{"schema_version":1,"url":"https://uwcourses.com/courses/DS_501","title":"DS 501: Special Topics | 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":"f6c81187df7e7b44bbf62836ab5a5123af459d3262b7a641e89b8050cb3ffac3","course_id":"DS 501","course_uid":"course_4925cb96bb7a8d9a437bc1c1","catalog_version_id":"0b353c8e51b6deb02e59ec665220f05da9e69df10ecf91a476428956f386604d","course_number":501,"subjects":["DS"],"title":"SPECIAL TOPICS","description":"Specialized topics of current interest.","requirements_text":"None","credits_min":1,"credits_max":3,"credit_offering_ids":["1272:359:007206","1272:359:007206.187","1272:359:007206.188","1272:359:007206.189","1272:359:007206.190","1272:359:007206.191","1272:359:007206.192"],"llm_job_id":"enrich-f516c4d3e82cfe326b4f5f54","llm_output_id":"fd748253e6247e471bd31f16e8b9fe2bee0a1dd250c8122738dd388b8a773553","llm_model":"nvidia/Qwen3.6-35B-A3B-NVFP4","llm_model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","llm_task_version":"14","llm_search_status":"valid","llm_summary":"DS 501 covers specialized topics of current interest in the field.","llm_topics":["Specialized topics of current interest"],"llm_skills":[],"llm_assumed_background":[],"llm_search_phrases":["DS 501 special topics","data science advanced topics","current interest data science"],"llm_requirements_status":"valid","llm_student_summary_status":"valid","llm_experience_status":"valid","catalog_variants":[],"student_summary":{"context_hash":"6077c203704de56c0c2e6d6cb13dfd0d2b831fb8e246dbc05073933437660de3","course_id":"DS 501","current_instructors":[{"instructor_uid":"instructor_5b1894f21e14d31512fd7aad","message":"No course-specific reviews available","name":"Anika Kozlowski","review_status":"no_course_reviews","rmp_instructor_id":null,"summary":[]},{"instructor_uid":"instructor_b914faeca9d783084346c596","message":null,"name":"Marina Moskowitz","review_status":"supported","rmp_instructor_id":"rmp:2488922","summary":[{"citations":[{"instructor_name":"Marina Moskowitz","review_date":"2020-11-03 16:23:55 +0000 UTC","review_id":"d288196087ecb8464f62bb85","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2488922","source_review_id":"UmF0aW5nLTMzNzYzOTA1","source_url":"https://www.ratemyprofessors.com/professor/2488922","type":"review"},{"instructor_name":"Marina Moskowitz","review_date":"2021-01-13 17:14:07 +0000 UTC","review_id":"f9fd355c6ad8a8a8fb52835a","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2488922","source_review_id":"UmF0aW5nLTM0MjcyMDYy","source_url":"https://www.ratemyprofessors.com/professor/2488922","type":"review"}],"text":"Marina Moskowitz is described as kind, caring, and genuinely concerned for student well-being. Reviewers highlight her ability to keep discussions engaging and make lectures interesting, emphasizing learning over busywork."}]},{"instructor_uid":"instructor_707cf0fd765434597f585ddf","message":"No course-specific reviews available","name":"Qi Yang","review_status":"no_course_reviews","rmp_instructor_id":null,"summary":[]}],"difficulty_workload":[{"citations":[{"instructor_name":"Marina Moskowitz","review_date":"2020-11-03 16:23:55 +0000 UTC","review_id":"d288196087ecb8464f62bb85","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2488922","source_review_id":"UmF0aW5nLTMzNzYzOTA1","source_url":"https://www.ratemyprofessors.com/professor/2488922","type":"review"}],"text":"The course is reading-heavy, though the assigned readings are described as very interesting and worthwhile."}],"errors":[],"historical_context":[{"citations":[{"instructor_name":"Uchita Vaid","review_date":"2021-11-22 04:15:38 +0000 UTC","review_id":"de195b5d512b9dd20818251a","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2738955","source_review_id":"UmF0aW5nLTM1Mjg0MTE1","source_url":"https://www.ratemyprofessors.com/professor/2738955","type":"review"},{"instructor_name":"Uchita Vaid","review_date":"2021-12-06 22:08:17 +0000 UTC","review_id":"55cd8e3df4581ca2adac24e5","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2738955","source_review_id":"UmF0aW5nLTM1Mzg4MTM2","source_url":"https://www.ratemyprofessors.com/professor/2738955","type":"review"}],"text":"Historical reviews of Uchita Vaid: Uchita Vaid is described as knowledgeable, well-prepared, and accessible, with engaging lectures that balance discussion and reading. Reviewers note she cares about student success and provides relevant information, though the course requires significant reading and synthesis work."