{"schema_version":1,"url":"https://uwcourses.com/courses/ISYE_602","title":"ISYE 602: Special Topics in Human Factors | UW–Madison","dataset":{"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349","repository":"twangodev/uwcourses","schema_version":6,"importer_version":"7","projection_id":"52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07","observed_at":"2026-09-07T15:55:43.033547+00:00","built_at":"2026-09-10T19:50:42.743001+00:00","courses":8951,"current_instructors":5754,"limited":false,"terms":["1272","1264","1262","1254","1252","1244","1242","1234","1232","1224","1222","1212","1204","1202","1194","1192","1184","1182","1174","1172","1164","1162","1154","1152","1144","1142","1134","1132","1124","1122","1114","1112","1104","1102","1094","1092","1084","1082","1074","1072"],"term":"1272","departments":[{"subject":"AAE","count":90},{"subject":"ABT","count":20},{"subject":"ACCTIS","count":36},{"subject":"ACTSCI","count":14},{"subject":"AFAERO","count":10},{"subject":"AFRICAN","count":87},{"subject":"AFROAMER","count":71},{"subject":"AGROECOL","count":21},{"subject":"AMERIND","count":53},{"subject":"ANAT&PHY","count":7},{"subject":"ANATOMY","count":2},{"subject":"ANESTHES","count":8},{"subject":"ANSCI","count":57},{"subject":"ANTHRO","count":95},{"subject":"ART","count":125},{"subject":"ARTED","count":10},{"subject":"ARTHIST","count":121},{"subject":"ASIALANG","count":129},{"subject":"ASIAN","count":109},{"subject":"ASIANAM","count":28},{"subject":"ASTRON","count":38},{"subject":"ATMOCN","count":69},{"subject":"BIOCHEM","count":51},{"subject":"BIOCORE","count":10},{"subject":"BIOLOGY","count":14},{"subject":"BIOMDSCI","count":18},{"subject":"BME","count":66},{"subject":"BMI","count":41},{"subject":"BMOLCHEM","count":10},{"subject":"BOTANY","count":69},{"subject":"BSE","count":44},{"subject":"C&ESOC","count":73},{"subject":"CBE","count":48},{"subject":"CHEM","count":101},{"subject":"CHICLA","count":52},{"subject":"CIVENGR","count":133},{"subject":"CLASSICS","count":47},{"subject":"CNP","count":10},{"subject":"CNSRSCI","count":50},{"subject":"COMARTS","count":137},{"subject":"COMPBIO","count":15},{"subject":"COMPLIT","count":11},{"subject":"COMPSCI","count":138},{"subject":"COUNPSY","count":78},{"subject":"CRB","count":19},{"subject":"CS&D","count":71},{"subject":"CSCS","count":40},{"subject":"CURRIC","count":193},{"subject":"DANCE","count":93},{"subject":"DERM","count":8},{"subject":"DS","count":88},{"subject":"DYSCI","count":35},{"subject":"ECE","count":155},{"subject":"ECON","count":145},{"subject":"EDPOL","count":114},{"subject":"EDPSYCH","count":97},{"subject":"ELPA","count":70},{"subject":"EMA","count":53},{"subject":"EMERMED","count":17},{"subject":"ENGL","count":206},{"subject":"ENTOM","count":40},{"subject":"ENVIRST","count":148},{"subject":"EP","count":15},{"subject":"EPD","count":67},{"subject":"ESL","count":16},{"subject":"F&WECOL","count":60},{"subject":"FAMMED","count":22},{"subject":"FINANCE","count":50},{"subject":"FOLKLORE","count":40},{"subject":"FOODSCI","count":43},{"subject":"FRENCH","count":63},{"subject":"GEN&WS","count":145},{"subject":"GENBUS","count":72},{"subject":"GENECSLR","count":17},{"subject":"GENETICS","count":60},{"subject":"GEOG","count":113},{"subject":"GEOSCI","count":83},{"subject":"GERMAN","count":82},{"subject":"GLE","count":48},{"subject":"GNS","count":38},{"subject":"GREEK","count":27},{"subject":"HDFS","count":41},{"subject":"HEBR-BIB","count":13},{"subject":"HEBR-MOD","count":10},{"subject":"HISTORY","count":233},{"subject":"HISTSCI","count":56},{"subject":"HONCOL","count":13},{"subject":"ILS","count":43},{"subject":"INFOSYS","count":9},{"subject":"INTEGART","count":7},{"subject":"INTEGSCI","count":22},{"subject":"INTER-AG","count":18},{"subject":"INTER-HE","count":11},{"subject":"INTER-LS","count":22},{"subject":"INTEREGR","count":16},{"subject":"INTLBUS","count":21},{"subject":"INTLST","count":50},{"subject":"ISYE","count":83},{"subject":"ITALIAN","count":53},{"subject":"JEWISH","count":56},{