# STAT 698: Directed Study | UW–Madison [View on UW Courses](https://uwcourses.com/courses/STAT_698) ## 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 | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id 6c06f9890a0ab6594195837210e3b8a8f1032f520b0bab791df5c5932771a211 ### course id STAT 698 ### course uid course\_5965ce360728c26c4408f6fe ### catalog version id c182eb7ad294d7dda02310f0d4ad2d5c16ba9a765cdbbd074c157e53d398c970 ### course number 698 ### subjects * STAT ### title DIRECTED STUDY ### description Directed study projects as arranged with a faculty member. ### requirements text Consent of instructor ### credits min 1 ### credits max 6 ### credit offering ids * 1272:932:018487 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id bc60c17919655f8a8cb00e9d1084e5a0724dd00419e16a62231dfe27417d93ce ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary STAT 698 is a directed study course where students arrange and complete projects with a faculty member. ### llm topics None recorded. ### llm skills None recorded. ### llm assumed background None recorded. ### llm search phrases * STAT 698 directed study * STAT 698 faculty mentorship * STAT 698 independent research ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 30bf38a5b47c4294d426d23a776d634e6a7766ed4ed033b7dfc13f7a14582c66 #### course id STAT 698 #### current instructors ```json [ { "instructor_uid": "instructor_e07c4a420217ae0ac05d6c15", "message": "No course-specific reviews available", "name": "Cecile Ane", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:755215", "summary": [] }, { "instructor_uid": "instructor_de7437eae3d2b6ae3e16cc25", "message": "No course-specific reviews available", "name": "Garvesh Raskutti", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1870984", "summary": [] }, { "instructor_uid": "instructor_eee83ceb6a66632da293f38b", "message": "No course-specific reviews available", "name": "Jiwei Zhao", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_7e07717b2b474f1f5a7eb4ca", "message": "No course-specific reviews available", "name": "Jun Zhu", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_14607eb27b812bbc66c895e8", "message": "No course-specific reviews available", "name": "Karl Rohe", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1801396", "summary": [] }, { "instructor_uid": "instructor_9f300ac0f65aade7f12a790d", "message": "No course-specific reviews available", "name": "Michael Newton", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_e3bbbb60075167369fdce2a0", "message": "No course-specific reviews available", "name": "Sunduz Keles", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1142647", "summary": [] }, { "instructor_uid": "instructor_9a9d23bd68d5e518dce65eb2", "message": "No course-specific reviews available", "name": "Vivak Patel", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2630806", "summary": [] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take None recorded. #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history GARVESH RASKUTTI is recorded teaching in Fall 2019. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 698", "run_id": "20260907T155543-ce3781c4", "section_number": 242, "source_course_id": "2277a633-d3bb-3af0-9af5-ccb97e1ba1d0", "source_record": { "entity_id": "2277a633-d3bb-3af0-9af5-ccb97e1ba1d0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" } ] } ``` JUN ZHU is recorded teaching in Fall 2022. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 698", "run_id": "20260907T155543-ce3781c4", "section_number": 165, "source_course_id": "2277a633-d3bb-3af0-9af5-ccb97e1ba1d0", "source_record": { "entity_id": "2277a633-d3bb-3af0-9af5-ccb97e1ba1d0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" } ] } ``` KARL ROHE is recorded teaching in Spring 2017, Fall 2020, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 698", "run_id": "20260907T155543-ce3781c4", "section_number": 299, "source_course_id": "2277a633-d3bb-3af0-9af5-ccb97e1ba1d0", "source_record": { "entity_id": "2277a633-d3bb-3af0-9af5-ccb97e1ba1d0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1174", "type": "grade" }, { "course_id": "STAT 698", "run_id": "20260907T155543-ce3781c4", "section_number": 299, "source_course_id": "2277a633-d3bb-3af0-9af5-ccb97e1ba1d0", "source_record": { "entity_id": "2277a633-d3bb-3af0-9af5-ccb97e1ba1d0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "STAT 698", "run_id": "20260907T155543-ce3781c4", "section_number": 299, "source_course_id": "2277a633-d3bb-3af0-9af5-ccb97e1ba1d0", "source_record": { "entity_id": "2277a633-d3bb-3af0-9af5-ccb97e1ba1d0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "Consent of instructor", "course": null, "evidence": "Consent of instructor", "id": "n0", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_e07c4a420217ae0ac05d6c15", "source": "enrollment", "source_instructor_id": "ane", "identity_basis": "netid", "identity_status": "source_identified", "name": "Cecile Ane", "email": "CECILE.ANE@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": 9, "quality": 4.11, "difficulty": 3.11, "quality_count": 9, "difficulty_count": 9, "profile_id": "rmp:755215", "source_url": "https://www.ratemyprofessors.com/professor/755215", "match_basis": "exact_name", "observed_at": "2026-09-07 16:49:25.949068+00:00", "courses": { "course_72cc7ddf48330b71523f309f": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_62341da3d7cd1db5f9ca5903": { "review_count": 1, "quality": 4, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_e593b86c370a0c671af794df": { "review_count": 2, "quality": 4.5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 }, "course_31fb5b7b6bf20ca63e33bd46": { "review_count": 1, "quality": 4, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7994384714114453, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/CECILE_ANE" }, { "instructor_uid": "instructor_de7437eae3d2b6ae3e16cc25", "source": "enrollment", "source_instructor_id": "raskutti", "identity_basis": "netid", "identity_status": "source_identified", "name": "Garvesh Raskutti", "email": "RASKUTTI@STAT.