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDA1Mjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"When the class average was a 38 on the first midterm, mostly due to ambiguous questions, he accepted no responsibility at all and spent an entire class berating the students for not studying hard enough. Homeworks can be impossible and the graders give points anyways because they couldn't find solutions. Exams didn't correlate to homeworks at all\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-02 16:55:44 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b0ed403499b3cc4cf0488ae2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDE0MjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"SOS THIS IS BY FAR THE WORST PROF UW-MADISON HAS TO OFFER!!! He not only doesn't care about your learning. He doesn't put in any amount of effort but suggests that to learn his class you should do every problem in the book. His exam averages are low, 38. They don't connect to lecture content or hw or the course at all. Steer clear of Arun or suffer\",\"course_id\":\"CHEM 562\",\"date\":\"2020-04-22 04:56:31 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"d42df52178455ab00918c8da\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTAzMzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Possibly the worst professor in the country. Low exam averages with unfair questions, unclear lectures, doesn't follow syllabus, doesn't respond to emails. Turned 50 min lectures into 8 min lectures when classes were moved online. Textbook is useful for homework but unrelated to test material. Avoid this professor at all costs.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-02 14:46:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b41ec59e52d2d92e47531e03\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTgzMzE5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He's the worst professor I've had at UW-Madison. His philosophy is to not test on homework material and he gives hardly any idea what will be on tests. First exam avg was around a 40%, and he thought the avg would be much higher. He took an entire lecture to explain how easy the questions were and didn't listen to criticism or general suggestions.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 15:42:10 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"5f018654a73fba4959bcfeb2\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg4NzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"Taking Prof. Yethiraj's class has been the most frustrating experience I have had at UWM. His real lack of enthusiasm in teaching makes the already hard class topic even harder. The recorded lectures are very dry, without any in-detailed explanation about how they are derived. Don't take his class if you actually want to learn something.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-03 17:41:16 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6f8a0405d9d338629eefe281\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMTg5MzA3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"I had the worst experience with Prof. Yethiraj. The first midterm grade had an average of 39%, and he spent the next lecture berating us because we "obviously hadn't studied enough". I ended up sending an email to the Chair of the Chemistry Department about his horrible behavior. I learned absolutely nothing from this class.\",\"course_id\":\"CHEM 562\",\"date\":\"2020-05-13 19:56:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"050d9067bc9082994a182cad\",\"instructor_id\":\"rmp:1864423\",\"instructor_name\":\"Arun Yethiraj\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMjg2ODIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\"},{\"comment\":\"He might understand quantum mechanics, but he can't teach it! He assumed we somehow understand everything and uses advanced PChem language in class. Also, his hand is on top of his writing 70% of the time, and he explains the topics extremely fast. Homework is irrelevant to both lecture notes and textbook. Exam had stuff we never learned. Bad prof.\",\"course_id\":\"CHEM 562\",\"date\":\"2021-03-21 19:15:18 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a7dc51046be34d6776bcc01c\",\"instructor_id\":\"rmp:1811597\",\"instructor_name\":\"Randall Goldsmith\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM0NDU4MTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\"}],\"evidence_count\":9,\"review_ids\":[\"7f4b93c47077a69beacc5f69\",\"de03beff898aa96dfd7c0613\",\"b0ed403499b3cc4cf0488ae2\",\"d42df52178455ab00918c8da\",\"b41ec59e52d2d92e47531e03\",\"5f018654a73fba4959bcfeb2\",\"6f8a0405d9d338629eefe281\",\"050d9067bc9082994a182cad\",\"a7dc51046be34d6776bcc01c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1811597\",\"name\":\"Randall Goldsmith\"},{\"id\":\"rmp:1864423\",\"name\":\"Arun Yethiraj\"},{\"id\":\"rmp:414685\",\"name\":\"Edwin Sibert\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2017\"},\"sentiment\":\"mixed\",\"summary\":\"Workload is high. Some students find homework impossible or irrelevant, while others gain practical skills like Excel through group work.