{"schema_version":1,"url":"https://uwcourses.com/courses/MATH_531","title":"MATH 531: Probability Theory | 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":"a693a8af51a98e97b506a62ad7f9ea1bf8de894043676fc798c6f477b8151c92","course_id":"MATH 531","course_uid":"course_e0a93fa3466c39b6802e52a7","catalog_version_id":"969a2223f4edf479e0845f223ab597e41c3c642b15394799ea898906de8826a3","course_number":531,"subjects":["MATH"],"title":"PROBABILITY THEORY","description":"A rigorous introduction to probability theory at an advanced undergraduate level. Only a minimal amount of measure theory is used, in particular, the theory of Lebesgue integrals is not needed. It is aimed at math majors and Master's degree students, or students in other fields who will need probability in their future careers. Gives an introduction to the basics (Kolmogorov axioms, conditional probability and independence, random variables, expectation) and discusses some classical results with proofs (DeMoivre-Laplace limit theorems, the study of simple random walk on the one dimensional lattice, applications of generating functions).","requirements_text":"MATH 376,421, or521or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program","credits_min":null,"credits_max":null,"credit_offering_ids":[],"llm_job_id":"enrich-f516c4d3e82cfe326b4f5f54","llm_output_id":"043b9390d6ba6720a99d5816e32d366767b0f57d2448ee67aa3a5471c91c41d9","llm_model":"nvidia/Qwen3.6-35B-A3B-NVFP4","llm_model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","llm_task_version":"14","llm_search_status":"valid","llm_summary":"A rigorous introduction to probability theory covering axioms, random variables, and classical limit theorems.","llm_topics":["Foundations of probability: axioms, conditional probability, independence, random variables, and expectation.","Classical results: DeMoivre-Laplace limit theorems, simple random walks, and generating functions."],"llm_skills":["Probability theory basics, limit theorems, random walks, and generating functions."],"llm_assumed_background":["Calculus, proof-writing, and real analysis fundamentals."],"llm_search_phrases":["advanced probability theory","Kolmogorov axioms","Lebesgue integral","random walk","generating functions","MATH 531 prerequisites"],"llm_requirements_status":"needs_review","llm_student_summary_status":"valid","llm_experience_status":"valid","catalog_variants":[],"student_summary":{"context_hash":"35aeab8da3ec2072bd3c56f1bf060d019f2279d8a78b804abd8d5be01ea023a3","course_id":"MATH 531","current_instructors":[],"difficulty_workload":[{"citations":[{"instructor_name":"Vadim Gorin","review_date":"2022-05-08 23:04:27 +0000 UTC","review_id":"d7f969b385f345bcd23a3c0d","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2778335","source_review_id":"UmF0aW5nLTM2MjgwNTE5","source_url":"https://www.ratemyprofessors.com/professor/2778335","type":"review"}],"text":"Historical reviews of Vadim Gorin: Homework difficulty varies drastically, ranging from manageable to really difficult, and the final exam can be harder than previous years."}],"errors":[],"historical_context":[{"citations":[{"instructor_name":"Benedek Valko","review_date":"2015-08-03 01:44:11 +0000 UTC","review_id":"d56d93a705845d9da3ed1638","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1566085","source_review_id":"UmF0aW5nLTI1MDg2OTUy","source_url":"https://www.ratemyprofessors.com/professor/1566085","type":"review"},{"instructor_name":"Benedek Valko","review_date":"2016-03-03 17:34:22 +0000 UTC","review_id":"3273700060f3f0ac22e5e09b","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1566085","source_review_id":"UmF0aW5nLTI2MTEwNjg4","source_url":"https://www.ratemyprofessors.com/professor/1566085","type":"review"}],"text":"Historical reviews of Benedek Valko: Benedek Valko is described as responsible, helpful, and excellent in academic skills. Reviewers highlight his ability to help students maximize their potential regardless of initial levels, fostering enjoyment of learning."