}],"message":null,"offered":true,"profile_hash":"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1","quick_take":[{"citations":[{"instructor_name":"Marina Moskowitz","review_date":"2020-11-03 16:23:55 +0000 UTC","review_id":"d288196087ecb8464f62bb85","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2488922","source_review_id":"UmF0aW5nLTMzNzYzOTA1","source_url":"https://www.ratemyprofessors.com/professor/2488922","type":"review"},{"instructor_name":"Marina Moskowitz","review_date":"2021-01-13 17:14:07 +0000 UTC","review_id":"f9fd355c6ad8a8a8fb52835a","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2488922","source_review_id":"UmF0aW5nLTM0MjcyMDYy","source_url":"https://www.ratemyprofessors.com/professor/2488922","type":"review"}],"text":"Marina Moskowitz is praised as a caring and engaging instructor who prioritizes learning over busywork, making lectures interesting and discussions productive."}],"student_experience":[{"citations":[{"instructor_name":"Marina Moskowitz","review_date":"2020-11-03 16:23:55 +0000 UTC","review_id":"d288196087ecb8464f62bb85","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2488922","source_review_id":"UmF0aW5nLTMzNzYzOTA1","source_url":"https://www.ratemyprofessors.com/professor/2488922","type":"review"},{"instructor_name":"Marina Moskowitz","review_date":"2021-01-13 17:14:07 +0000 UTC","review_id":"f9fd355c6ad8a8a8fb52835a","run_id":"20260907T155543-ce3781c4","source_instructor_id":"rmp:2488922","source_review_id":"UmF0aW5nLTM0MjcyMDYy","source_url":"https://www.ratemyprofessors.com/professor/2488922","type":"review"}],"text":"Students report high engagement and genuine care for well-being, with one reviewer noting significant learning outcomes despite the reading load."}],"task_hash":"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68","teaching_history":[],"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_5b1894f21e14d31512fd7aad","source":"enrollment","source_instructor_id":"akozlowski3","identity_basis":"netid","identity_status":"source_identified","name":"Anika Kozlowski","email":"AKOZLOWSKI3@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","instructor_url":"/instructors/ANIKA_KOZLOWSKI"},{"instructor_uid":"instructor_b914faeca9d783084346c596","source":"enrollment","source_instructor_id":"mmoskowitz","identity_basis":"netid","identity_status":"source_identified","name":"Marina Moskowitz","email":"MMOSKOWITZ@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":4,"quality":4,"difficulty":2.75,"quality_count":4,"difficulty_count":4,"profile_id":"rmp:2488922","source_url":"https://www.ratemyprofessors.com/professor/2488922","match_basis":"exact_name","observed_at":"2026-09-07 16:20:50.488611+00:00","courses":{"course_0e49df98173053caa890f050":{"review_count":2,"quality":3.5,"difficulty":3,"quality_count":2,"difficulty_count":2},"course_4925cb96bb7a8d9a437bc1c1":{"review_count":2,"quality":4.5,"difficulty":2.5,"quality_count":2,"difficulty_count":2}},"bayesian_quality":3.716404819622163,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/MARINA_MOSKOWITZ"},{"instructor_uid":"instructor_707cf0fd765434597f585ddf","source":"enrollment","source_instructor_id":"qyang347","identity_basis":"netid","identity_status":"source_identified","name":"Qi Yang","email":"QYANG347@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","instructor_url":"/instructors/QI_YANG"}],"offerings":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:359:007206","course_id":"DS 501","course_uid":"course_4925cb96bb7a8d9a437bc1c1","term_id":"1272","source_course_id":"007206","source_subject_id":"359","title":"Special Topics","credits_min":1,"credits_max":3,"typically_offered":"Fall, Spring, Summer"},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:359:007206.187","course_id":"DS 501","course_uid":"course_4925cb96bb7a8d9a437bc1c1","term_id":"1272","source_course_id":"007206.187","source_subject_id":"359","title":"How To Be a Designer","credits_min":1,"credits_max":3,"typically_offered":"Fall, Spring, Summer"},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:359:007206.188","course_id":"DS 501","course_uid":"course_4925cb96bb7a8d9a437bc1c1","term_id":"1272","source_course_id":"007206.188","source_subject_id":"359","title":"What is an American Textile?","credits_min":1,"credits_max":3,"typically_offered":"Fall, Spring, Summer"},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:359:007206.189","course_id":"DS 501","course_uid":"course_4925cb96bb7a8d9a437bc1c1","term_id":"1272","source_course_id":"007206.189","source_subject_id":"359","title":"Human-AI Co-creation Design","credits_min":1,"credits_max":3,"typically_offered":"Fall, Spring, Summer"},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:359:007206.190","course_id":"DS 501","course_uid":"course_4925cb96bb7a8d9a437bc1c1","term_id":"1272","source_course_id":"007206.190","source_subject_id":"359","title":"Thesis Studio for