{"schema_version":1,"url":"https://uwcourses.com/courses/ISYE_445","title":"ISYE 445: Engineering Supply Chain Management for Logistics | 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":"b3f08edace6a732a7dd151229204714113ccb7ef976e984de8bed98c69b2420e","course_id":"ISYE 445","course_uid":"course_85b8fe8d2b3512eb2b4cab07","catalog_version_id":"f57b1dc0c07770c2bfa069c09405a3fb2d43f962f008a9d9200b9bd585fa98b7","course_number":445,"subjects":["ISYE"],"title":"ENGINEERING SUPPLY CHAIN MANAGEMENT FOR LOGISTICS","description":"Concepts from optimization, stochastics, and statistics to model different problems in the context of logistics decision making. Application of engineering design principles in combination with mathematical modeling techniques to solve problems in supply chain design, planning, execution, and transportation.","requirements_text":"(I SY E 210,MATH/​STAT  310,STAT 312,324, or340) and (I SY E 323orI SY E/​COMP SCI/​E C E  524), graduate/professional standing, or member of Engineering Guest Students","credits_min":null,"credits_max":null,"credit_offering_ids":[],"llm_job_id":"enrich-8b774950c2b6adfdc46d1b82","llm_output_id":"c7e34fba2e94528e0e5d38f6e490cd6131a3cbfb03a94662b9f41679903829a8","llm_model":"nvidia/Qwen3.6-35B-A3B-NVFP4","llm_model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","llm_task_version":"14","llm_search_status":"valid","llm_summary":"ISYE 445 teaches modeling logistics and supply chain problems using optimization, stochastics, and engineering design principles.","llm_topics":["Optimization, stochastics, and statistics","Supply chain design, planning, execution, and transportation"],"llm_skills":["Applying engineering design and mathematical modeling to supply chain problems","Modeling logistics problems using optimization, stochastics, and statistics"],"llm_assumed_background":["Basic probability, statistics, and data analysis using Excel","Mathematical statistical inference and estimation","Theory of mathematical statistics including hypothesis testing and regression","Statistics for science and engineering with R","Data science modeling with R including simulation and machine learning"],"llm_search_phrases":["supply chain optimization logistics","engineering design principles supply chain","mathematical modeling logistics decision making","ISYE 445 supply chain management","optimization stochastics statistics logistics"],"llm_requirements_status":"valid","llm_student_summary_status":"valid","llm_experience_status":"insufficient_evidence","catalog_variants":[],"student_summary":{"context_hash":"cdd564a51502f526b33408333e18eb84a0ad840bc4827bd926767c79c7b807af","course_id":"ISYE 445","current_instructors":[],"difficulty_workload":[],"errors":[],"historical_context":[],"message":"No course-specific reviews available","offered":false,"profile_hash":"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02","quick_take":[{"citations":[{"course_id":"ISYE 445","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"f87fb98f-3caa-3e29-aa32-c9659617d510","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1264","type":"grade"}],"text":"Recent recorded grades — Spring 2026: 3.50 GPA, 68.2% A/AB (n=22 letter grades)."}],"student_experience":[],"task_hash":"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68","teaching_history":[],"term_id":"1272","term_name":"2026 Fall","version":2},"requirements":{"nodes":[{"children":["n1","n4","n5"],"condition":null,"course":null,"evidence":"(I SY E 210,MATH/STAT 310,STAT 312,324, or340) and (I SY E 323orI SY E/COMP SCI/E C E 524), graduate/professional standing, or member of Engineering Guest Students","id":"n0","kind":"any"},{"children":["n2","n3"],"condition":null,"course":null,"evidence":"(I SY E 210,MATH/STAT 310,STAT 312,324, or340) and (I SY E 323orI SY E/COMP SCI/E C E 524)","id":"n1","kind":"all"},{"children":["n2a","n2b","n2c","n2d","n2e"],"condition":null,"course":null,"evidence":"(I SY E 210,MATH/STAT 310,STAT 312,324, or340)","id":"n2","kind":"any"},{"children":["n3a","n3b"],"condition":null,"course":null,"evidence":"(I