}],"message":null,"offered":false,"profile_hash":"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1","quick_take":[{"citations":[{"instructor_name":"Benedek Valko","review_date":"2015-08-03 01:44:11 +0000 UTC","review_id":"d56d93a705845d9da3ed1638","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1566085","source_review_id":"UmF0aW5nLTI1MDg2OTUy","source_url":"https://www.ratemyprofessors.com/professor/1566085","type":"review"},{"instructor_name":"Benedek Valko","review_date":"2016-03-03 17:34:22 +0000 UTC","review_id":"3273700060f3f0ac22e5e09b","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1566085","source_review_id":"UmF0aW5nLTI2MTEwNjg4","source_url":"https://www.ratemyprofessors.com/professor/1566085","type":"review"},{"instructor_name":"Vadim Gorin","review_date":"2022-05-08 23:04:27 +0000 UTC","review_id":"d7f969b385f345bcd23a3c0d","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2778335","source_review_id":"UmF0aW5nLTM2MjgwNTE5","source_url":"https://www.ratemyprofessors.com/professor/2778335","type":"review"}],"text":"Historical reviews describe MATH 531 as engaging with supportive instruction, though workload difficulty varies significantly by instructor."},{"citations":[{"course_id":"MATH 531","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1244","type":"grade"},{"course_id":"MATH 531","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1254","type":"grade"},{"course_id":"MATH 531","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1264","type":"grade"}],"text":"Recent recorded grades — Spring 2024: 2.94 GPA, 48.1% A/AB (n=27 letter grades); Spring 2025: 3.06 GPA, 56.0% A/AB (n=25 letter grades); Spring 2026: 3.13 GPA, 46.7% A/AB (n=30 letter grades)."}],"student_experience":[{"citations":[{"instructor_name":"Benedek Valko","review_date":"2015-08-03 01:44:11 +0000 UTC","review_id":"d56d93a705845d9da3ed1638","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1566085","source_review_id":"UmF0aW5nLTI1MDg2OTUy","source_url":"https://www.ratemyprofessors.com/professor/1566085","type":"review"},{"instructor_name":"Benedek Valko","review_date":"2016-03-03 17:34:22 +0000 UTC","review_id":"3273700060f3f0ac22e5e09b","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:1566085","source_review_id":"UmF0aW5nLTI2MTEwNjg4","source_url":"https://www.ratemyprofessors.com/professor/1566085","type":"review"}],"text":"Historical reviews of Benedek Valko: Students report high satisfaction with instructor support and academic guidance, noting that teaching style helps maximize student potential."}],"task_hash":"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68","teaching_history":[{"citations":[{"course_id":"MATH 531","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","source_record":{"entity_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1154","type":"grade"},{"course_id":"MATH 531","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","source_record":{"entity_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1164","type":"grade"},{"course_id":"MATH 531","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","source_record":{"entity_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1194","type":"grade"},{"course_id":"MATH 531","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","source_record":{"entity_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1204","type":"grade"},{"course_id":"MATH 531","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","source_record":{"entity_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1234","type":"grade"}],"text":"BENEDEK VALKO is recorded teaching in Spring 2015, Spring 2016, Spring 2019, Spring 2020, Spring 2023. Recorded history may be incomplete and does not establish a future schedule."