"subject":"JOURN","count":88},{"subject":"KINES","count":128},{"subject":"LACIS","count":26},{"subject":"LANDARC","count":61},{"subject":"LATIN","count":24},{"subject":"LAW","count":120},{"subject":"LEGALST","count":48},{"subject":"LINGUIS","count":35},{"subject":"LIS","count":89},{"subject":"LITTRANS","count":78},{"subject":"LSC","count":52},{"subject":"M&ENVTOX","count":7},{"subject":"MARKETNG","count":62},{"subject":"MATH","count":153},{"subject":"MDGENET","count":8},{"subject":"ME","count":130},{"subject":"MEDHIST","count":43},{"subject":"MEDICINE","count":60},{"subject":"MEDIEVAL","count":32},{"subject":"MEDPHYS","count":39},{"subject":"MEDSC-M","count":29},{"subject":"MEDSC-V","count":41},{"subject":"MHR","count":68},{"subject":"MICROBIO","count":45},{"subject":"MILSCI","count":16},{"subject":"MM&I","count":22},{"subject":"MOLBIOL","count":6},{"subject":"MS&E","count":59},{"subject":"MUSIC","count":165},{"subject":"MUSPERF","count":126},{"subject":"NAVSCI","count":20},{"subject":"NE","count":44},{"subject":"NEURODPT","count":11},{"subject":"NEUROL","count":7},{"subject":"NEURSURG","count":4},{"subject":"NTP","count":11},{"subject":"NURSING","count":111},{"subject":"NUTRSCI","count":65},{"subject":"OBS&GYN","count":18},{"subject":"OCCTHER","count":39},{"subject":"ONCOLOGY","count":14},{"subject":"OPHTHALM","count":5},{"subject":"OTM","count":43},{"subject":"PATH","count":34},{"subject":"PATH-BIO","count":29},{"subject":"PEDIAT","count":26},{"subject":"PHARMACY","count":31},{"subject":"PHILOS","count":77},{"subject":"PHMCOL-M","count":11},{"subject":"PHMPRAC","count":45},{"subject":"PHMSCI","count":60},{"subject":"PHYASST","count":37},{"subject":"PHYSICS","count":88},{"subject":"PHYSIOL","count":3},{"subject":"PHYTHER","count":37},{"subject":"PLANTSCI","count":52},{"subject":"PLPATH","count":35},{"subject":"POLISCI","count":192},{"subject":"POPHLTH","count":58},{"subject":"PORTUG","count":33},{"subject":"PSYCH","count":101},{"subject":"PSYCHIAT","count":22},{"subject":"PUBAFFR","count":54},{"subject":"PUBLHLTH","count":23},{"subject":"RADIOL","count":11},{"subject":"REALEST","count":41},{"subject":"RELIGST","count":90},{"subject":"RHABMED","count":9},{"subject":"RMI","count":24},{"subject":"RP&SE","count":102},{"subject":"S&APHM","count":17},{"subject":"SCANDST","count":73},{"subject":"SLAVIC","count":89},{"subject":"SOC","count":149},{"subject":"SOCWORK","count":87},{"subject":"SOILSCI","count":46},{"subject":"SPANISH","count":83},{"subject":"SRMED","count":21},{"subject":"STAT","count":94},{"subject":"STDYABRD","count":52},{"subject":"STS","count":8},{"subject":"SURGERY","count":25},{"subject":"SURGSCI","count":33},{"subject":"THEATRE","count":91},{"subject":"URBRPL","count":60},{"subject":"UROLOGY","count":5},{"subject":"ZOOLOGY","count":89}],"deployed_at":null},"data":{"course":{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","course_id":"ISYE 602","course_uid":"course_1d19662d1f1c79914b292afb","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","course_number":602,"subjects":["ISYE"],"title":"SPECIAL TOPICS IN HUMAN FACTORS","description":"Various special topics in human factors engineering. Course topic may vary from semester to semester. Different versions of this course may be offered in same semester.","requirements_text":"None","credits_min":3,"credits_max":3,"credit_offering_ids":["1272:490:010325","1272:490:010325.6","1272:490:010325.7"],"llm_job_id":"enrich-ecd149b6a6e0877fce2f3d1c","llm_output_id":"f9e38903c86f6d75eeeded753f50613a8621bfb2031cb31abb48f6ab461ef0d8","llm_model":"nvidia/Qwen3.6-35B-A3B-NVFP4","llm_model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","llm_task_version":"14","llm_search_status":"valid","llm_summary":"ISYE 602 covers various special topics in human factors engineering, with content varying by semester.","llm_topics":["Human factors engineering"],"llm_skills":[],"llm_assumed_background":[],"llm_search_phrases":["human factors engineering","special topics ISYE","human factors special