SY E 323orI SY E/COMP SCI/E C E 524)","id":"n3","kind":"any"},{"children":[],"condition":"graduate/professional standing","course":null,"evidence":"graduate/professional standing","id":"n4","kind":"condition"},{"children":[],"condition":"member of Engineering Guest Students","course":null,"evidence":"member of Engineering Guest Students","id":"n5","kind":"condition"},{"children":[],"condition":null,"course":{"course_number":210,"minimum_grade":null,"subjects":["ISYE"],"timing":"prior"},"evidence":"I SY E 210","id":"n2a","kind":"course"},{"children":[],"condition":null,"course":{"course_number":310,"minimum_grade":null,"subjects":["MATH","STAT"],"timing":"prior"},"evidence":"MATH/STAT 310","id":"n2b","kind":"course"},{"children":[],"condition":null,"course":{"course_number":312,"minimum_grade":null,"subjects":["STAT"],"timing":"prior"},"evidence":"STAT 312","id":"n2c","kind":"course"},{"children":[],"condition":null,"course":{"course_number":324,"minimum_grade":null,"subjects":["STAT"],"timing":"prior"},"evidence":"324","id":"n2d","kind":"course"},{"children":[],"condition":null,"course":{"course_number":340,"minimum_grade":null,"subjects":["STAT"],"timing":"prior"},"evidence":"340","id":"n2e","kind":"course"},{"children":[],"condition":null,"course":{"course_number":323,"minimum_grade":null,"subjects":["ISYE"],"timing":"prior"},"evidence":"I SY E 323","id":"n3a","kind":"course"},{"children":[],"condition":null,"course":{"course_number":524,"minimum_grade":null,"subjects":["COMPSCI","ECE","ISYE"],"timing":"prior"},"evidence":"I SY E/COMP SCI/E C E 524","id":"n3b","kind":"course"}],"notes":[],"root":"n0","status":"parsed"},"instructors":[],"offerings":[],"sections":[],"grade_instructors":[{"instructor_uid":"instructor_8b7e50754dbef8c1a03687c9","source":"madgrades","source_instructor_id":"6317465","identity_basis":"source_id","identity_status":"source_identified","name":"YONATAN MINTZ","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":4,"quality":2,"difficulty":4.5,"quality_count":4,"difficulty_count":4,"profile_id":"rmp:3014140","source_url":"https://www.ratemyprofessors.com/professor/3014140","match_basis":"exact_name","observed_at":"2026-09-07 15:57:37.615843+00:00","courses":{"course_e24cd871fe8fd61582f61241":{"review_count":4,"quality":2,"difficulty":4.5,"quality_count":4,"difficulty_count":4}},"bayesian_quality":3.3830714862888294,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.47,"graded":218,"counts":[107,41,36,24,8,1,1],"sections":28},"instructor_url":"/instructors/YONATAN_MINTZ--instructor_8b7e50754dbef8c1a03687c9"}],"grades":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"ISYE 445","course_uid":"course_85b8fe8d2b3512eb2b4cab07","term_id":"1264","term_name":"Spring 2026","instructors":["Yonatan Mintz"],"a":13,"ab":2,"b":3,"bc":2,"c":2,"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":22,"source_aliases":["ISYE 445"]}],"statistics":{"gpa":3.5,"graded":22,"counts":[13,2,3,2,2,0,0]},"grade_conflicts":[],"evidence":{"history":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_85b8fe8d2b3512eb2b4cab07-0.json"],"traces":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_85b8fe8d2b3512eb2b4cab07-0.json"],"results":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_85b8fe8d2b3512eb2b4cab07-0.json"]},"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349"},"context":{"all":{"term":"","gpa":3.5,"count":22,"university":null,"departments":[{"subject":"ISYE","comparison":null}]},"terms":{"1264":{"term":"1264","gpa":3.5,"count":22,"university":null,"departments":[{"subject":"ISYE","comparison":null}]}},"benchmarks":{"all":{"school":{"size":1283,"gpa":3.6229729166451925,"topShare":80.13669149396227,"count":66},"ISYE":{"size":22,"gpa":3.691810114676891,"topShare":83.93896862155151,"count":56.5}},"terms":{"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_8b7e50754dbef8c1a03687c9","name":"YONATAN MINTZ","count":22,"terms":[{"term":"1264","count":22,"sections":1,"gpa":3.5}]}],"following":[],"projection":null}}