Textiles","credits_min":1,"credits_max":3,"typically_offered":"Fall, Spring, Summer"},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:359:007206.191","course_id":"DS 501","course_uid":"course_4925cb96bb7a8d9a437bc1c1","term_id":"1272","source_course_id":"007206.191","source_subject_id":"359","title":"Thesis Studio 4 Fashion Design","credits_min":1,"credits_max":3,"typically_offered":"Fall, Spring, Summer"},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:359:007206.192","course_id":"DS 501","course_uid":"course_4925cb96bb7a8d9a437bc1c1","term_id":"1272","source_course_id":"007206.192","source_subject_id":"359","title":"Fashion Design II","credits_min":1,"credits_max":3,"typically_offered":"Fall, Spring, Summer"}],"sections":[{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","section_uid":"uw-section:1272:29151","term_id":"1272","source_section_id":"29151","identity_basis":"class_number","section_number":"001","section_type":"LEC","instruction_mode":"Classroom Instruction","capacity":16,"enrolled":6,"waitlisted":0,"start_date":"2026-09-02 05:00:00+00:00","end_date":"2026-12-09 06:00:00+00:00"},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","section_uid":"uw-section:1272:31418","term_id":"1272","source_section_id":"31418","identity_basis":"class_number","section_number":"002","section_type":"LEC","instruction_mode":"Classroom Instruction","capacity":16,"enrolled":9,"waitlisted":0,"start_date":"2026-09-02 05:00:00+00:00","end_date":"2026-12-09 06:00:00+00:00"},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","section_uid":"uw-section:1272:31419","term_id":"1272","source_section_id":"31419","identity_basis":"class_number","section_number":"004","section_type":"LEC","instruction_mode":"Classroom Instruction","capacity":48,"enrolled":19,"waitlisted":0,"start_date":"2026-09-02 05:00:00+00:00","end_date":"2026-12-09 06:00:00+00:00"},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","section_uid":"uw-section:1272:35509","term_id":"1272","source_section_id":"35509","identity_basis":"class_number","section_number":"005","section_type":"LEC","instruction_mode":"Classroom Instruction","capacity":18,"enrolled":17,"waitlisted":0,"start_date":"2026-09-02 05:00:00+00:00","end_date":"2026-12-09 06:00:00+00:00"},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","section_uid":"uw-section:1272:36595","term_id":"1272","source_section_id":"36595","identity_basis":"class_number","section_number":"006","section_type":"LEC","instruction_mode":"Classroom Instruction","capacity":30,"enrolled":27,"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_5b1894f21e14d31512fd7aad","source":"enrollment","source_instructor_id":"akozlowski3","identity_basis":"netid","identity_status":"source_identified","name":"Anika Kozlowski","email":"AKOZLOWSKI3@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","instructor_url":"/instructors/ANIKA_KOZLOWSKI"},{"instructor_uid":"instructor_707cf0fd765434597f585ddf","source":"enrollment","source_instructor_id":"qyang347","identity_basis":"netid","identity_status":"source_identified","name":"Qi Yang","email":"QYANG347@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","instructor_url":"/instructors/QI_YANG"},{"instructor_uid":"instructor_b914faeca9d783084346c596","source":"enrollment","source_instructor_id":"mmoskowitz","identity_basis":"netid","identity_status":"source_identified","name":"Marina Moskowitz","email":"MMOSKOWITZ@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":4,"quality":4,"difficulty":2.75,"quality_count":4,"difficulty_count":4,"profile_id":"rmp:2488922","source_url":"https://www.ratemyprofessors.com/professor/2488922","match_basis":"exact_name","observed_at":"2026-09-07 16:20:50.488611+00:00","courses":{"course_0e49df98173053caa890f050":{"review_count":2,"quality":3.5,"difficulty":3,"quality_count":2,"difficulty_count":2},"course_4925cb96bb7a8d9a437bc1c1":{"review_count":2,"quality":4.5,"difficulty":2.5,"quality_count":2,"difficulty_count":2}},"bayesian_quality":3.716404819622163,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/MARINA_MOSKOWITZ"}],"grades":[],"statistics":{"gpa":null,"graded":0,"counts":[0,0,0,0,0,0,0]},"grade_conflicts":[],"evidence":{"history":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_4925cb96bb7a8d9a437bc1c1-0.json"],"traces":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_4925cb96bb7a8d9a437bc1c1-0.json"],"reviews":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_4925cb96bb7a8d9a437bc1c1-0.json"],"meetings":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_4925cb96bb7a8d9a437bc1c1-0.json"],"results":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_4925cb96bb7a8d9a437bc1c1-0.json"]},"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349"},"context":null,"instructorTrends":[],"following":[],"projection":null}}