topics"],"llm_requirements_status":"valid","llm_student_summary_status":"valid","llm_experience_status":"insufficient_evidence","catalog_variants":[],"student_summary":{"context_hash":"a57e93a22c1bd2ec15afcca34863a63781b443d078be6ddd8cf942d8f0b0c3e7","course_id":"ISYE 602","current_instructors":[{"instructor_uid":"instructor_a65bc7d6709365e70eac0328","message":"No course-specific reviews available","name":"Hannah Silber","review_status":"no_course_reviews","rmp_instructor_id":"rmp:2522752","summary":[{"citations":[{"course_id":"ISYE 602","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"f4812848-79dd-384f-908b-7977a9e04ffc","source_record":{"entity_id":"f4812848-79dd-384f-908b-7977a9e04ffc","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"ISYE 602","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"f4812848-79dd-384f-908b-7977a9e04ffc","source_record":{"entity_id":"f4812848-79dd-384f-908b-7977a9e04ffc","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"}],"text":"Recent recorded grades — Fall 2024: 3.94 GPA, 100.0% A/AB (n=17 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=39 letter grades)."}]}],"difficulty_workload":[{"citations":[{"instructor_name":"Ranjana Mehta","review_date":"2025-05-12 17:52:17 +0000 UTC","review_id":"a06af88beef8228a2e106d16","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2967425","source_review_id":"UmF0aW5nLTQxMjU0MTA1","source_url":"https://www.ratemyprofessors.com/professor/2967425","type":"review"}],"text":"Historical reviews of Ranjana Mehta: The course project involved group work where feedback led to worse grades, and the workload was perceived as difficult and unfair by one student."}],"errors":[],"historical_context":[{"citations":[{"instructor_name":"Ranjana Mehta","review_date":"2025-05-12 17:52:17 +0000 UTC","review_id":"a06af88beef8228a2e106d16","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2967425","source_review_id":"UmF0aW5nLTQxMjU0MTA1","source_url":"https://www.ratemyprofessors.com/professor/2967425","type":"review"}],"text":"A historical review of Ranjana Mehta describes her as unhelpful, noting that student feedback led to worse grades. The reviewer also reported an unjust accusation of AI use and found the grading difficult and unfair."}],"message":null,"offered":true,"profile_hash":"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1","quick_take":[{"citations":[{"instructor_name":"Ranjana Mehta","review_date":"2025-05-12 17:52:17 +0000 UTC","review_id":"a06af88beef8228a2e106d16","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2967425","source_review_id":"UmF0aW5nLTQxMjU0MTA1","source_url":"https://www.ratemyprofessors.com/professor/2967425","type":"review"}],"text":"A historical review of Ranjana Mehta describes her as unhelpful with unfair, difficult grading and unjust AI accusations, though no current reviews exist for Hannah Silber."},{"citations":[{"course_id":"ISYE 602","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"f4812848-79dd-384f-908b-7977a9e04ffc","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1254","type":"grade"},{"course_id":"ISYE 602","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"f4812848-79dd-384f-908b-7977a9e04ffc","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1262","type":"grade"},{"course_id":"ISYE 602","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"f4812848-79dd-384f-908b-7977a9e04ffc","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1264","type":"grade"}],"text":"Recent recorded grades — Spring 2025: 3.84 GPA, 92.2% A/AB (n=64 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=39 letter grades); Spring 2026: 3.72 GPA, 83.7% A/AB (n=43 letter grades)."}],"student_experience":[{"citations":[{"instructor_name":"Ranjana Mehta","review_date":"2025-05-12 17:52:17 +0000 UTC","review_id":"a06af88beef8228a2e106d16","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2967425","source_review_id":"UmF0aW5nLTQxMjU0MTA1","source_url":"https://www.ratemyprofessors.com/professor/2967425","type":"review"}],"text":"Students may face frustrating experiences with unhelpful instruction and unjust accusations, based on one historical review of Ranjana Mehta."