[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"7d503a4c30dedd6a031eb2333bf4d4a6ef829f46b33edcb174a45ae8c89d7fcb","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n0\",\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(I SY E 210,E C E 331,MATH/STAT 309,431,STAT 311,324,371,MATH 531,PSYCH 210, orC&E SOC/SOC 360, or concurrent registration), graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"I SY E 210\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":331,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E C E 331\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":309,\"minimum_grade\":null,\"subjects\":[\"MATH\",\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH/STAT 309\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":431,\"minimum_grade\":null,\"subjects\":[\"MATH\",\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"431\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"STAT 311\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":324,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"STAT 324\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":371,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"STAT 371\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":531,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH 531\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"PSYCH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"PSYCH 210\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":360,\"minimum_grade\":null,\"subjects\":[\"C&ESOC\",\"SOC\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"C&E SOC/SOC 360\",\"id\":\"n10\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"concurrent registration\",\"course\":null,\"evidence\":\"or concurrent registration\",\"id\":\"n11\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n12\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n13\",\"kind\":\"condition\"}],\"notes\":[\"The text 'I SY E 210' is parsed as ISYE 210 based on linked_courses.\",\"The text '431' is parsed as MATH/STAT 431 based on linked_courses.\",\"The text 'C&E SOC/SOC 360' is parsed as C&ESOC/SOC 360 based on linked_courses.\",\"The phrase 'or concurrent registration' is treated as a separate condition node n11, distinct from the course prerequisites, as it appears after the list of courses and before the standing requirements.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Node n0 references itself; remove the self-reference.\nNode n6: evidence 'STAT 324' must quote an exact source substring.\nNode n7: evidence 'STAT 371' must quote an exact source substring.\nCycle reaches node n0; requirement graphs must be trees.\nUnreachable nodes: n10, n11, n12, n13, n3, n4, n5, n6, n7, n8, n9; connect all conditions and exclusions to the root.","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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"7d503a4c30dedd6a031eb2333bf4d4a6ef829f46b33edcb174a45ae8c89d7fcb","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Introduction to basic probability and statistical tools and methods from an industrial application perspective.\"},{\"course_id\":\"ECE 331\",\"field\":\"description\",\"quote\":\"Introduction to probability, random variables, and random processes.\"},{\"course_id\":\"MATH/STAT 309\",\"field\":\"description\",\"quote\":\"Probability and combinatorial methods, discrete and continuous, univariate and multivariate distributions, expected values, moments, normal distribution and derived distributions, estimation.\"},{\"course_id\":\"MATH/STAT 431\",\"field\":\"description\",\"quote\":\"Topics covered include axioms of probability, random variables, the most important discrete and continuous probability distributions, expectation and variance, moment generating functions, conditional probability and conditional expectations, multivariate distributions, Markov's and Chebyshev's inequalities, laws of large numbers, and the central limit theorem.\"}],\"text\":\"Probability theory and statistical inference\"},{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Use of Microsoft Excel to interpret and analyze data.\"}],\"text\":\"Statistical software application\"}],\"search_phrases\":[\"human factors engineering\",\"ergonomics\",\"human-computer interaction\",\"system design\",\"cognitive psychology\",\"workplace safety\",\"consumer product design\",\"healthcare delivery systems\",\"accident analysis\",\"design improvements\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"understanding the needs of people, designing to support these needs, and evaluating systems to ensure they serve the intended purpose.\"}],\"text\":\"Human-centered system design\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Case studies are used to identify the human role in accidents and to identify design improvements.\"}],\"text\":\"Accident analysis and design improvement\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Conveys the importance of considering human capabilities and limits in system design and operation.\"}],\"text\":\"Human capabilities assessment\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO HUMAN FACTORS\"},{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Conveys the importance of considering human capabilities and limits in system design and operation.\"}],\"text\":\"Introduction to human factors focusing on human capabilities in system design and operation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"understanding human characteristics from the cognitive, physical, and psychosocial perspectives.\"}],\"text\":\"Cognitive, physical, and psychosocial human characteristics\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Application domains include consumer product design, human-computer interaction, workplace safety, and complex systems such as healthcare delivery.\"}],\"text\":\"Application domains: consumer products, HCI, safety, healthcare\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Case studies are used to identify the human role in accidents and to identify design improvements.\"}],\"text\":\"Case study analysis of accidents and design\"}]}","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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"7d503a4c30dedd6a031eb2333bf4d4a6ef829f46b33edcb174a45ae8c89d7fcb","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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"95e96afa27b8760ed061292cab6666686b4b754356907663b55f55faf6a8c5af","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 210,E C E 331,MATH/STAT 309,431,STAT 311,324,371,MATH 531,PSYCH 210, orC&E SOC/SOC 360, or concurrent registration), graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n4\",\"n5\",\"n6\",\"n7\",\"n8\",\"n9\",\"n10\",\"n11\",\"n12\",\"n13\",\"n14\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 210,E C E 331,MATH/STAT 309,431,STAT 311,324,371,MATH 531,PSYCH 210, orC&E SOC/SOC 360, or concurrent registration\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"I SY E 210\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":331,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E C E 331\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":309,\"minimum_grade\":null,\"subjects\":[\"MATH\",\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH/STAT 309\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":431,\"minimum_grade\":null,\"subjects\":[\"MATH\",\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"431\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"STAT 311\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":324,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"324\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":371,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"371\",\"id\":\"n10\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":531,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH 531\",\"id\":\"n11\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"PSYCH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"PSYCH 210\",\"id\":\"n12\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":360,\"minimum_grade\":null,\"subjects\":[\"C&ESOC\",\"SOC\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"C&E SOC/SOC 360\",\"id\":\"n13\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"concurrent registration\",\"course\":null,\"evidence\":\"concurrent registration\",\"id\":\"n14\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"95e96afa27b8760ed061292cab6666686b4b754356907663b55f55faf6a8c5af","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Introduction to basic probability and statistical tools and methods from an industrial application perspective.\"},{\"course_id\":\"ECE 331\",\"field\":\"description\",\"quote\":\"Introduction to probability, random variables, and random processes.\"},{\"course_id\":\"MATH/STAT 309\",\"field\":\"description\",\"quote\":\"Probability and combinatorial methods, discrete and continuous, univariate and multivariate distributions, expected values, moments, normal distribution and derived distributions, estimation.\"},{\"course_id\":\"MATH/STAT 431\",\"field\":\"description\",\"quote\":\"Topics covered include axioms of probability, random variables, the most important discrete and continuous probability distributions, expectation and variance, moment generating functions, conditional probability and conditional expectations, multivariate distributions, Markov's and Chebyshev's inequalities, laws of large numbers, and the central limit theorem.\"}],\"text\":\"Probability theory and statistical inference\"},{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Use of Microsoft Excel to interpret and analyze data.\"}],\"text\":\"Statistical software application\"}],\"search_phrases\":[\"human factors engineering\",\"ergonomics\",\"human-computer interaction\",\"system design\",\"cognitive psychology\",\"workplace safety\",\"consumer product design\",\"healthcare delivery systems\",\"accident analysis\",\"design improvements\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"understanding the needs of people, designing to support these needs, and evaluating systems to ensure they serve the intended purpose.\"}],\"text\":\"Human-centered system design\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Case studies are used to identify the human role in accidents and to identify design improvements.\"}],\"text\":\"Accident analysis and design improvement\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Conveys the importance of considering human capabilities and limits in system design and operation.\"}],\"text\":\"Human capabilities assessment\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO HUMAN FACTORS\"},{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Conveys the importance of considering human capabilities and limits in system design and operation.