},{"citations":[{"course_id":"MATH 531","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","source_record":{"entity_id":"a5a747b8-b1c8-3765-8833-142e04c11a48","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1224","type":"grade"}],"text":"VADIM GORIN is recorded teaching in Spring 2022. Recorded history may be incomplete and does not establish a future schedule."}],"term_id":"1272","term_name":"2026 Fall","version":2},"requirements":{"nodes":[{"children":["n1","n2","n3"],"condition":null,"course":null,"evidence":"MATH 376,421, or521or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program","id":"n0","kind":"any"},{"children":[],"condition":null,"course":{"course_number":376,"minimum_grade":null,"subjects":["MATH"],"timing":"prior"},"evidence":"MATH 376","id":"n1","kind":"course"},{"children":[],"condition":null,"course":{"course_number":421,"minimum_grade":null,"subjects":["MATH"],"timing":"prior"},"evidence":"421","id":"n2","kind":"course"},{"children":[],"condition":null,"course":{"course_number":521,"minimum_grade":null,"subjects":["MATH"],"timing":"prior"},"evidence":"521","id":"n3","kind":"course"}],"notes":["The text 'graduate/professional standing' and 'member of the Pre-Masters Mathematics (Visiting International) Program' are unlinked conditions. They are represented as verbatim condition leaves in the tree structure, but for brevity in this","The node n0 is an 'any' node combining three course prerequisites and two standing/program conditions. The courses MATH 376, 421, and 521 are linked. The standing/program conditions are unlinked and thus marked as condition leaves."],"root":"n0","status":"needs_review"},"instructors":[],"offerings":[],"sections":[],"grade_instructors":[{"instructor_uid":"instructor_cda4aae4567f70b662d00163","source":"madgrades","source_instructor_id":"4538519","identity_basis":"source_id","identity_status":"source_identified","name":"BENEDEK VALKO","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":28,"quality":4.07,"difficulty":3.25,"quality_count":28,"difficulty_count":28,"profile_id":"rmp:1566085","source_url":"https://www.ratemyprofessors.com/professor/1566085","match_basis":"exact_name","observed_at":"2026-09-07 16:52:13.892497+00:00","courses":{"course_c602622d732dbbc9aceeeddf":{"review_count":1,"quality":4,"difficulty":3,"quality_count":1,"difficulty_count":1},"course_dcdb624e3fb8cbaf9a557ab9":{"review_count":13,"quality":4.08,"difficulty":3.46,"quality_count":13,"difficulty_count":13},"course_436b4b4087325a19ccd87bd6":{"review_count":3,"quality":4.67,"difficulty":2.33,"quality_count":3,"difficulty_count":3},"course_e0a93fa3466c39b6802e52a7":{"review_count":2,"quality":5,"difficulty":2,"quality_count":2,"difficulty_count":2},"course_8634dde81cc95f6c58014087":{"review_count":3,"quality":4,"difficulty":3.33,"quality_count":3,"difficulty_count":3}},"bayesian_quality":3.899035743144415,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.153,"graded":1160,"counts":[502,118,253,66,128,57,36],"sections":57},"instructor_url":"/instructors/BENEDEK_VALKO--instructor_cda4aae4567f70b662d00163"},{"instructor_uid":"instructor_bec15c77aa953cbac45042f2","source":"madgrades","source_instructor_id":"3374880","identity_basis":"source_id","identity_status":"source_identified","name":"TIMO SEPPALAINEN","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":22,"quality":5,"difficulty":3.32,"quality_count":22,"difficulty_count":22,"profile_id":"rmp:1006782","source_url":"https://www.ratemyprofessors.com/professor/1006782","match_basis":"exact_name","observed_at":"2026-09-07 