}],"task_hash":"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68","teaching_history":[{"citations":[{"course_id":"ISYE 602","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"f4812848-79dd-384f-908b-7977a9e04ffc","source_record":{"entity_id":"f4812848-79dd-384f-908b-7977a9e04ffc","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"ISYE 602","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"f4812848-79dd-384f-908b-7977a9e04ffc","source_record":{"entity_id":"f4812848-79dd-384f-908b-7977a9e04ffc","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 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule."},{"citations":[{"course_id":"ISYE 602","run_id":"20260907T155543-ce3781c4","section_number":2,"source_course_id":"f4812848-79dd-384f-908b-7977a9e04ffc","source_record":{"entity_id":"f4812848-79dd-384f-908b-7977a9e04ffc","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1254","type":"grade"}],"text":"RANJANA MEHTA is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule."}],"term_id":"1272","term_name":"2026 Fall","version":2},"requirements":{"nodes":[{"children":[],"condition":"None","course":null,"evidence":"None","id":"source_requirements","kind":"condition"}],"notes":["Display fallback using original requirements text; not an LLM-parsed rule."],"root":"source_requirements","status":"needs_review"},"instructors":[{"instructor_uid":"instructor_a65bc7d6709365e70eac0328","source":"enrollment","source_instructor_id":"hsilber","identity_basis":"netid","identity_status":"source_identified","name":"Hannah Silber","email":"HSILBER@WISC.EDU","first_observed_at":"2026-09-07 15:55:43.033547+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","ratings":{"review_count":25,"quality":4.4,"difficulty":1.76,"quality_count":25,"difficulty_count":25,"profile_id":"rmp:2522752","source_url":"https://www.ratemyprofessors.com/professor/2522752","match_basis":"exact_name","observed_at":"2026-09-07 16:37:15.305623+00:00","courses":{"course_1d47eb9413dc8539fee61a85":{"review_count":2,"quality":4,"difficulty":1,"quality_count":2,"difficulty_count":2},"course_0bf7d1fc20304def0233e765":{"review_count":14,"quality":4.64,"difficulty":1.64,"quality_count":14,"difficulty_count":14},"course_75474c11dc2b9f0b6f591be5":{"review_count":5,"quality":4.2,"difficulty":2.2,"quality_count":5,"difficulty_count":5},"course_291a40249da8efa7a3c96733":{"review_count":3,"quality":3.67,"difficulty":2,"quality_count":3,"difficulty_count":3},"course_465855ee8f77f31be2f79f78":{"review_count":1,"quality":5,"difficulty":2,"quality_count":1,"difficulty_count":1}},"bayesian_quality":4.070971459354042,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/HANNAH_SILBER"}],"offerings":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:490:010325","course_id":"ISYE 602","course_uid":"course_1d19662d1f1c79914b292afb","term_id":"1272","source_course_id":"010325","source_subject_id":"490","title":"Special Topics in Human Factors","credits_min":3,"credits_max":3,"typically_offered":"Occasionally"},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:490:010325.6","course_id":"ISYE 602","course_uid":"course_1d19662d1f1c79914b292afb","term_id":"1272","source_course_id":"010325.6","source_subject_id":"490","title":"Human Factors of Complex Sys","credits_min":3,"credits_max":3,"typically_offered":"Occasionally"},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:490:010325.7","course_id":"ISYE 602","course_uid":"course_1d19662d1f1c79914b292afb","term_id":"1272","source_course_id":"010325.7","source_subject_id":"490","title":"Human-AI Teaming","credits_min":3,"credits_max":3,"typically_offered":"Occasionally"}],"sections":[{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","section_uid":"uw-section:1272:30102","term_id":"1272","source_section_id":"30102","identity_basis":"class_number","section_number":"001","section_type":"LEC","instruction_mode":"Classroom