\"}],\"text\":\"Introduction to human factors focusing on human capabilities in system design and operation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"understanding human characteristics from the cognitive, physical, and psychosocial perspectives.\"}],\"text\":\"Cognitive, physical, and psychosocial human characteristics\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Application domains include consumer product design, human-computer interaction, workplace safety, and complex systems such as healthcare delivery.\"}],\"text\":\"Application domains: consumer products, HCI, safety, healthcare\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Case studies are used to identify the human role in accidents and to identify design improvements.\"}],\"text\":\"Case study analysis of accidents and design\"}]}","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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"95e96afa27b8760ed061292cab6666686b4b754356907663b55f55faf6a8c5af","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"I loved Hannah! She really cared about her students and would put in the time and effort for those who showed her the same kind of respect. I found the material to be really interesting, and really liked the workload of the class.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2020-03-11 21:28:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"be45915317dc34f4f756ab9d\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyOTY3NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Dr. S is a very kind professor who cares about her students a lot. She is always accessible outside class and willing to help. Her classes and test tend to be on the easy side, so if you listen to the material in lecture and review the slides (NOT JUST THE REVIEW SLIDES!) before the exams, you'll be fine.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2020-04-03 18:12:25 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"7916445264db3251deeac977\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzMDE2NzQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Dr Mehta is by far the worst professor I have had at UW. Attendance isn't mandatory however Dr. Mehta will randomly have \\\"Class Activities\\\" during class time worth 50% of student's grades with no notice beforehand. Dr. Mehta was also quite unresponsive with emails and generally seemed uninterested in teaching this course. Choose another prof.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-02 04:04:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"345be62a0889681f73b464a8\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDYwODc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"No outside of class homework which makes it very hard to learn and memorize content. Class structure overall is horrible. Told our class that she is a HUGE fan of application and not memorization and then proceeded to give us a list of tons of rules for a note sheet including font size, margins and line spacing. Worst prof I've had in any dept.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-03 19:09:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d05b5cc283040f9c4cfb672d\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDgyOTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"}],\"evidence_count\":4,\"review_ids\":[\"be45915317dc34f4f756ab9d\",\"7916445264db3251deeac977\",\"345be62a0889681f73b464a8\",\"d05b5cc283040f9c4cfb672d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Hannah Silber and Chris Johnson were praised for clear, engaging lectures. Ranjana Mehta was criticized for disorganized and confusing explanations.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Easy engineering elective selection. Felt like a lot was learned in the class with pretty minimal effort outside of class. Tests were easyyyyyyy\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2018-12-28 01:32:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"44a5aa39af5cdd4846f94118\",\"instructor_id\":\"rmp:2451001\",\"instructor_name\":\"Douglas Wiegmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTY2MDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2451001\"},{\"comment\":\"Very very hard to fail this class. Come to class and do the group assignments (very easy). Theres only like 3 tests and 4 reading assignments. By far my easiest class. Make sure to take this class in a tough semester. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-01-25 04:34:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b276e8d3e21c306862558125\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTIzMTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Great professor who is very understanding of students. Genuinely cares that you learn course material and aren't just stressing over grade aspect. Hw/In-class participation activities had 70% worth of overall grade, making exams not as stressful, no cumulative exams as well. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-01-01 22:23:06 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c1cf3c32f6b941ac53838381\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"No outside of class homework which makes it very hard to learn and memorize content. Class structure overall is horrible. Told our class that she is a HUGE fan of application and not memorization and then proceeded to give us a list of tons of rules for a note sheet including font size, margins and line spacing. Worst prof I've had in any dept.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-03 19:09:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d05b5cc283040f9c4cfb672d\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDgyOTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"}],\"evidence_count\":4,\"review_ids\":[\"44a5aa39af5cdd4846f94118\",\"b276e8d3e21c306862558125\",\"c1cf3c32f6b941ac53838381\",\"d05b5cc283040f9c4cfb672d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2451001\",\"name\":\"Douglas Wiegmann\"},{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Many found the workload light and easy with Silber. Others found the lack of homework made exams difficult under Mehta.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Easy engineering elective selection. Felt like a lot was learned in the class with pretty minimal effort outside of class. Tests were easyyyyyyy\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2018-12-28 01:32:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"44a5aa39af5cdd4846f94118\",\"instructor_id\":\"rmp:2451001\",\"instructor_name\":\"Douglas Wiegmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTY2MDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2451001\"},{\"comment\":\"Great professor and plenty of office hours if needed. Textbook wasn't required, but definitely recommend because she reads from it word for word in lecture. Attendance matters for certain in class assignment days. Tests were honestly kind of hard, but if you make a good note card, not too bad. Focuses on your understanding over stressing grades.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2023-12-29 06:06:40 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5913e680490a1b050b2441c6\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Worst professor I've had in any department. Teaches physics and stats material that isn't taught in other semesters. Cares about application yet has fill in the blank sections on her exams. Graded on 25% midterm, 25% final, 50% class assignments. For exercises in class, doesn't prepare solution beforehand and relies on us to give her calculations. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-04 19:02:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3c81536d5dce23d118e6ddbf\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDg0Mzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"Easily the worst professor I've had in my entire college career. Lectures were confusing and rushed, with little to no worked examples. Grading felt harsh and unpredictable, and it often seemed like students were being set up to struggle rather than supported to learn. Avoid this professor at all costs.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2026-01-15 19:31:22 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e5a0d56588986e0b5757645f\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNTA0MzQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"}],\"evidence_count\":4,\"review_ids\":[\"44a5aa39af5cdd4846f94118\",\"5913e680490a1b050b2441c6\",\"3c81536d5dce23d118e6ddbf\",\"e5a0d56588986e0b5757645f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2451001\",\"name\":\"Douglas Wiegmann\"},{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Silber's exams were easy and clear. Mehta's were difficult, unpredictable, and poorly supported by in-class prep.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Dr Mehta is by far the worst professor I have had at UW. Attendance isn't mandatory however Dr. Mehta will randomly have \\\"Class Activities\\\" during class time worth 50% of student's grades with no notice beforehand. Dr. Mehta was also quite unresponsive with emails and generally seemed uninterested in teaching this course. Choose another prof.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-02 04:04:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"345be62a0889681f73b464a8\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDYwODc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"This class is disorganized, with many workout problem solutions never posted and those posted not reliable and needing corrections. Beware of the math and physics component in this course. The main reason behind my one is the poor structure, psych majors can even take the lab section, it's an essential part of this course if you want to succeed. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-14 01:40:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a983541d10becdfc9b60fcbc\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMjg3NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"Actually the worst prof. For a class cross listed as psych, there was almost no psych involved. The class was heavily focused on math/physics/statistics problems but with no examples and definitely no solutions given. If she gave sols, they were often wrong. Her lecture slides are awful and she seems to dislike her students. Avoid if you can\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-14 03:48:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e54f1432da2a3ca6912a3806\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMjkwMDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"STAY AWAY AT ALL COSTS. Completely disobeyed syllabus. Required Textbook that HE wrote. 3 Assignments determined 25% of grade (supposed to be 6). Disobeyed posted class schedule for mandatory in-class assignments (25%). Canvas dates change. Changed in-class exam posted on syllabus and made into 7:45 AM Final for no reason. Boring Lectures.