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4c0d8abb0c7e295314024163","course_id":"CHEM 562","catalog_version_id":"577b768a7a669e7224ef332f10e41368f757cba47e425ca505083752823d3be2","record_version_id":"cf77c74867edb83cd7fd0d9cdaac14d532fb5594268a3fbd8584377157dc5344","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"b1bb6259c7b619dc51ed77da69c7019bf5f08a94214629e01545a7b77cdb37dc","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"899c268adb70df71e299876f41519e889d01776d38a9e1e5431174d4dc93db4b\",\"course_id\":\"CHEM 562\",\"current_instructors\":[{\"instructor_uid\":\"instructor_26a2e9049aabf7ed794d10e2\",\"message\":\"No course-specific reviews available\",\"name\":\"Frank Gao\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Qiang Cui\",\"review_date\":\"2007-10-09 20:23:07 +0000 UTC\",\"review_id\":\"e1783e6ab93d2080eee0ff59\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:251368\",\"source_review_id\":\"UmF0aW5nLTEzNTE2MTc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\",\"type\":\"review\"},{\"instructor_name\":\"Arun Yethiraj\",\"review_date\":\"2020-03-30 23:04:48 +0000 UTC\",\"review_id\":\"de03beff898aa96dfd7c0613\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1864423\",\"source_review_id\":\"UmF0aW5nLTMzMDA1Mjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\",\"type\":\"review\"},{\"instructor_name\":\"Arun Yethiraj\",\"review_date\":\"2020-04-22 04:56:31 +0000 UTC\",\"review_id\":\"d42df52178455ab00918c8da\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1864423\",\"source_review_id\":\"UmF0aW5nLTMzMTAzMzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\",\"type\":\"review\"},{\"instructor_name\":\"Arun Yethiraj\",\"review_date\":\"2020-05-03 15:42:10 +0000 UTC\",\"review_id\":\"5f018654a73fba4959bcfeb2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1864423\",\"source_review_id\":\"UmF0aW5nLTMzMTg4NzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\",\"type\":\"review\"},{\"instructor_name\":\"Arun Yethiraj\",\"review_date\":\"2020-05-13 19:56:35 +0000 UTC\",\"review_id\":\"050d9067bc9082994a182cad\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1864423\",\"source_review_id\":\"UmF0aW5nLTMzMjg2ODIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\",\"type\":\"review\"}],\"text\":\"Historical reviews of Arun Yethiraj, Qiang Cui: Students reported high difficulty with unclear exam preparation. Reviews cited disconnects between homework, lectures, and tests, with some noting exams covered material not taught in class.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Qiang Cui\",\"review_date\":\"2005-03-21 17:16:06 +0000 UTC\",\"review_id\":\"21e1aa3394d21555ea564424\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:251368\",\"source_review_id\":\"UmF0aW5nLTM0ODMyMjU=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\",\"type\":\"review\"},{\"instructor_name\":\"Qiang Cui\",\"review_date\":\"2005-05-17 17:49:52 +0000 UTC\",\"review_id\":\"76106146c397850558aeced2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:251368\",\"source_review_id\":\"UmF0aW5nLTM4NzgwMjQ=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\",\"type\":\"review\"},{\"instructor_name\":\"Qiang Cui\",\"review_date\":\"2005-09-04 16:18:49 +0000 UTC\",\"review_id\":\"a3a425291872a06260343852\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:251368\",\"source_review_id\":\"UmF0aW5nLTEwMzc0NTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\",\"type\":\"review\"},{\"instructor_name\":\"Qiang Cui\",\"review_date\":\"2007-10-09 20:23:07 +0000 UTC\",\"review_id\":\"e1783e6ab93d2080eee0ff59\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:251368\",\"source_review_id\":\"UmF0aW5nLTEzNTE2MTc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\",\"type\":\"review\"}],\"text\":\"Current instructor Frank Gao has no reviews. Historical reviews for Qiang Cui describe him as a superb, fair teacher who loves quantum mechanics, though one reviewer criticized him as lazy and ineffectual.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Qiang Cui\",\"review_date\":\"2005-03-21 17:16:06 +0000 UTC\",\"review_id\":\"21e1aa3394d21555ea564424\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:251368\",\"source_review_id\":\"UmF0aW5nLTM0ODMyMjU=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\",\"type\":\"review\"},{\"instructor_name\":\"Qiang Cui\",\"review_date\":\"2005-05-17 17:49:52 +0000 UTC\",\"review_id\":\"76106146c397850558aeced2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:251368\",\"source_review_id\":\"UmF0aW5nLTM4NzgwMjQ=\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\",\"type\":\"review\"},{\"instructor_name\":\"Qiang Cui\",\"review_date\":\"2005-09-04 16:18:49 +0000 