Instruction","capacity":35,"enrolled":31,"waitlisted":0,"start_date":"2026-09-02 05:00:00+00:00","end_date":"2026-12-09 06:00:00+00:00"}],"grade_instructors":[{"instructor_uid":"instructor_6d6130084f2657c504044b59","source":"madgrades","source_instructor_id":"4595646","identity_basis":"source_id","identity_status":"source_identified","name":"JOHN LEE","email":null,"first_observed_at":"2026-09-06 23:14:58.172943+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","ratings":{"review_count":8,"quality":3.88,"difficulty":2.38,"quality_count":8,"difficulty_count":8,"profile_id":"rmp:1722365","source_url":"https://www.ratemyprofessors.com/professor/1722365","match_basis":"exact_name","observed_at":"2026-09-07 16:31:26.879985+00:00","courses":{"course_0bf7d1fc20304def0233e765":{"review_count":3,"quality":2.33,"difficulty":2.67,"quality_count":3,"difficulty_count":3},"course_9038c4e5acac28da8c19378f":{"review_count":1,"quality":5,"difficulty":3,"quality_count":1,"difficulty_count":1},"course_465855ee8f77f31be2f79f78":{"review_count":3,"quality":4.67,"difficulty":2.33,"quality_count":3,"difficulty_count":3}},"bayesian_quality":3.722632702533282,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.698,"graded":1400,"counts":[880,297,166,31,18,6,2],"sections":116},"instructor_url":"/instructors/JOHN_LEE--instructor_6d6130084f2657c504044b59"},{"instructor_uid":"instructor_c7bb457d3e08d321c52af9b5","source":"madgrades","source_instructor_id":"4493037","identity_basis":"source_id","identity_status":"source_identified","name":"HANNAH SILBER","email":null,"first_observed_at":"2026-09-06 23:14:58.172943+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","ratings":{"review_count":25,"quality":4.4,"difficulty":1.76,"quality_count":25,"difficulty_count":25,"profile_id":"rmp:2522752","source_url":"https://www.ratemyprofessors.com/professor/2522752","match_basis":"exact_name","observed_at":"2026-09-07 16:37:15.305623+00:00","courses":{"course_1d47eb9413dc8539fee61a85":{"review_count":2,"quality":4,"difficulty":1,"quality_count":2,"difficulty_count":2},"course_0bf7d1fc20304def0233e765":{"review_count":14,"quality":4.64,"difficulty":1.64,"quality_count":14,"difficulty_count":14},"course_75474c11dc2b9f0b6f591be5":{"review_count":5,"quality":4.2,"difficulty":2.2,"quality_count":5,"difficulty_count":5},"course_291a40249da8efa7a3c96733":{"review_count":3,"quality":3.67,"difficulty":2,"quality_count":3,"difficulty_count":3},"course_465855ee8f77f31be2f79f78":{"review_count":1,"quality":5,"difficulty":2,"quality_count":1,"difficulty_count":1}},"bayesian_quality":4.070971459354042,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.913,"graded":3382,"counts":[2981,283,82,22,8,2,4],"sections":69},"instructor_url":"/instructors/HANNAH_SILBER--instructor_c7bb457d3e08d321c52af9b5"},{"instructor_uid":"instructor_4c4796ceb285f7eaf4ec9d80","source":"madgrades","source_instructor_id":"6587113","identity_basis":"source_id","identity_status":"source_identified","name":"RANJANA MEHTA","email":null,"first_observed_at":"2026-09-06 23:14:58.172943+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","ratings":{"review_count":20,"quality":1.3,"difficulty":4.15,"quality_count":20,"difficulty_count":20,"profile_id":"rmp:2967425","source_url":"https://www.ratemyprofessors.com/professor/2967425","match_basis":"exact_name","observed_at":"2026-09-07 16:10:34.979406+00:00","courses":{"course_0bf7d1fc20304def0233e765":{"review_count":18,"quality":1.33,"difficulty":4.11,"quality_count":18,"difficulty_count":18},"course_1d19662d1f1c79914b292afb":{"review_count":1,"quality":1,"difficulty":5,"quality_count":1,"difficulty_count":1},"course_cf81ce86a3109ddc6a05fff0":{"review_count":1,"quality":1,"difficulty":4,"quality_count":1,"difficulty_count":1}},"bayesian_quality":2.4798428917732975,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.609,"graded":224,"counts":[131,58,17,9,3,2,4],"sections":20},"instructor_url":"/instructors/RANJANA_MEHTA--instructor_4c4796ceb285f7eaf4ec9d80"},{"instructor_uid":"instructor_a65bc7d6709365e70eac0328","source":"enrollment","source_instructor_id":"hsilber","identity_basis":"netid","identity_status":"source_identified","name":"Hannah