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2026-04-14 01:45:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"595d8320946d9592faca1695\",\"instructor_id\":\"rmp:1722365\",\"instructor_name\":\"John Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyODI5MDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1722365\"}],\"evidence_count\":4,\"review_ids\":[\"345be62a0889681f73b464a8\",\"a983541d10becdfc9b60fcbc\",\"e54f1432da2a3ca6912a3806\",\"595d8320946d9592faca1695\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1722365\",\"name\":\"John Lee\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"summary\":\"Mehta's course was disorganized, with changing syllabi, missing solutions, and arbitrary grading changes.\"}]}","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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-789789da373eecc1ff75f626","output_id":"8540f159d370b3d7e4f746e165ff15dbcec4043ea00c4285ad4df01d31172f21","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 210,E C E 331,MATH/STAT 309,431,STAT 311,324,371,MATH 531,PSYCH 210, orC&E SOC/SOC 360, or concurrent registration), graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n4\",\"n5\",\"n6\",\"n7\",\"n8\",\"n9\",\"n10\",\"n11\",\"n12\",\"n13\",\"n14\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 210,E C E 331,MATH/STAT 309,431,STAT 311,324,371,MATH 531,PSYCH 210, orC&E SOC/SOC 360, or concurrent registration\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"I SY E 210\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":331,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E C E 331\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":309,\"minimum_grade\":null,\"subjects\":[\"MATH\",\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH/STAT 309\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":431,\"minimum_grade\":null,\"subjects\":[\"MATH\",\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"431\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"STAT 311\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":324,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"324\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":371,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"371\",\"id\":\"n10\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":531,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH 531\",\"id\":\"n11\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"PSYCH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"PSYCH 210\",\"id\":\"n12\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":360,\"minimum_grade\":null,\"subjects\":[\"C&ESOC\",\"SOC\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"C&E SOC/SOC 360\",\"id\":\"n13\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"concurrent registration\",\"course\":null,\"evidence\":\"concurrent registration\",\"id\":\"n14\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-789789da373eecc1ff75f626","output_id":"8540f159d370b3d7e4f746e165ff15dbcec4043ea00c4285ad4df01d31172f21","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Introduction to basic probability and statistical tools and methods from an industrial application perspective.\"},{\"course_id\":\"ECE 331\",\"field\":\"description\",\"quote\":\"Introduction to probability, random variables, and random processes.\"},{\"course_id\":\"MATH/STAT 309\",\"field\":\"description\",\"quote\":\"Probability and combinatorial methods, discrete and continuous, univariate and multivariate distributions, expected values, moments, normal distribution and derived distributions, estimation.\"},{\"course_id\":\"MATH/STAT 431\",\"field\":\"description\",\"quote\":\"Topics covered include axioms of probability, random variables, the most important discrete and continuous probability distributions, expectation and variance, moment generating functions, conditional probability and conditional expectations, multivariate distributions, Markov's and Chebyshev's inequalities, laws of large numbers, and the central limit theorem.\"}],\"text\":\"Probability theory and statistical inference\"},{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Use of Microsoft Excel to interpret and analyze data.\"}],\"text\":\"Statistical software application\"}],\"search_phrases\":[\"human factors engineering\",\"ergonomics\",\"human-computer interaction\",\"system design\",\"cognitive psychology\",\"workplace safety\",\"consumer product design\",\"healthcare delivery systems\",\"accident analysis\",\"design improvements\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"understanding the needs of people, designing to support these needs, and evaluating systems to ensure they serve the intended purpose.\"}],\"text\":\"Human-centered system design\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Case studies are used to identify the human role in accidents and to identify design improvements.\"}],\"text\":\"Accident analysis and design improvement\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Conveys the importance of considering human capabilities and limits in system design and operation.\"}],\"text\":\"Human capabilities assessment\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO HUMAN FACTORS\"},{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Conveys the importance of considering human capabilities and limits in system design and operation.\"}],\"text\":\"Introduction to human factors focusing on human capabilities in system design and operation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"understanding human characteristics from the cognitive, physical, and psychosocial perspectives.\"}],\"text\":\"Cognitive, physical, and psychosocial human characteristics\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Application domains include consumer product design, human-computer interaction, workplace safety, and complex systems such as healthcare delivery.\"}],\"text\":\"Application domains: consumer products, HCI, safety, healthcare\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Case studies are used to identify the human role in accidents and to identify design improvements.\"}],\"text\":\"Case study analysis of accidents and design\"}]}","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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-789789da373eecc1ff75f626","output_id":"8540f159d370b3d7e4f746e165ff15dbcec4043ea00c4285ad4df01d31172f21","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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"6a36ba0596d92b80555c4df058dc740c775c784ed0a9d2e93783613f434ca0c4","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 210,E C E 331,MATH/STAT 309,431,STAT 311,324,371,MATH 531,PSYCH 210, orC&E SOC/SOC 360, or concurrent registration), graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n4\",\"n5\",\"n6\",\"n7\",\"n8\",\"n9\",\"n10\",\"n11\",\"n12\",\"n13\",\"n14\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 210,E C E 331,MATH/STAT 309,431,STAT 311,324,371,MATH 531,PSYCH 210, orC&E SOC/SOC 360, or concurrent registration\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"I SY E 210\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":331,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E C E 331\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":309,\"minimum_grade\":null,\"subjects\":[\"MATH\",\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH/STAT 309\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":431,\"minimum_grade\":null,\"subjects\":[\"MATH\",\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"431\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"STAT 311\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":324,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"324\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":371,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"371\",\"id\":\"n10\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":531,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH 531\",\"id\":\"n11\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"PSYCH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"PSYCH 210\",\"id\":\"n12\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":360,\"minimum_grade\":null,\"subjects\":[\"C&ESOC\",\"SOC\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"C&E SOC/SOC 360\",\"id\":\"n13\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"concurrent registration\",\"course\":null,\"evidence\":\"concurrent registration\",\"id\":\"n14\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"6a36ba0596d92b80555c4df058dc740c775c784ed0a9d2e93783613f434ca0c4","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Introduction to basic probability and statistical tools and methods from an industrial application perspective.\"},{\"course_id\":\"ECE 331\",\"field\":\"description\",\"quote\":\"Introduction to probability, random variables, and random processes.\"},{\"course_id\":\"MATH/STAT 309\",\"field\":\"description\",\"quote\":\"Probability and combinatorial methods, discrete and continuous, univariate and multivariate distributions, expected values, moments, normal distribution and derived distributions, estimation.\"},{\"course_id\":\"MATH/STAT 431\",\"field\":\"description\",\"quote\":\"Topics covered include axioms of probability, random variables, the most important discrete and continuous probability distributions, expectation and variance, moment generating functions, conditional probability and conditional expectations, multivariate distributions, Markov's and Chebyshev's inequalities, laws of large numbers, and the central limit theorem.\"}],\"text\":\"Probability theory and statistical inference\"},{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Use of Microsoft Excel to interpret and analyze data.\"}],\"text\":\"Statistical software application\"}],\"search_phrases\":[\"human factors engineering\",\"ergonomics\",\"human-computer interaction\",\"system design\",\"cognitive psychology\",\"workplace safety\",\"consumer product design\",\"healthcare delivery systems\",\"accident analysis\",\"design improvements\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"understanding the needs of people, designing to support these needs, and evaluating systems to ensure they serve the intended purpose.\"}],\"text\":\"Human-centered system design\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Case studies are used to identify the human role in accidents and to identify design improvements.\"}],\"text\":\"Accident analysis and design improvement\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Conveys the importance of considering human capabilities and limits in system design and operation.\"}],\"text\":\"Human capabilities assessment\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO HUMAN FACTORS\"},{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Conveys the importance of considering human capabilities and limits in system design and operation.