16:01:48.471263+00:00","courses":{"course_b533f0f6b5fef2c11c4fa06c":{"review_count":2,"quality":5,"difficulty":3,"quality_count":2,"difficulty_count":2},"course_c602622d732dbbc9aceeeddf":{"review_count":6,"quality":5,"difficulty":3.33,"quality_count":6,"difficulty_count":6},"course_dcdb624e3fb8cbaf9a557ab9":{"review_count":13,"quality":5,"difficulty":3.46,"quality_count":13,"difficulty_count":13},"course_364c50303ed83d1234b4ea51":{"review_count":1,"quality":5,"difficulty":2,"quality_count":1,"difficulty_count":1}},"bayesian_quality":4.361755135022189,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.109,"graded":882,"counts":[352,85,221,47,104,48,25],"sections":50},"instructor_url":"/instructors/TIMO_SEPPALAINEN--instructor_bec15c77aa953cbac45042f2"},{"instructor_uid":"instructor_07e97e8f54dc35670f330192","source":"madgrades","source_instructor_id":"6242456","identity_basis":"source_id","identity_status":"source_identified","name":"VADIM GORIN","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":1,"quality":4,"difficulty":4,"quality_count":1,"difficulty_count":1,"profile_id":"rmp:2778335","source_url":"https://www.ratemyprofessors.com/professor/2778335","match_basis":"exact_name","observed_at":"2026-09-07 16:00:21.533491+00:00","courses":{"course_e0a93fa3466c39b6802e52a7":{"review_count":1,"quality":4,"difficulty":4,"quality_count":1,"difficulty_count":1}},"bayesian_quality":3.675891222425329,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.366,"graded":127,"counts":[49,35,25,10,3,3,2],"sections":7},"instructor_url":"/instructors/VADIM_GORIN"},{"instructor_uid":"instructor_cb5593042198a18e4ec56a1c","source":"madgrades","source_instructor_id":"6315873","identity_basis":"source_id","identity_status":"source_identified","name":"TATIANA SHCHERBYNA","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","grade_statistics":{"gpa":3.346,"graded":276,"counts":[129,46,54,17,17,8,5],"sections":12},"instructor_url":"/instructors/TATIANA_SHCHERBYNA--instructor_cb5593042198a18e4ec56a1c"},{"instructor_uid":"instructor_d70c790d3127f83d588b0d88","source":"madgrades","source_instructor_id":"6803764","identity_basis":"source_id","identity_status":"source_identified","name":"ANDER AGUIRRE ZARATE","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","grade_statistics":{"gpa":3.218,"graded":94,"counts":[36,10,31,3,10,3,1],"sections":3},"instructor_url":"/instructors/ANDER_AGUIRRE_ZARATE--instructor_d70c790d3127f83d588b0d88"}],"grades":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 531","course_uid":"course_e0a93fa3466c39b6802e52a7","term_id":"1154","term_name":"Spring 2015","instructors":["Benedek Valko"],"a":19,"ab":3,"b":4,"bc":4,"c":3,"d":4,"f":1,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":38,"source_aliases":["MATH 531"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 531","course_uid":"course_e0a93fa3466c39b6802e52a7","term_id":"1164","term_name":"Spring 2016","instructors":["Benedek Valko"],"a":10,"ab":4,"b":3,"bc":2,"c":4,"d":2,"f":3,"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":["MATH 531"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 531","course_uid":"course_e0a93fa3466c39b6802e52a7","term_id":"1174","term_name":"Spring 2017","instructors":["Timo Seppalainen"],"a":13,"ab":0,"b":4,"bc":2,"c":4,"d":2,"f":4,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":29,"source_aliases":["MATH 531"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 531","course_uid":"course_e0a93fa3466c39b6802e52a7","term_id":"1184","term_name":"Spring 2018","instructors":["Timo Seppalainen"],"a":10,"ab":6,"b":6,"bc":0,"c":10,"d":2,"f":2,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":37,"source_aliases":["MATH 531"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 531","course_uid":"course_e0a93fa3466c39b6802e52a7","term_id":"1194","term_name":"Spring 2019","instructors":["Benedek Valko"],"a":15,"ab":1,"b":7,"bc":6,"c":6,"d":6,"f":1,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":43,"source_aliases":["MATH 531"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 531","course_uid":"course_e0a93fa3466c39b6802e52a7","term_id":"1204","term_name":"Spring 2020","instructors":["Benedek