Silber","email":"HSILBER@WISC.EDU","first_observed_at":"2026-09-07 15:55:43.033547+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","ratings":{"review_count":25,"quality":4.4,"difficulty":1.76,"quality_count":25,"difficulty_count":25,"profile_id":"rmp:2522752","source_url":"https://www.ratemyprofessors.com/professor/2522752","match_basis":"exact_name","observed_at":"2026-09-07 16:37:15.305623+00:00","courses":{"course_1d47eb9413dc8539fee61a85":{"review_count":2,"quality":4,"difficulty":1,"quality_count":2,"difficulty_count":2},"course_0bf7d1fc20304def0233e765":{"review_count":14,"quality":4.64,"difficulty":1.64,"quality_count":14,"difficulty_count":14},"course_75474c11dc2b9f0b6f591be5":{"review_count":5,"quality":4.2,"difficulty":2.2,"quality_count":5,"difficulty_count":5},"course_291a40249da8efa7a3c96733":{"review_count":3,"quality":3.67,"difficulty":2,"quality_count":3,"difficulty_count":3},"course_465855ee8f77f31be2f79f78":{"review_count":1,"quality":5,"difficulty":2,"quality_count":1,"difficulty_count":1}},"bayesian_quality":4.070971459354042,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/HANNAH_SILBER"}],"grades":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"ISYE 602","course_uid":"course_1d19662d1f1c79914b292afb","term_id":"1222","term_name":"Fall 2021","instructors":["John Lee"],"a":24,"ab":12,"b":3,"bc":1,"c":0,"d":1,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":1,"no_work":0,"not_reported":0,"other":0,"total":42,"source_aliases":["ISYE 602"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"ISYE 602","course_uid":"course_1d19662d1f1c79914b292afb","term_id":"1224","term_name":"Spring 2022","instructors":["John Lee"],"a":26,"ab":6,"b":6,"bc":0,"c":0,"d":1,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":39,"source_aliases":["ISYE 602"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"ISYE 602","course_uid":"course_1d19662d1f1c79914b292afb","term_id":"1232","term_name":"Fall 2022","instructors":["John Lee"],"a":14,"ab":10,"b":4,"bc":0,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":28,"source_aliases":["ISYE 602"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"ISYE 602","course_uid":"course_1d19662d1f1c79914b292afb","term_id":"1252","term_name":"Fall 2024","instructors":["Hannah Silber"],"a":15,"ab":2,"b":0,"bc":0,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":17,"source_aliases":["ISYE 602"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"ISYE 602","course_uid":"course_1d19662d1f1c79914b292afb","term_id":"1254","term_name":"Spring 2025","instructors":["John Lee","Ranjana Mehta"],"a":49,"ab":10,"b":4,"bc":1,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":1,"no_work":0,"not_reported":0,"other":0,"total":65,"source_aliases":["ISYE 602"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"ISYE 602","course_uid":"course_1d19662d1f1c79914b292afb","term_id":"1262","term_name":"Fall 2025","instructors":["Hannah Silber"],"a":38,"ab":1,"b":0,"bc":0,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":39,"source_aliases":["ISYE 602"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"ISYE 602","course_uid":"course_1d19662d1f1c79914b292afb","term_id":"1264","term_name":"Spring 2026","instructors":["John Lee"],"a":28,"ab":8,"b":6,"bc":0,"c":1,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":43,"source_aliases":["ISYE 