\"}],\"text\":\"Introduction to human factors focusing on human capabilities in system design and operation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"understanding human characteristics from the cognitive, physical, and psychosocial perspectives.\"}],\"text\":\"Cognitive, physical, and psychosocial human characteristics\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Application domains include consumer product design, human-computer interaction, workplace safety, and complex systems such as healthcare delivery.\"}],\"text\":\"Application domains: consumer products, HCI, safety, healthcare\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Case studies are used to identify the human role in accidents and to identify design improvements.\"}],\"text\":\"Case study analysis of accidents and design\"}]}","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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"6a36ba0596d92b80555c4df058dc740c775c784ed0a9d2e93783613f434ca0c4","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"I loved Hannah! She really cared about her students and would put in the time and effort for those who showed her the same kind of respect. I found the material to be really interesting, and really liked the workload of the class.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2020-03-11 21:28:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"be45915317dc34f4f756ab9d\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyOTY3NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Dr. S is a very kind professor who cares about her students a lot. She is always accessible outside class and willing to help. Her classes and test tend to be on the easy side, so if you listen to the material in lecture and review the slides (NOT JUST THE REVIEW SLIDES!) before the exams, you'll be fine.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2020-04-03 18:12:25 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"7916445264db3251deeac977\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzMDE2NzQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Dr Mehta is by far the worst professor I have had at UW. Attendance isn't mandatory however Dr. Mehta will randomly have \\\"Class Activities\\\" during class time worth 50% of student's grades with no notice beforehand. Dr. Mehta was also quite unresponsive with emails and generally seemed uninterested in teaching this course. Choose another prof.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-02 04:04:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"345be62a0889681f73b464a8\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDYwODc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"No outside of class homework which makes it very hard to learn and memorize content. Class structure overall is horrible. Told our class that she is a HUGE fan of application and not memorization and then proceeded to give us a list of tons of rules for a note sheet including font size, margins and line spacing. Worst prof I've had in any dept.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-03 19:09:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d05b5cc283040f9c4cfb672d\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDgyOTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"}],\"evidence_count\":4,\"review_ids\":[\"be45915317dc34f4f756ab9d\",\"7916445264db3251deeac977\",\"345be62a0889681f73b464a8\",\"d05b5cc283040f9c4cfb672d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Hannah Silber and Chris Johnson were praised for clear, engaging lectures. Ranjana Mehta was criticized for disorganized and confusing explanations.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Easy engineering elective selection. Felt like a lot was learned in the class with pretty minimal effort outside of class. Tests were easyyyyyyy\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2018-12-28 01:32:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"44a5aa39af5cdd4846f94118\",\"instructor_id\":\"rmp:2451001\",\"instructor_name\":\"Douglas Wiegmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTY2MDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2451001\"},{\"comment\":\"Very very hard to fail this class. Come to class and do the group assignments (very easy). Theres only like 3 tests and 4 reading assignments. By far my easiest class. Make sure to take this class in a tough semester. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-01-25 04:34:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b276e8d3e21c306862558125\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTIzMTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Great professor who is very understanding of students. Genuinely cares that you learn course material and aren't just stressing over grade aspect. Hw/In-class participation activities had 70% worth of overall grade, making exams not as stressful, no cumulative exams as well. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-01-01 22:23:06 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c1cf3c32f6b941ac53838381\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"No outside of class homework which makes it very hard to learn and memorize content. Class structure overall is horrible. Told our class that she is a HUGE fan of application and not memorization and then proceeded to give us a list of tons of rules for a note sheet including font size, margins and line spacing. Worst prof I've had in any dept.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-03 19:09:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d05b5cc283040f9c4cfb672d\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDgyOTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"}],\"evidence_count\":4,\"review_ids\":[\"44a5aa39af5cdd4846f94118\",\"b276e8d3e21c306862558125\",\"c1cf3c32f6b941ac53838381\",\"d05b5cc283040f9c4cfb672d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2451001\",\"name\":\"Douglas Wiegmann\"},{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Many found the workload light and easy with Silber. Others found the lack of homework made exams difficult under Mehta.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Easy engineering elective selection. Felt like a lot was learned in the class with pretty minimal effort outside of class. Tests were easyyyyyyy\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2018-12-28 01:32:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"44a5aa39af5cdd4846f94118\",\"instructor_id\":\"rmp:2451001\",\"instructor_name\":\"Douglas Wiegmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTY2MDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2451001\"},{\"comment\":\"Great professor and plenty of office hours if needed. Textbook wasn't required, but definitely recommend because she reads from it word for word in lecture. Attendance matters for certain in class assignment days. Tests were honestly kind of hard, but if you make a good note card, not too bad. Focuses on your understanding over stressing grades.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2023-12-29 06:06:40 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5913e680490a1b050b2441c6\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Worst professor I've had in any department. Teaches physics and stats material that isn't taught in other semesters. Cares about application yet has fill in the blank sections on her exams. Graded on 25% midterm, 25% final, 50% class assignments. For exercises in class, doesn't prepare solution beforehand and relies on us to give her calculations. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-04 19:02:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3c81536d5dce23d118e6ddbf\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDg0Mzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"Easily the worst professor I've had in my entire college career. Lectures were confusing and rushed, with little to no worked examples. Grading felt harsh and unpredictable, and it often seemed like students were being set up to struggle rather than supported to learn. Avoid this professor at all costs.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2026-01-15 19:31:22 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e5a0d56588986e0b5757645f\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNTA0MzQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"}],\"evidence_count\":4,\"review_ids\":[\"44a5aa39af5cdd4846f94118\",\"5913e680490a1b050b2441c6\",\"3c81536d5dce23d118e6ddbf\",\"e5a0d56588986e0b5757645f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2451001\",\"name\":\"Douglas Wiegmann\"},{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Silber's exams were easy and clear. Mehta's were difficult, unpredictable, and poorly supported by in-class prep.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Dr Mehta is by far the worst professor I have had at UW. Attendance isn't mandatory however Dr. Mehta will randomly have \\\"Class Activities\\\" during class time worth 50% of student's grades with no notice beforehand. Dr. Mehta was also quite unresponsive with emails and generally seemed uninterested in teaching this course. Choose another prof.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-02 04:04:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"345be62a0889681f73b464a8\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDYwODc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"This class is disorganized, with many workout problem solutions never posted and those posted not reliable and needing corrections. Beware of the math and physics component in this course. The main reason behind my one is the poor structure, psych majors can even take the lab section, it's an essential part of this course if you want to succeed. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-14 01:40:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a983541d10becdfc9b60fcbc\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMjg3NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"Actually the worst prof. For a class cross listed as psych, there was almost no psych involved. The class was heavily focused on math/physics/statistics problems but with no examples and definitely no solutions given. If she gave sols, they were often wrong. Her lecture slides are awful and she seems to dislike her students. Avoid if you can\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-14 03:48:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e54f1432da2a3ca6912a3806\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMjkwMDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"STAY AWAY AT ALL COSTS. Completely disobeyed syllabus. Required Textbook that HE wrote. 