UTC\",\"review_id\":\"a3a425291872a06260343852\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:251368\",\"source_review_id\":\"UmF0aW5nLTEwMzc0NTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\",\"type\":\"review\"},{\"instructor_name\":\"Qiang Cui\",\"review_date\":\"2007-10-09 20:23:07 +0000 UTC\",\"review_id\":\"e1783e6ab93d2080eee0ff59\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:251368\",\"source_review_id\":\"UmF0aW5nLTEzNTE2MTc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/251368\",\"type\":\"review\"},{\"instructor_name\":\"Randall Goldsmith\",\"review_date\":\"2017-07-27 17:46:37 +0000 UTC\",\"review_id\":\"3b88ecd3c1a11b7c2258ff32\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1811597\",\"source_review_id\":\"UmF0aW5nLTI4NTYyODU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\",\"type\":\"review\"},{\"instructor_name\":\"Edwin Sibert\",\"review_date\":\"2017-11-10 02:23:52 +0000 UTC\",\"review_id\":\"7f4b93c47077a69beacc5f69\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:414685\",\"source_review_id\":\"UmF0aW5nLTI4ODY5MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/414685\",\"type\":\"review\"},{\"instructor_name\":\"Arun Yethiraj\",\"review_date\":\"2020-03-30 23:04:48 +0000 UTC\",\"review_id\":\"de03beff898aa96dfd7c0613\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1864423\",\"source_review_id\":\"UmF0aW5nLTMzMDA1Mjcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\",\"type\":\"review\"},{\"instructor_name\":\"Arun Yethiraj\",\"review_date\":\"2020-04-22 04:56:31 +0000 UTC\",\"review_id\":\"d42df52178455ab00918c8da\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1864423\",\"source_review_id\":\"UmF0aW5nLTMzMTAzMzI0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\",\"type\":\"review\"},{\"instructor_name\":\"Arun Yethiraj\",\"review_date\":\"2020-05-03 15:42:10 +0000 UTC\",\"review_id\":\"5f018654a73fba4959bcfeb2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1864423\",\"source_review_id\":\"UmF0aW5nLTMzMTg4NzM4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\",\"type\":\"review\"},{\"instructor_name\":\"Arun Yethiraj\",\"review_date\":\"2020-05-13 19:56:35 +0000 UTC\",\"review_id\":\"050d9067bc9082994a182cad\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1864423\",\"source_review_id\":\"UmF0aW5nLTMzMjg2ODIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1864423\",\"type\":\"review\"}],\"text\":\"Historical reviews for CHEM 562 are sharply divided. Qiang Cui received praise for his passion and fair exams, while Arun Yethiraj faced severe criticism for poor communication and low exam averages.\"},{\"citations\":[{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.47 GPA, 64.7% A/AB (n=85 letter grades); Fall 2025: 3.10 GPA, 40.5% A/AB (n=42 letter grades); Spring 2026: 3.26 GPA, 56.2% A/AB (n=64 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Randall Goldsmith\",\"review_date\":\"2017-07-27 17:46:37 +0000 UTC\",\"review_id\":\"3b88ecd3c1a11b7c2258ff32\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1811597\",\"source_review_id\":\"UmF0aW5nLTI4NTYyODU5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\",\"type\":\"review\"},{\"instructor_name\":\"Edwin Sibert\",\"review_date\":\"2017-11-10 02:23:52 +0000 UTC\",\"review_id\":\"7f4b93c47077a69beacc5f69\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:414685\",\"source_review_id\":\"UmF0aW5nLTI4ODY5MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/414685\",\"type\":\"review\"},{\"instructor_name\":\"Randall Goldsmith\",\"review_date\":\"2021-03-21 19:15:18 +0000 UTC\",\"review_id\":\"a7dc51046be34d6776bcc01c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1811597\",\"source_review_id\":\"UmF0aW5nLTM0NDU4MTY0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\",\"type\":\"review\"},{\"instructor_name\":\"Randall Goldsmith\",\"review_date\":\"2021-03-28 16:37:47 +0000 UTC\",\"review_id\":\"09886ac8101b3a0352726973\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1811597\",\"source_review_id\":\"UmF0aW5nLTM0NDgxNzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1811597\",\"type\":\"review\"}],\"text\":\"Historical reviews of Edwin Sibert, Randall Goldsmith: Lectures were often criticized for lacking mathematical rigor or clarity. Some students found group work useful for skills, while others relied heavily on textbooks due to unclear explanations.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"ARUN YETHIRAJ is recorded teaching in Spring 2007, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"EDWIN SIBERT is recorded teaching in Fall 2016, Fall 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"}],\"text\":\"QIANG CUI is recorded teaching in Fall 2007. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"CHEM 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"source_record\":{\"entity_id\":\"8c2e9e80-dacf-391f-b0a8-955344aeead3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"RANDALL GOLDSMITH is recorded teaching in Fall 2011, Fall 2012, 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":true}]