Valko"],"a":10,"ab":4,"b":5,"bc":1,"c":0,"d":3,"f":0,"satisfactory":12,"unsatisfactory":1,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":1,"total":37,"source_aliases":["MATH 531"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 531","course_uid":"course_e0a93fa3466c39b6802e52a7","term_id":"1224","term_name":"Spring 2022","instructors":["VADIM GORIN"],"a":11,"ab":7,"b":8,"bc":7,"c":3,"d":3,"f":1,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":40,"source_aliases":["MATH 531"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 531","course_uid":"course_e0a93fa3466c39b6802e52a7","term_id":"1234","term_name":"Spring 2023","instructors":["Benedek Valko"],"a":11,"ab":4,"b":3,"bc":0,"c":0,"d":2,"f":2,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":23,"source_aliases":["MATH 531"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 531","course_uid":"course_e0a93fa3466c39b6802e52a7","term_id":"1244","term_name":"Spring 2024","instructors":["TATIANA SHCHERBYNA"],"a":10,"ab":3,"b":7,"bc":0,"c":3,"d":2,"f":2,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":27,"source_aliases":["MATH 531"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 531","course_uid":"course_e0a93fa3466c39b6802e52a7","term_id":"1254","term_name":"Spring 2025","instructors":["TATIANA SHCHERBYNA"],"a":8,"ab":6,"b":3,"bc":3,"c":2,"d":3,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":25,"source_aliases":["MATH 531"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"MATH 531","course_uid":"course_e0a93fa3466c39b6802e52a7","term_id":"1264","term_name":"Spring 2026","instructors":["Ander Aguirre Zarate"],"a":11,"ab":3,"b":8,"bc":3,"c":3,"d":2,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":1,"other":0,"total":31,"source_aliases":["MATH 531"]}],"statistics":{"gpa":2.96,"graded":340,"counts":[128,41,58,28,38,31,16]},"grade_conflicts":[],"evidence":{"history":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_e0a93fa3466c39b6802e52a7-0.json"],"traces":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_e0a93fa3466c39b6802e52a7-0.json"],"reviews":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_e0a93fa3466c39b6802e52a7-0.json"],"results":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_e0a93fa3466c39b6802e52a7-0.json"]},"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349"},"context":{"all":{"term":"","gpa":2.960294117647059,"count":340,"university":{"size":3781,"gpaPercentile":1,"countPercentile":73,"medianCount":143,"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":13,"current":false},{"range":"2.8–3.2","count":244,"current":true},{"range":"3.2–3.6","count":1003,"current":false},{"range":"3.6–4.0","count":2521,"current":false}]},"departments":[{"subject":"MATH","comparison":{"size":100,"gpaPercentile":9,"countPercentile":72,"medianCount":165.5,"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":6,"current":false},{"range":"2.8–3.2","count":23,"current":true},{"range":"3.2–3.6","count":25,"current":false},{"range":"3.6–4.0","count":46,"current":false}]}}]},"terms":{"1154":{"term":"1154","gpa":3.1184210526315788,"count":38,"university":{"size":935,"gpaPercentile":22,"countPercentile":15,"medianCount":63,"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":38,"current":false},{"range":"2.8–3.2","count":237,"current":true},{"range":"3.2–3.6","count":326,"current":false},{"range":"3.6–4.0","count":334,"current":false}]},"departments":[{"subject":"MATH","comparison":{"size":33,"gpaPercentile":72,"countPercentile":19,"medianCount":69,"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":10,"current":false},{"range":"2.8–3.2","count":15,"current":true},{"range":"3.2–3.6","count":6,"current":false},{"range":"3.6–4.0","count":2,"current":false}]}}]},"1164":{"term":"1164","gpa":2.7857142857142856,"count":28,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1174":{"term":"1174","gpa":2.7241379310344827,"count":29,