3 Assignments determined 25% of grade (supposed to be 6). Disobeyed posted class schedule for mandatory in-class assignments (25%). Canvas dates change. Changed in-class exam posted on syllabus and made into 7:45 AM Final for no reason. Boring Lectures.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2026-04-14 01:45:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"595d8320946d9592faca1695\",\"instructor_id\":\"rmp:1722365\",\"instructor_name\":\"John Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyODI5MDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1722365\"}],\"evidence_count\":4,\"review_ids\":[\"345be62a0889681f73b464a8\",\"a983541d10becdfc9b60fcbc\",\"e54f1432da2a3ca6912a3806\",\"595d8320946d9592faca1695\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1722365\",\"name\":\"John Lee\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"summary\":\"Mehta's course was disorganized, with changing syllabi, missing solutions, and arbitrary grading changes.\"}]}","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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"6a36ba0596d92b80555c4df058dc740c775c784ed0a9d2e93783613f434ca0c4","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"3b90179e7dde4e37abf6dbbcf0ce4b67d93666732842896c638bfd6e3f8f9601\",\"course_id\":\"ISYE/PSYCH 349\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f40802eb4f9eef1ee66010c6\",\"message\":\"No course-specific reviews available\",\"name\":\"Jackie Cha\",\"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\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.89 GPA, 96.7% A/AB (n=120 letter grades); Fall 2025: 3.93 GPA, 97.2% A/AB (n=108 letter grades); Spring 2026: 3.77 GPA, 88.8% A/AB (n=98 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"DOUGLAS WIEGMANN is recorded teaching in Spring 2011, Spring 2012, Spring 2013, Fall 2016, Fall 2017, Fall 2018, Fall 2020, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HANNAH SILBER is recorded teaching in Fall 2016, Spring 2019, Fall 2019, Spring 2020, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Spring 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JOHN LEE is recorded teaching in Fall 2012, Fall 2013, Fall 2014, Spring 2017, Spring 2018, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"RANJANA MEHTA is recorded teaching in Fall 2024. 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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"d0d045a59b1e29a529a7373b68b629975a2d0645652f3f2c56625cc6b1085008","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 210,E C E 331,MATH/STAT 309,431,STAT 311,324,371,MATH 531,PSYCH 210, orC&E SOC/SOC 360, or concurrent registration), graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n4\",\"n5\",\"n6\",\"n7\",\"n8\",\"n9\",\"n10\",\"n11\",\"n12\",\"n13\",\"n14\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 210,E C E 331,MATH/STAT 309,431,STAT 311,324,371,MATH 531,PSYCH 210, orC&E SOC/SOC 360, or concurrent registration\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"I SY E 210\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":331,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E C E 331\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":309,\"minimum_grade\":null,\"subjects\":[\"MATH\",\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH/STAT 309\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":431,\"minimum_grade\":null,\"subjects\":[\"MATH\",\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"431\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"STAT 311\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":324,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"324\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":371,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"371\",\"id\":\"n10\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":531,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH 531\",\"id\":\"n11\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"PSYCH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"PSYCH 210\",\"id\":\"n12\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":360,\"minimum_grade\":null,\"subjects\":[\"C&ESOC\",\"SOC\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"C&E SOC/SOC 360\",\"id\":\"n13\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"concurrent registration\",\"course\":null,\"evidence\":\"concurrent registration\",\"id\":\"n14\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"d0d045a59b1e29a529a7373b68b629975a2d0645652f3f2c56625cc6b1085008","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Introduction to basic probability and statistical tools and methods from an industrial application perspective.\"},{\"course_id\":\"ECE 331\",\"field\":\"description\",\"quote\":\"Introduction to probability, random variables, and random processes.\"},{\"course_id\":\"MATH/STAT 309\",\"field\":\"description\",\"quote\":\"Probability and combinatorial methods, discrete and continuous, univariate and multivariate distributions, expected values, moments, normal distribution and derived distributions, estimation.\"},{\"course_id\":\"MATH/STAT 431\",\"field\":\"description\",\"quote\":\"Topics covered include axioms of probability, random variables, the most important discrete and continuous probability distributions, expectation and variance, moment generating functions, conditional probability and conditional expectations, multivariate distributions, Markov's and Chebyshev's inequalities, laws of large numbers, and the central limit theorem.\"}],\"text\":\"Probability theory and statistical inference\"},{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Use of Microsoft Excel to interpret and analyze data.\"}],\"text\":\"Statistical software application\"}],\"search_phrases\":[\"human factors engineering\",\"ergonomics\",\"human-computer interaction\",\"system design\",\"cognitive psychology\",\"workplace safety\",\"consumer product design\",\"healthcare delivery systems\",\"accident analysis\",\"design improvements\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"understanding the needs of people, designing to support these needs, and evaluating systems to ensure they serve the intended purpose.\"}],\"text\":\"Human-centered system design\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Case studies are used to identify the human role in accidents and to identify design improvements.\"}],\"text\":\"Accident analysis and design improvement\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Conveys the importance of considering human capabilities and limits in system design and operation.\"}],\"text\":\"Human capabilities assessment\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO HUMAN FACTORS\"},{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Conveys the importance of considering human capabilities and limits in system design and operation.\"}],\"text\":\"Introduction to human factors focusing on human capabilities in system design and operation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"understanding human characteristics from the cognitive, physical, and psychosocial perspectives.\"}],\"text\":\"Cognitive, physical, and psychosocial human characteristics\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Application domains include consumer product design, human-computer interaction, workplace safety, and complex systems such as healthcare delivery.\"}],\"text\":\"Application domains: consumer products, HCI, safety, healthcare\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Case studies are used to identify the human role in accidents and to identify design improvements.\"}],\"text\":\"Case study analysis of accidents and design\"}]}","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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"d0d045a59b1e29a529a7373b68b629975a2d0645652f3f2c56625cc6b1085008","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"I loved Hannah! She really cared about her students and would put in the time and effort for those who showed her the same kind of respect. I found the material to be really interesting, and really liked the workload of the class.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2020-03-11 21:28:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"be45915317dc34f4f756ab9d\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyOTY3NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Dr. S is a very kind professor who cares about her students a lot. She is always accessible outside class and willing to help. Her classes and test tend to be on the easy side, so if you listen to the material in lecture and review the slides (NOT JUST THE REVIEW SLIDES!) before the exams, you'll be fine.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2020-04-03 18:12:25 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"7916445264db3251deeac977\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzMDE2NzQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Dr Mehta is by far the worst professor I have had at UW. Attendance isn't mandatory however Dr. Mehta will randomly have \\\"Class Activities\\\" during class time worth 50% of student's grades with no notice beforehand. Dr. Mehta was also quite unresponsive with emails and generally seemed uninterested in teaching this course. Choose another prof.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-02 04:04:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"345be62a0889681f73b464a8\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDYwODc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"No outside of class homework which makes it very hard to learn and memorize content. Class structure overall is horrible. Told our class that she is a HUGE fan of application and not memorization and then proceeded to give us a list of tons of rules for a note sheet including font size, margins and line spacing. Worst prof I've had in any dept.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-03 19:09:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d05b5cc283040f9c4cfb672d\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDgyOTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"}],\"evidence_count\":4,\"review_ids\":[\"be45915317dc34f4f756ab9d\",\"7916445264db3251deeac977\",\"345be62a0889681f73b464a8\",\"d05b5cc283040f9c4cfb672d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Hannah Silber and Chris Johnson were praised for clear, engaging lectures. Ranjana Mehta was criticized for disorganized and confusing explanations.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Easy engineering elective selection. Felt like a lot was learned in the class with pretty minimal effort outside of class. Tests were easyyyyyyy\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2018-12-28 01:32:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"44a5aa39af5cdd4846f94118\",\"instructor_id\":\"rmp:2451001\",\"instructor_name\":\"Douglas Wiegmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTY2MDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2451001\"},{\"comment\":\"Very very hard to fail this class. Come to class and do the group assignments (very easy). Theres only like 3 tests and 4 reading assignments. By far my easiest class. Make sure to take this class in a tough semester. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-01-25 04:34:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b276e8d3e21c306862558125\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTIzMTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Great professor who is very understanding of students. Genuinely cares that you learn course material and aren't just stressing over grade aspect. Hw/In-class participation activities had 70% worth of overall grade, making exams not as stressful, no cumulative exams as well. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-01-01 22:23:06 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c1cf3c32f6b941ac53838381\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"No outside of class homework which makes it very hard to learn and memorize content. Class structure overall is horrible. Told our class that she is a HUGE fan of application and not memorization and then proceeded to give us a list of tons of rules for a note sheet including font size, margins and line spacing. Worst prof I've had in any dept.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-03 19:09:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d05b5cc283040f9c4cfb672d\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDgyOTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"}],\"evidence_count\":4,\"review_ids\":[\"44a5aa39af5cdd4846f94118\",\"b276e8d3e21c306862558125\",\"c1cf3c32f6b941ac53838381\",\"d05b5cc283040f9c4cfb672d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2451001\",\"name\":\"Douglas Wiegmann\"},{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Many found the workload light and easy with Silber. Others found the lack of homework made exams difficult under Mehta.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Easy engineering elective selection. Felt like a lot was learned in the class with pretty minimal effort outside of class. Tests were easyyyyyyy\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2018-12-28 01:32:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"44a5aa39af5cdd4846f94118\",\"instructor_id\":\"rmp:2451001\",\"instructor_name\":\"Douglas Wiegmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTY2MDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2451001\"},{\"comment\":\"Great professor and plenty of office hours if needed. Textbook wasn't required, but definitely recommend because she reads from it word for word in lecture. Attendance matters for certain in class assignment days. Tests were honestly kind of hard, but if you make a good note card, not too bad. Focuses on your understanding over stressing grades.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2023-12-29 06:06:40 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5913e680490a1b050b2441c6\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Worst professor I've had in any department. Teaches physics and stats material that isn't taught in other semesters. Cares about application yet has fill in the blank sections on her exams. Graded on 25% midterm, 25% final, 50% class assignments. For exercises in class, doesn't prepare solution beforehand and relies on us to give her calculations. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-04 19:02:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3c81536d5dce23d118e6ddbf\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDg0Mzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"Easily the worst professor I've had in my entire college career. Lectures were confusing and rushed, with little to no worked examples. Grading felt harsh and unpredictable, and it often seemed like students were being set up to struggle rather than supported to learn. Avoid this professor at all costs.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2026-01-15 19:31:22 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e5a0d56588986e0b5757645f\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNTA0MzQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"}],\"evidence_count\":4,\"review_ids\":[\"44a5aa39af5cdd4846f94118\",\"5913e680490a1b050b2441c6\",\"3c81536d5dce23d118e6ddbf\",\"e5a0d56588986e0b5757645f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2451001\",\"name\":\"Douglas Wiegmann\"},{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Silber's exams were easy and clear. Mehta's were difficult, unpredictable, and poorly supported by in-class prep.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Dr Mehta is by far the worst professor I have had at UW. Attendance isn't mandatory however Dr. Mehta will randomly have \\\"Class Activities\\\" during class time worth 50% of student's grades with no notice beforehand. Dr. Mehta was also quite unresponsive with emails and generally seemed uninterested in teaching this course. Choose another prof.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-02 04:04:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"345be62a0889681f73b464a8\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDYwODc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"This class is disorganized, with many workout problem solutions never posted and those posted not reliable and needing corrections. Beware of the math and physics component in this course. The main reason behind my one is the poor structure, psych majors can even take the lab section, it's an essential part of this course if you want to succeed. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-14 01:40:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a983541d10becdfc9b60fcbc\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMjg3NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"Actually the worst prof. For a class cross listed as psych, there was almost no psych involved. The class was heavily focused on math/physics/statistics problems but with no examples and definitely no solutions given. If she gave sols, they were often wrong. Her lecture slides are awful and she seems to dislike her students. Avoid if you can\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-14 03:48:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e54f1432da2a3ca6912a3806\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMjkwMDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"STAY AWAY AT ALL COSTS. Completely disobeyed syllabus. Required Textbook that HE wrote. 3 Assignments determined 25% of grade (supposed to be 6). Disobeyed posted class schedule for mandatory in-class assignments (25%). Canvas dates change. Changed in-class exam posted on syllabus and made into 7:45 AM Final for no reason. Boring Lectures.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2026-04-14 01:45:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"595d8320946d9592faca1695\",\"instructor_id\":\"rmp:1722365\",\"instructor_name\":\"John Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyODI5MDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1722365\"}],\"evidence_count\":4,\"review_ids\":[\"345be62a0889681f73b464a8\",\"a983541d10becdfc9b60fcbc\",\"e54f1432da2a3ca6912a3806\",\"595d8320946d9592faca1695\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1722365\",\"name\":\"John Lee\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"summary\":\"Mehta's course was disorganized, with changing syllabi, missing solutions, and arbitrary grading changes.\"}]}","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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"d0d045a59b1e29a529a7373b68b629975a2d0645652f3f2c56625cc6b1085008","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"3b90179e7dde4e37abf6dbbcf0ce4b67d93666732842896c638bfd6e3f8f9601\",\"course_id\":\"ISYE/PSYCH 349\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f40802eb4f9eef1ee66010c6\",\"message\":\"No course-specific reviews available\",\"name\":\"Jackie Cha\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"John Lee\",\"review_date\":\"2017-08-10 09:55:03 +0000 UTC\",\"review_id\":\"d8d1276256a6c2b2869cdadf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1722365\",\"source_review_id\":\"UmF0aW5nLTI4NjAxNjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1722365\",\"type\":\"review\"},{\"instructor_name\":\"John Lee\",\"review_date\":\"2018-04-10 17:05:58 +0000 UTC\",\"review_id\":\"b1ef9c6a09bfb9b0f85a1ccb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1722365\",\"source_review_id\":\"UmF0aW5nLTI5Nzc3MjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1722365\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2024-01-25 04:34:45 +0000 UTC\",\"review_id\":\"b276e8d3e21c306862558125\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM4OTIzMTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"text\":\"Historical reviews of Hannah Silber, John Lee: The course typically requires weekly readings, online quizzes, case study analyses, and group assignments. Students report varying levels of effort, with some finding the workload minimal and others noting strict syllabus adherence.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Chris Johnson\",\"review_date\":\"2014-05-16 18:00:25 +0000 UTC\",\"review_id\":\"c2320d437328f44b670fc5e5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1902363\",\"source_review_id\":\"UmF0aW5nLTIzMjY1Njg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1902363\",\"type\":\"review\"},{\"instructor_name\":\"John Lee\",\"review_date\":\"2017-08-10 09:55:03 +0000 UTC\",\"review_id\":\"d8d1276256a6c2b2869cdadf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1722365\",\"source_review_id\":\"UmF0aW5nLTI4NjAxNjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1722365\",\"type\":\"review\"},{\"instructor_name\":\"Ranjana Mehta\",\"review_date\":\"2024-12-02 04:04:01 +0000 UTC\",\"review_id\":\"345be62a0889681f73b464a8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2967425\",\"source_review_id\":\"UmF0aW5nLTQwMDYwODc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\",\"type\":\"review\"}],\"text\":\"Jackie Cha is the current instructor for ISYE/PSYCH 349. Historical reviews for previous instructors describe varied experiences, ranging from engaging lectures to rigid teaching styles and significant organizational issues.