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": 28, "quality": 3.68, "difficulty": 3.79, "quality_count": 28, "difficulty_count": 28, "profile_id": "rmp:1870984", "source_url": "https://www.ratemyprofessors.com/professor/1870984", "match_basis": "exact_name", "observed_at": "2026-09-07 16:38:40.338784+00:00", "courses": { "course_2a00c702ff402614a950606e": { "review_count": 23, "quality": 3.74, "difficulty": 3.78, "quality_count": 23, "difficulty_count": 23 }, "course_e593b86c370a0c671af794df": { "review_count": 3, "quality": 3, "difficulty": 4.33, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.6715357431444153, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/GARVESH_RASKUTTI" }, { "instructor_uid": "instructor_eee83ceb6a66632da293f38b", "source": "enrollment", "source_instructor_id": "jzhao8", "identity_basis": "netid", "identity_status": "source_identified", "name": "Jiwei Zhao", "email": "JIWEI.ZHAO@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/JIWEI_ZHAO" }, { "instructor_uid": "instructor_7e07717b2b474f1f5a7eb4ca", "source": "enrollment", "source_instructor_id": "junzhu", "identity_basis": "netid", "identity_status": "source_identified", "name": "Jun Zhu", "email": "JUNZHU@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/JUN_ZHU" }, { "instructor_uid": "instructor_14607eb27b812bbc66c895e8", "source": "enrollment", "source_instructor_id": "krohe", "identity_basis": "netid", "identity_status": "source_identified", "name": "Karl Rohe", "email": "KARLROHE@STAT.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": 58, "quality": 2.45, "difficulty": 3.09, "quality_count": 58, "difficulty_count": 58, "profile_id": "rmp:1801396", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "match_basis": "exact_name", "observed_at": "2026-09-07 16:27:28.207502+00:00", "courses": { "course_ef9c9cd4a7d8002288a4cf7c": { "review_count": 28, "quality": 2.11, "difficulty": 2.93, "quality_count": 28, "difficulty_count": 28 }, "course_1282dc8dbc1e7c5749f7cc41": { "review_count": 8, "quality": 2.38, "difficulty": 2.88, "quality_count": 8, "difficulty_count": 8 }, "course_c7a9aed08e9193ac68e21e89": { "review_count": 5, "quality": 3.8, "difficulty": 2, "quality_count": 5, "difficulty_count": 5 }, "course_d2d0c15e32bd1631a6074548": { "review_count": 3, "quality": 2.33, "difficulty": 3.67, "quality_count": 3, "difficulty_count": 3 }, "course_1b76508145789f8fbc49d1fa": { "review_count": 6, "quality": 3, "difficulty": 3.83, "quality_count": 6, "difficulty_count": 6 } }, "bayesian_quality": 2.7601758419350246, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/KARL_ROHE" }, { "instructor_uid": "instructor_9f300ac0f65aade7f12a790d", "source": "enrollment", "source_instructor_id": "manewton", "identity_basis": "netid", "identity_status": "source_identified", "name": "Michael Newton", "email": "NEWTON@BIOSTAT.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/MICHAEL_NEWTON" }, { "instructor_uid": "instructor_e3bbbb60075167369fdce2a0", "source": "enrollment", "source_instructor_id": "keles", "identity_basis": "netid", "identity_status": "source_identified", "name": "Sunduz Keles", "email": "KELES@STAT.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": 2, "quality": 4, "difficulty": 4, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:1142647", "source_url": "https://www.ratemyprofessors.com/professor/1142647", "match_basis": "exact_name", "observed_at": "2026-09-07 16:04:24.281704+00:00", "courses": { "course_704c9a2365bd1c8bed22a552": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_31fb5b7b6bf20ca63e33bd46": { "review_count": 1, "quality": 3, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.690623439587814, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/SUNDUZ_KELES" }, { "instructor_uid": "instructor_9a9d23bd68d5e518dce65eb2", "source": "enrollment", "source_instructor_id": "vrpatel6", "identity_basis": "netid", "identity_status": "source_identified", "name": "Vivak Patel", "email": "VIVAK.PATEL@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": 28, "quality": 1.86, "difficulty": 4.39, "quality_count": 28, "difficulty_count": 28, "profile_id": "rmp:2630806", "source_url": "https://www.ratemyprofessors.com/professor/2630806", "match_basis": "exact_name", "observed_at": "2026-09-07 15:59:56.176630+00:00", "courses": { "course_31fb5b7b6bf20ca63e33bd46": { "review_count": 17, "quality": 1.41, "difficulty": 4.76, "quality_count": 17, "difficulty_count": 17 }, "course_0cdbe47e9cba33b1c1a28e66": { "review_count": 8, "quality": 2.62, "difficulty": 3.62, "quality_count": 8, "difficulty_count": 8 }, "course_c7c2e62609a7d096ae23e826": { "review_count": 3, "quality": 2.33, "difficulty": 