602"]}],"statistics":{"gpa":3.784,"graded":271,"counts":[194,49,23,2,1,2,0]},"grade_conflicts":[],"evidence":{"history":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_1d19662d1f1c79914b292afb-0.json"],"traces":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_1d19662d1f1c79914b292afb-0.json"],"reviews":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_1d19662d1f1c79914b292afb-0.json"],"meetings":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_1d19662d1f1c79914b292afb-0.json"],"results":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_1d19662d1f1c79914b292afb-0.json"]},"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349"},"context":{"all":{"term":"","gpa":3.784132841328413,"count":271,"university":{"size":3982,"gpaPercentile":54,"countPercentile":77,"medianCount":106,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":0,"current":false},{"range":"2.4–2.8","count":14,"current":false},{"range":"2.8–3.2","count":231,"current":false},{"range":"3.2–3.6","count":970,"current":false},{"range":"3.6–4.0","count":2767,"current":true}]},"departments":[{"subject":"ISYE","comparison":{"size":48,"gpaPercentile":57,"countPercentile":66,"medianCount":163.5,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":0,"current":false},{"range":"2.4–2.8","count":0,"current":false},{"range":"2.8–3.2","count":3,"current":false},{"range":"3.2–3.6","count":10,"current":false},{"range":"3.6–4.0","count":35,"current":true}]}}]},"terms":{"1222":{"term":"1222","gpa":3.6707317073170733,"count":41,"university":{"size":1157,"gpaPercentile":54,"countPercentile":24,"medianCount":64,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":1,"current":false},{"range":"2.4–2.8","count":17,"current":false},{"range":"2.8–3.2","count":174,"current":false},{"range":"3.2–3.6","count":351,"current":false},{"range":"3.6–4.0","count":614,"current":true}]},"departments":[{"subject":"ISYE","comparison":{"size":24,"gpaPercentile":52,"countPercentile":26,"medianCount":48.5,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":0,"current":false},{"range":"2.4–2.8","count":0,"current":false},{"range":"2.8–3.2","count":2,"current":false},{"range":"3.2–3.6","count":8,"current":false},{"range":"3.6–4.0","count":14,"current":true}]}}]},"1224":{"term":"1224","gpa":3.6923076923076925,"count":39,"university":{"size":1171,"gpaPercentile":56,"countPercentile":20,"medianCount":64,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":3,"current":false},{"range":"2.4–2.8","count":21,"current":false},{"range":"2.8–3.2","count":173,"current":false},{"range":"3.2–3.6","count":358,"current":false},{"range":"3.6–4.0","count":616,"current":true}]},"departments":[{"subject":"ISYE","comparison":{"size":25,"gpaPercentile":50,"countPercentile":0,"medianCount":48,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":0,"current":false},{"range":"2.4–2.8","count":0,"current":false},{"range":"2.8–3.2","count":1,"current":false},{"range":"3.2–3.6","count":10,"current":false},{"range":"3.6–4.0","count":14,"current":true}]}}]},"1232":{"term":"1232","gpa":3.6785714285714284,"count":28,"university":null,"departments":[{"subject":"ISYE","comparison":null}]},"1252":{"term":"1252","gpa":3.9411764705882355,"count":17,"university":null,"departments":[{"subject":"ISYE","comparison":null}]},"1254":{"term":"1254","gpa":3.8359375,"count":64,"university":{"size":1289,"gpaPercentile":71,"countPercentile":48,"medianCount":66,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":0,"current":false},{"range":"2.4–2.8","count":17,"current":false},{"range":"2.8–3.2","count":128,"current":false},{"range":"3.2–3.6","count":379,"current":false},{"range":"3.6–4.0","count":765,"current":true}]},"departments":[{"subject":"ISYE","comparison":{"size":22,"gpaPercentile":67,"countPercentile":57,"medianCount":58,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":0,"current":false},{"range":"2.4–2.8","count":0,"current":false},{"range":"2.8–3.2","count":2,"current":false},{"range":"3.2–3.6","count":6,"current":false},{"range":"3.6–4.0","count":14,"current":true}]}}]},"1262":{"term":"1262","gpa":3.9871794871794872,"count":39,"university":{"size":1320,"gpaPercentile":94,"countPercentile":18,"medianCount":70,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":1,"current":false},{"range":"2.4–2.8","count":8,"current":false},{"range":"2.8–3.2","count":133,"current":false},{"range":"3.2–3.6","count":381,"current":false},{"range":"3.6–4.0","count":797,"current