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Chris Johnson\",\"review_date\":\"2014-05-16 18:00:25 +0000 UTC\",\"review_id\":\"c2320d437328f44b670fc5e5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1902363\",\"source_review_id\":\"UmF0aW5nLTIzMjY1Njg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1902363\",\"type\":\"review\"},{\"instructor_name\":\"John Lee\",\"review_date\":\"2017-08-10 09:55:03 +0000 UTC\",\"review_id\":\"d8d1276256a6c2b2869cdadf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1722365\",\"source_review_id\":\"UmF0aW5nLTI4NjAxNjUy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1722365\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2020-03-11 21:28:43 +0000 UTC\",\"review_id\":\"be45915317dc34f4f756ab9d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTMyOTY3NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Ranjana Mehta\",\"review_date\":\"2024-12-02 04:04:01 +0000 UTC\",\"review_id\":\"345be62a0889681f73b464a8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2967425\",\"source_review_id\":\"UmF0aW5nLTQwMDYwODc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\",\"type\":\"review\"}],\"text\":\"Historical reviews of Chris Johnson, Hannah Silber, John Lee, Ranjana Mehta: Overall experiences vary significantly by instructor, with some praised for accessibility and engagement while others face criticism for disorganization and rigid grading. Students should verify current syllabus details.\"},{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.89 GPA, 96.7% A/AB (n=120 letter grades); Fall 2025: 3.93 GPA, 97.2% A/AB (n=108 letter grades); Spring 2026: 3.77 GPA, 88.8% A/AB (n=98 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Chris Johnson\",\"review_date\":\"2014-05-16 18:00:25 +0000 UTC\",\"review_id\":\"c2320d437328f44b670fc5e5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1902363\",\"source_review_id\":\"UmF0aW5nLTIzMjY1Njg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1902363\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2023-12-08 15:26:56 +0000 UTC\",\"review_id\":\"3b4b5923f226dcd7797ff46f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTM4NTczODI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"},{\"instructor_name\":\"Hannah Silber\",\"review_date\":\"2026-04-01 11:14:32 +0000 UTC\",\"review_id\":\"f939a8cad40e6d46896f1593\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2522752\",\"source_review_id\":\"UmF0aW5nLTQyNzY1MzQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\",\"type\":\"review\"}],\"text\":\"Historical reviews of Chris Johnson, Hannah Silber: Interactive lectures and real-life examples are appreciated, though some find specific instructors' reliance on niche topics confusing. Students note that attending class and following syllabus guidelines is important for success.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"DOUGLAS WIEGMANN is recorded teaching in Spring 2011, Spring 2012, Spring 2013, Fall 2016, Fall 2017, Fall 2018, Fall 2020, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HANNAH SILBER is recorded teaching in Fall 2016, Spring 2019, Fall 2019, Spring 2020, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Spring 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JOHN LEE is recorded teaching in Fall 2012, Fall 2013, Fall 2014, Spring 2017, Spring 2018, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"RANJANA MEHTA is recorded teaching in Fall 2024. 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},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"94a497580430bb44bd8566ce20ebb62e5c7e61e7fe8c0dd6268440448d24374c","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 210,E C E 331,MATH/STAT 309,431,STAT 311,324,371,MATH 531,PSYCH 210, orC&E SOC/SOC 360, or concurrent registration), graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n4\",\"n5\",\"n6\",\"n7\",\"n8\",\"n9\",\"n10\",\"n11\",\"n12\",\"n13\",\"n14\"],\"condition\":null,\"course\":null,\"evidence\":\"I SY E 210,E C E 331,MATH/STAT 309,431,STAT 311,324,371,MATH 531,PSYCH 210, orC&E SOC/SOC 360, or concurrent registration\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"I SY E 210\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":331,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"E C E 331\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":309,\"minimum_grade\":null,\"subjects\":[\"MATH\",\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH/STAT 309\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":431,\"minimum_grade\":null,\"subjects\":[\"MATH\",\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"431\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"STAT 311\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":324,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"324\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":371,\"minimum_grade\":null,\"subjects\":[\"STAT\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"371\",\"id\":\"n10\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":531,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"MATH 531\",\"id\":\"n11\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":210,\"minimum_grade\":null,\"subjects\":[\"PSYCH\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"PSYCH 210\",\"id\":\"n12\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":360,\"minimum_grade\":null,\"subjects\":[\"C&ESOC\",\"SOC\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"C&E SOC/SOC 360\",\"id\":\"n13\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"concurrent registration\",\"course\":null,\"evidence\":\"concurrent registration\",\"id\":\"n14\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"94a497580430bb44bd8566ce20ebb62e5c7e61e7fe8c0dd6268440448d24374c","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Introduction to basic probability and statistical tools and methods from an industrial application perspective.\"},{\"course_id\":\"ECE 331\",\"field\":\"description\",\"quote\":\"Introduction to probability, random variables, and random processes.\"},{\"course_id\":\"MATH/STAT 309\",\"field\":\"description\",\"quote\":\"Probability and combinatorial methods, discrete and continuous, univariate and multivariate distributions, expected values, moments, normal distribution and derived distributions, estimation.\"},{\"course_id\":\"MATH/STAT 431\",\"field\":\"description\",\"quote\":\"Topics covered include axioms of probability, random variables, the most important discrete and continuous probability distributions, expectation and variance, moment generating functions, conditional probability and conditional expectations, multivariate distributions, Markov's and Chebyshev's inequalities, laws of large numbers, and the central limit theorem.\"}],\"text\":\"Probability theory and statistical inference\"},{\"evidence\":[{\"course_id\":\"ISYE 210\",\"field\":\"description\",\"quote\":\"Use of Microsoft Excel to interpret and analyze data.\"}],\"text\":\"Statistical software application\"}],\"search_phrases\":[\"human factors engineering\",\"ergonomics\",\"human-computer interaction\",\"system design\",\"cognitive psychology\",\"workplace safety\",\"consumer product design\",\"healthcare delivery systems\",\"accident analysis\",\"design improvements\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"understanding the needs of people, designing to support these needs, and evaluating systems to ensure they serve the intended purpose.\"}],\"text\":\"Human-centered system design\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Case studies are used to identify the human role in accidents and to identify design improvements.\"}],\"text\":\"Accident analysis and design improvement\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Conveys the importance of considering human capabilities and limits in system design and operation.\"}],\"text\":\"Human capabilities assessment\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO HUMAN FACTORS\"},{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Conveys the importance of considering human capabilities and limits in system design and operation.\"}],\"text\":\"Introduction to human factors focusing on human capabilities in system design and operation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"understanding human characteristics from the cognitive, physical, and psychosocial perspectives.\"}],\"text\":\"Cognitive, physical, and psychosocial human characteristics\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Application domains include consumer product design, human-computer interaction, workplace safety, and complex systems such as healthcare delivery.\"}],\"text\":\"Application domains: consumer products, HCI, safety, healthcare\"},{\"evidence\":[{\"course_id\":\"ISYE/PSYCH 349\",\"field\":\"description\",\"quote\":\"Case studies are used to identify the human role in accidents and to identify design improvements.\"}],\"text\":\"Case study analysis of accidents and design\"}]}","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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"94a497580430bb44bd8566ce20ebb62e5c7e61e7fe8c0dd6268440448d24374c","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"I loved Hannah! She really cared about her students and would put in the time and effort for those who showed her the same kind of respect. I found the material to be really interesting, and really liked the workload of the class.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2020-03-11 21:28:43 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"be45915317dc34f4f756ab9d\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyOTY3NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Dr. S is a very kind professor who cares about her students a lot. She is always accessible outside class and willing to help. Her classes and test tend to be on the easy side, so if you listen to the material in lecture and review the slides (NOT JUST THE REVIEW SLIDES!) before the exams, you'll be fine.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2020-04-03 18:12:25 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"7916445264db3251deeac977\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMzMDE2NzQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Dr Mehta is by far the worst professor I have had at UW. Attendance isn't mandatory however Dr. Mehta will randomly have \\\"Class Activities\\\" during class time worth 50% of student's grades with no notice beforehand. Dr. Mehta was also quite unresponsive with emails and generally seemed uninterested in teaching this course. Choose another prof.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-02 04:04:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"345be62a0889681f73b464a8\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDYwODc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"No outside of class homework which makes it very hard to learn and memorize content. Class structure overall is horrible. Told our class that she is a HUGE fan of application and not memorization and then proceeded to give us a list of tons of rules for a note sheet including font size, margins and line spacing. Worst prof I've had in any dept.