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1184":{"term":"1184","gpa":2.8055555555555554,"count":36,"university":{"size":1010,"gpaPercentile":3,"countPercentile":13,"medianCount":68,"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":26,"current":false},{"range":"2.8–3.2","count":210,"current":true},{"range":"3.2–3.6","count":355,"current":false},{"range":"3.6–4.0","count":418,"current":false}]},"departments":[{"subject":"MATH","comparison":{"size":36,"gpaPercentile":23,"countPercentile":14,"medianCount":83.5,"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":1,"current":false},{"range":"2.4–2.8","count":7,"current":false},{"range":"2.8–3.2","count":18,"current":true},{"range":"3.2–3.6","count":7,"current":false},{"range":"3.6–4.0","count":3,"current":false}]}}]},"1194":{"term":"1194","gpa":2.7976190476190474,"count":42,"university":{"size":1040,"gpaPercentile":2,"countPercentile":23,"medianCount":67,"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":23,"current":true},{"range":"2.8–3.2","count":220,"current":false},{"range":"3.2–3.6","count":342,"current":false},{"range":"3.6–4.0","count":454,"current":false}]},"departments":[{"subject":"MATH","comparison":{"size":38,"gpaPercentile":16,"countPercentile":22,"medianCount":71.5,"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":1,"current":false},{"range":"2.4–2.8","count":6,"current":true},{"range":"2.8–3.2","count":18,"current":false},{"range":"3.2–3.6","count":6,"current":false},{"range":"3.6–4.0","count":7,"current":false}]}}]},"1204":{"term":"1204","gpa":3.239130434782609,"count":23,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1224":{"term":"1224","gpa":2.975,"count":40,"university":{"size":1171,"gpaPercentile":5,"countPercentile":22,"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":true},{"range":"3.2–3.6","count":358,"current":false},{"range":"3.6–4.0","count":616,"current":false}]},"departments":[{"subject":"MATH","comparison":{"size":34,"gpaPercentile":21,"countPercentile":18,"medianCount":87.5,"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":2,"current":false},{"range":"2.4–2.8","count":4,"current":false},{"range":"2.8–3.2","count":12,"current":true},{"range":"3.2–3.6","count":12,"current":false},{"range":"3.6–4.0","count":4,"current":false}]}}]},"1234":{"term":"1234","gpa":3.1363636363636362,"count":22,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1244":{"term":"1244","gpa":2.9444444444444446,"count":27,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1254":{"term":"1254","gpa":3.06,"count":25,"university":null,"departments":[{"subject":"MATH","comparison":null}]},"1264":{"term":"1264","gpa":3.1333333333333333,"count":30,"university":{"size":1283,"gpaPercentile":9,"countPercentile":0,"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":true},{"range":"3.2–3.6","count":343,"current":false},{"range":"3.6–4.0","count":789,"current":false}]},"departments":[{"subject":"MATH","comparison":{"size":42,"gpaPercentile":51,"countPercentile":0,"medianCount":80,"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":7,"current":false},{"range":"2.8–3.2","count":17,"current":true},{"range":"3.2–3.6","count":11,"current":false},{"range":"3.6–4.0","count":6,"current":false}]}}]}},"benchmarks":{"all":{"school":{"size":3781,"gpa":3.679437712393396,"topShare":83.1593901260606,"count":143},"MATH":{"size":100,"gpa":3.4951215660356767,"topShare":72.3147190123998,"count":165.5}},"terms":{"1154":{"school":{"size":935,"gpa":3.4282378385810093,"topShare":67.66674668721691,"count":63},"MATH":{"size":33,"gpa":2.9834698949629033,"topShare":46.71989715257013,"count":69}},"1164":{"school":{"size":965,"gpa":3.46491230798535,"topShare":69.92376287143657,"count":68},"MATH":{"size":32,"gpa":2.995223360849456,"topShare":46.38098813836469,"count":83}},"1174":{"school":{"size":955,"gpa":3.4597947384071412,"topShare":69.5290038366363,"count":69},"MATH":{"size":32,"gpa":2.992971960864239,"topShare":44.393513280464695,"count":89}},"1184":{"school":{"size":1010,"gpa":3.47925290354517,"topShare":70.86270937115944,"count":68},"MATH":{"size":36,"gpa":3.0650838986714333,"topShare":47.42689290604571,"count":83.5}},"1194":{"school":{"size":1040,"gpa":3.4906527436719808,"topShare":71.74728845515045,"count":67},"MATH":{"size":38,"gpa":3.133406260873163,"topShare":53.17595010634325,"count":71.5}},"1204":{"school":{"size":1012,"gpa":3.703747431523761,"topShare":84.59811226304916,"count":65.5},"MATH":{"size":29,"gpa":3.478717830475146,"topShare":69.61236805388549,"count":83}},"1224":{"school":{"size":1171,"gpa":3.5627882428500937,"topShare":76.37271640560496,"count":64},"MATH":{"size":34,"gpa":3.1555898753466907,"topShare":53.444319815085976,"count":87.5}},"1234":{"school":{"size":1188,"gpa":3.5799441677552393,"topShare":77.18256448537606,"count":65},"MATH":{"size":41,"gpa":3.178489266862151,"topShare":56.06874885619616,"count":67}},"1244":{"school":{"size":1241,"gpa":3.5975573126929192,"topShare":78.29036874847135,"count":65},"MATH":{"size":43,"gpa":3.228240949537157,"topShare":55.86451059486035,"count":68}},"1254":{"school":{"size":1289,"gpa":3.6126423469389106,"topShare":79.48050408754871,"count":66},"MATH":{"size":39,"gpa":3.180435541912479,"topShare":53.878371816747475,"count":89}},"1264":{"school":{"size":1283,"gpa":3.6229729166451925,"topShare":80.13669149396227,"count":66},"MATH":{"size":42,"gpa":3.13598176627681,"topShare":52.25969905887213,"count":80}}}}},"instructorTrends":[{"uid":"instructor_cda4aae4567f70b662d00163","name":"BENEDEK VALKO","count":153,"terms":[{"term":"1154","count":38,"sections":1,"gpa":3.1184210526315788},{"term":"1164","count":28,"sections":1,"gpa":2.7857142857142856},{"term":"1194","count":42,"sections":1,"gpa":2.7976190476190474},{"term":"1204","count":23,"sections":1,"gpa":3.239130434782609},{"term":"1234","count":22,"sections":1,"gpa":3.1363636363636362}]},{"uid":"instructor_bec15c77aa953cbac45042f2","name":"TIMO SEPPALAINEN","count":65,"terms":[{"term":"1174","count":29,"sections":1,"gpa":2.7241379310344827},{"term":"1184","count":36,"sections":1,"gpa":2.8055555555555554}]},{"uid":"instructor_cb5593042198a18e4ec56a1c","name":"TATIANA SHCHERBYNA","count":52,"terms":[{"term":"1244","count":27,"sections":1,"gpa":2.9444444444444446},{"term":"1254","count":25,"sections":1,"gpa":3.06}]},{"uid":"instructor_07e97e8f54dc35670f330192","name":"VADIM GORIN","count":40,"terms":[{"term":"1224","count":40,"sections":1,"gpa":2.975}]},{"uid":"instructor_d70c790d3127f83d588b0d88","name":"ANDER AGUIRRE ZARATE","count":30,"terms":[{"term":"1264","count":30,"sections":1,"gpa":3.1333333333333333}]}],"following":[{"code":"COMPSCI 540","title":"INTRODUCTION TO ARTIFICIAL INTELLIGENCE"},{"code":"COMPSCI 541","title":"THEORY & ALGORITHMS FOR DATA SCIENCE"},{"code":"COMPSCI 566","title":"INTRODUCTION TO COMPUTER VISION"},{"code":"COMPSCI 580","title":"INTELLIGENT ROBOTICS"},{"code":"COMPSCI/ECE 561","title":"PROBABILITY AND INFORMATION THEORY IN MACHINE LEARNING"},{"code":"ISYE 315","title":"PRODUCTION PLANNING AND CONTROL"},{"code":"ISYE 320","title":"SIMULATION AND PROBABILISTIC MODELING"},{"code":"ISYE 373","title":"ARTIFICIAL INTELLIGENCE (AI) IN SYSTEMS"},{"code":"ISYE 412","title":"FUNDAMENTALS OF INDUSTRIAL DATA ANALYTICS"},{"code":"ISYE/MATH/OTM/STAT 632","title":"INTRODUCTION TO STOCHASTIC PROCESSES"},{"code":"ISYE/PSYCH 349","title":"INTRODUCTION TO HUMAN FACTORS"},{"code":"MATH 535","title":"MATHEMATICAL METHODS IN DATA SCIENCE"},{"code":"MATH 616","title":"DATA-DRIVEN DYNAMICAL SYSTEMS, STOCHASTIC MODELING AND PREDICTION"},{"code":"MATH/STAT 310","title":"INTRODUCTION TO PROBABILITY AND MATHEMATICAL STATISTICS II"},{"code":"STAT 312","title":"INTRODUCTION TO THEORY AND METHODS OF MATHEMATICAL STATISTICS II"},{"code":"STAT 461","title":"FINANCIAL STATISTICS"}],"projection":null}}