":true}]},"departments":[{"subject":"ISYE","comparison":{"size":25,"gpaPercentile":88,"countPercentile":17,"medianCount":52,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":0,"current":false},{"range":"2.4–2.8","count":0,"current":false},{"range":"2.8–3.2","count":5,"current":false},{"range":"3.2–3.6","count":5,"current":false},{"range":"3.6–4.0","count":15,"current":true}]}}]},"1264":{"term":"1264","gpa":3.7209302325581395,"count":43,"university":{"size":1283,"gpaPercentile":53,"countPercentile":26,"medianCount":66,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":1,"current":false},{"range":"2.4–2.8","count":20,"current":false},{"range":"2.8–3.2","count":130,"current":false},{"range":"3.2–3.6","count":343,"current":false},{"range":"3.6–4.0","count":789,"current":true}]},"departments":[{"subject":"ISYE","comparison":{"size":22,"gpaPercentile":43,"countPercentile":10,"medianCount":56.5,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":0,"current":false},{"range":"2.4–2.8","count":0,"current":false},{"range":"2.8–3.2","count":3,"current":false},{"range":"3.2–3.6","count":2,"current":false},{"range":"3.6–4.0","count":17,"current":true}]}}]}},"benchmarks":{"all":{"school":{"size":3982,"gpa":3.6926962816906346,"topShare":84.01030275024284,"count":106},"ISYE":{"size":48,"gpa":3.697576202850525,"topShare":84.29818301353224,"count":163.5}},"terms":{"1222":{"school":{"size":1157,"gpa":3.563052311875811,"topShare":76.64869058732418,"count":64},"ISYE":{"size":24,"gpa":3.5982967550887195,"topShare":79.26400318090532,"count":48.5}},"1224":{"school":{"size":1171,"gpa":3.5627882428500937,"topShare":76.37271640560496,"count":64},"ISYE":{"size":25,"gpa":3.662696584191052,"topShare":81.34147885567297,"count":48}},"1232":{"school":{"size":1216,"gpa":3.575457431972425,"topShare":77.33712216234007,"count":66},"ISYE":{"size":24,"gpa":3.6150976595453543,"topShare":79.79311993423791,"count":53}},"1252":{"school":{"size":1333,"gpa":3.619494049739118,"topShare":79.71442190500672,"count":69},"ISYE":{"size":24,"gpa":3.591512973394995,"topShare":76.60599070514075,"count":55}},"1254":{"school":{"size":1289,"gpa":3.6126423469389106,"topShare":79.48050408754871,"count":66},"ISYE":{"size":22,"gpa":3.6580253054677003,"topShare":83.06204049789541,"count":58}},"1262":{"school":{"size":1320,"gpa":3.628825763035853,"topShare":80.21118846327654,"count":70},"ISYE":{"size":25,"gpa":3.6267703884700335,"topShare":79.39124378770292,"count":52}},"1264":{"school":{"size":1283,"gpa":3.6229729166451925,"topShare":80.13669149396227,"count":66},"ISYE":{"size":22,"gpa":3.691810114676891,"topShare":83.93896862155151,"count":56.5}}}}},"instructorTrends":[{"uid":"instructor_6d6130084f2657c504044b59","name":"JOHN LEE","count":192,"terms":[{"term":"1222","count":41,"sections":2,"gpa":3.6707317073170733},{"term":"1224","count":39,"sections":1,"gpa":3.6923076923076925},{"term":"1232","count":28,"sections":1,"gpa":3.6785714285714284},{"term":"1254","count":41,"sections":1,"gpa":3.817073170731707},{"term":"1264","count":43,"sections":1,"gpa":3.7209302325581395}]},{"uid":"instructor_c7bb457d3e08d321c52af9b5","name":"HANNAH SILBER","count":56,"terms":[{"term":"1252","count":17,"sections":1,"gpa":3.9411764705882355},{"term":"1262","count":39,"sections":1,"gpa":3.9871794871794872}]},{"uid":"instructor_4c4796ceb285f7eaf4ec9d80","name":"RANJANA MEHTA","count":23,"terms":[{"term":"1254","count":23,"sections":1,"gpa":3.869565217391304}]}],"following":[],"projection":{"target":"1272","interval":null,"gpa":3.818022043476769,"grades":[{"grade":"A","percentage":77.02577420201348},{"grade":"AB","percentage":14.123364479377742},{"grade":"B","percentage":6.961970115173152},{"grade":"BC","percentage":0.655855963529884},{"grade":"C","percentage":0.5087463675509356},{"grade":"D","percentage":0.7242888723548124},{"grade":"F","percentage":0}],"sourceTerms":["1264","1262","1254","1224","1222"],"sourceCount":226,"sameSeason":false,"historicalRange":[3.670731707317073,3.9871794871794872],"backtest":null}}}