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-03 19:09:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d05b5cc283040f9c4cfb672d\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDgyOTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"}],\"evidence_count\":4,\"review_ids\":[\"be45915317dc34f4f756ab9d\",\"7916445264db3251deeac977\",\"345be62a0889681f73b464a8\",\"d05b5cc283040f9c4cfb672d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Hannah Silber and Chris Johnson were praised for clear, engaging lectures. Ranjana Mehta was criticized for disorganized and confusing explanations.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Easy engineering elective selection. Felt like a lot was learned in the class with pretty minimal effort outside of class. Tests were easyyyyyyy\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2018-12-28 01:32:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"44a5aa39af5cdd4846f94118\",\"instructor_id\":\"rmp:2451001\",\"instructor_name\":\"Douglas Wiegmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTY2MDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2451001\"},{\"comment\":\"Very very hard to fail this class. Come to class and do the group assignments (very easy). Theres only like 3 tests and 4 reading assignments. By far my easiest class. Make sure to take this class in a tough semester. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-01-25 04:34:45 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"b276e8d3e21c306862558125\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4OTIzMTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Great professor who is very understanding of students. Genuinely cares that you learn course material and aren't just stressing over grade aspect. Hw/In-class participation activities had 70% worth of overall grade, making exams not as stressful, no cumulative exams as well. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-01-01 22:23:06 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"c1cf3c32f6b941ac53838381\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODE3MzAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"No outside of class homework which makes it very hard to learn and memorize content. Class structure overall is horrible. Told our class that she is a HUGE fan of application and not memorization and then proceeded to give us a list of tons of rules for a note sheet including font size, margins and line spacing. Worst prof I've had in any dept.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-03 19:09:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d05b5cc283040f9c4cfb672d\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDgyOTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"}],\"evidence_count\":4,\"review_ids\":[\"44a5aa39af5cdd4846f94118\",\"b276e8d3e21c306862558125\",\"c1cf3c32f6b941ac53838381\",\"d05b5cc283040f9c4cfb672d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2451001\",\"name\":\"Douglas Wiegmann\"},{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Many found the workload light and easy with Silber. Others found the lack of homework made exams difficult under Mehta.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Easy engineering elective selection. Felt like a lot was learned in the class with pretty minimal effort outside of class. Tests were easyyyyyyy\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2018-12-28 01:32:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"44a5aa39af5cdd4846f94118\",\"instructor_id\":\"rmp:2451001\",\"instructor_name\":\"Douglas Wiegmann\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTY2MDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2451001\"},{\"comment\":\"Great professor and plenty of office hours if needed. Textbook wasn't required, but definitely recommend because she reads from it word for word in lecture. Attendance matters for certain in class assignment days. Tests were honestly kind of hard, but if you make a good note card, not too bad. Focuses on your understanding over stressing grades.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2023-12-29 06:06:40 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5913e680490a1b050b2441c6\",\"instructor_id\":\"rmp:2522752\",\"instructor_name\":\"Hannah Silber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4ODA3NTIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2522752\"},{\"comment\":\"Worst professor I've had in any department. Teaches physics and stats material that isn't taught in other semesters. Cares about application yet has fill in the blank sections on her exams. Graded on 25% midterm, 25% final, 50% class assignments. For exercises in class, doesn't prepare solution beforehand and relies on us to give her calculations. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-04 19:02:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3c81536d5dce23d118e6ddbf\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDg0Mzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"Easily the worst professor I've had in my entire college career. Lectures were confusing and rushed, with little to no worked examples. Grading felt harsh and unpredictable, and it often seemed like students were being set up to struggle rather than supported to learn. Avoid this professor at all costs.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2026-01-15 19:31:22 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"e5a0d56588986e0b5757645f\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyNTA0MzQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"}],\"evidence_count\":4,\"review_ids\":[\"44a5aa39af5cdd4846f94118\",\"5913e680490a1b050b2441c6\",\"3c81536d5dce23d118e6ddbf\",\"e5a0d56588986e0b5757645f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2451001\",\"name\":\"Douglas Wiegmann\"},{\"id\":\"rmp:2522752\",\"name\":\"Hannah Silber\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Silber's exams were easy and clear. Mehta's were difficult, unpredictable, and poorly supported by in-class prep.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Dr Mehta is by far the worst professor I have had at UW. Attendance isn't mandatory however Dr. Mehta will randomly have \\\"Class Activities\\\" during class time worth 50% of student's grades with no notice beforehand. Dr. Mehta was also quite unresponsive with emails and generally seemed uninterested in teaching this course. Choose another prof.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-02 04:04:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"345be62a0889681f73b464a8\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMDYwODc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"This class is disorganized, with many workout problem solutions never posted and those posted not reliable and needing corrections. Beware of the math and physics component in this course. The main reason behind my one is the poor structure, psych majors can even take the lab section, it's an essential part of this course if you want to succeed. \",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-14 01:40:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a983541d10becdfc9b60fcbc\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMjg3NTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"Actually the worst prof. For a class cross listed as psych, there was almost no psych involved. The class was heavily focused on math/physics/statistics problems but with no examples and definitely no solutions given. If she gave sols, they were often wrong. Her lecture slides are awful and she seems to dislike her students. Avoid if you can\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2024-12-14 03:48:36 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e54f1432da2a3ca6912a3806\",\"instructor_id\":\"rmp:2967425\",\"instructor_name\":\"Ranjana Mehta\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwMjkwMDM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\"},{\"comment\":\"STAY AWAY AT ALL COSTS. Completely disobeyed syllabus. Required Textbook that HE wrote. 3 Assignments determined 25% of grade (supposed to be 6). Disobeyed posted class schedule for mandatory in-class assignments (25%). Canvas dates change. Changed in-class exam posted on syllabus and made into 7:45 AM Final for no reason. Boring Lectures.\",\"course_id\":\"ISYE/PSYCH 349\",\"date\":\"2026-04-14 01:45:31 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"595d8320946d9592faca1695\",\"instructor_id\":\"rmp:1722365\",\"instructor_name\":\"John Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyODI5MDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1722365\"}],\"evidence_count\":4,\"review_ids\":[\"345be62a0889681f73b464a8\",\"a983541d10becdfc9b60fcbc\",\"e54f1432da2a3ca6912a3806\",\"595d8320946d9592faca1695\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1722365\",\"name\":\"John Lee\"},{\"id\":\"rmp:2967425\",\"name\":\"Ranjana Mehta\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2024\"},\"sentiment\":\"negative\",\"summary\":\"Mehta's course was disorganized, with changing syllabi, missing solutions, and arbitrary grading changes.\"}]}","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_0bf7d1fc20304def0233e765","course_id":"ISYE/PSYCH 349","catalog_version_id":"e0ce39a10e75273e2fbfb6567a7ef817023be7c5ac720a1b02ef0b75d5d9b62c","record_version_id":"ef87109a9764851295ea86b5bb4394af304572ff8da1385004724b9cf9e09827","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"94a497580430bb44bd8566ce20ebb62e5c7e61e7fe8c0dd6268440448d24374c","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"3b90179e7dde4e37abf6dbbcf0ce4b67d93666732842896c638bfd6e3f8f9601\",\"course_id\":\"ISYE/PSYCH 349\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f40802eb4f9eef1ee66010c6\",\"message\":\"No course-specific reviews available\",\"name\":\"Jackie Cha\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.89 GPA, 96.7% A/AB (n=120 letter grades); Fall 2025: 3.93 GPA, 97.2% A/AB (n=108 letter grades); Spring 2026: 3.77 GPA, 88.8% A/AB (n=98 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"DOUGLAS WIEGMANN is recorded teaching in Spring 2011, Spring 2012, Spring 2013, Fall 2016, Fall 2017, Fall 2018, Fall 2020, Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HANNAH SILBER is recorded teaching in Fall 2016, Spring 2019, Fall 2019, Spring 2020, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Spring 2024, Spring 2025, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"JOHN LEE is recorded teaching in Fall 2012, Fall 2013, Fall 2014, Spring 2017, Spring 2018, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE/PSYCH 349\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"source_record\":{\"entity_id\":\"8924122c-6e2a-3b88-b496-da4a6979b629\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"RANJANA MEHTA is recorded teaching in Fall 2024. 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\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]