4.33, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 2.6098690764777484, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/VIVAK_PATEL" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:932:018487", "course_id": "STAT 698", "course_uid": "course_5965ce360728c26c4408f6fe", "term_id": "1272", "source_course_id": "018487", "source_subject_id": "932", "title": "Directed Study", "credits_min": 1, "credits_max": 6, "typically_offered": "Fall, Spring, Summer" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:14481", "term_id": "1272", "source_section_id": "14481", "identity_basis": "class_number", "section_number": "112", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 0, "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:1272:14489", "term_id": "1272", "source_section_id": "14489", "identity_basis": "class_number", "section_number": "118", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 0, "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:1272:19684", "term_id": "1272", "source_section_id": "19684", "identity_basis": "class_number", "section_number": "038", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 0, "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:1272:20965", "term_id": "1272", "source_section_id": "20965", "identity_basis": "class_number", "section_number": "242", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 0, "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:1272:21861", "term_id": "1272", "source_section_id": "21861", "identity_basis": "class_number", "section_number": "299", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 0, "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:1272:23481", "term_id": "1272", "source_section_id": "23481", "identity_basis": "class_number", "section_number": "268", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 0, "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:1272:26786", "term_id": "1272", "source_section_id": "26786", "identity_basis": "class_number", "section_number": "165", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 0, "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:1272:30620", "term_id": "1272", "source_section_id": "30620", "identity_basis": "class_number", "section_number": "220", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 0, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_0fa00489e3ab3e94b9e52d89", "source": "madgrades", "source_instructor_id": "751075", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BRET LARGET", "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": 29, "quality": 3.31, "difficulty": 3.21, "quality_count": 29, "difficulty_count": 29, "profile_id": "rmp:566625", "source_url": "https://www.ratemyprofessors.com/professor/566625", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:20.625013+00:00", "courses": { "course_03f8aaae24bac7658b319ca8": { "review_count": 16, "quality": 2.88, "difficulty": 3.31, "quality_count": 16, "difficulty_count": 16 }, "course_72cc7ddf48330b71523f309f": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_2a00c702ff402614a950606e": { "review_count": 2, "quality": 4, "difficulty": 2, "quality_count": 2, "difficulty_count": 2 }, "course_e593b86c370a0c671af794df": { "review_count": 1, "quality": 5, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_4dd38bb021601e5dff558ba1": { "review_count": 1, "quality": 2, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_31fb5b7b6bf20ca63e33bd46": { "review_count": 2, "quality": 4.5, "difficulty": 2, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.4527288912435083, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.5, "graded": 1829, "counts": [ 834, 499, 323, 96, 50, 10, 17 ], "sections": 82 }, "instructor_url": "/instructors/BRET_LARGET--instructor_0fa00489e3ab3e94b9e52d89" }, { "instructor_uid": "instructor_d7a8c2d1a9429e19f3545f77", "source": "madgrades", "source_instructor_id": "3111842", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ADIN-CRISTIAN ANDREI", "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": 5, "difficulty": 2, "quality_count": 1, "difficulty_count": 1, "profile_id": "rmp:1508595", "source_url": "https://www.ratemyprofessors.com/professor/1508595", "match_basis": "exact_name", "observed_at": "2026-09-07 16:57:36.950494+00:00", "courses": {}, "bayesian_quality": 3.7235102700443767, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.716, "graded": 164, "counts": [ 106, 36, 12, 9, 0, 1, 0 ], "sections": 7 }, "instructor_url": "/instructors/ADIN-CRISTIAN_ANDREI" }, { "instructor_uid": "instructor_eb848532d738676e48012f61", "source": "madgrades", "source_instructor_id": "2602042", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ERIK NORDHEIM", "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": 5, "difficulty": 3.38, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:189930", "source_url": "https://www.ratemyprofessors.com/professor/189930", "match_basis": "exact_name", "observed_at": "2026-09-07 16:40:27.264117+00:00", "courses": { "course_ef9c9cd4a7d8002288a4cf7c": { "review_count": 3, "quality": 5, "difficulty": 3.67, "quality_count": 3, "difficulty_count": 3 }, "course_6b7aab75b588f1c0195bbee5": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 4.042632702533282, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.399, "graded": 526, "counts": [ 166, 173, 140, 33, 7, 2, 5 ], "sections": 55 }, "instructor_url": "/instructors/ERIK_NORDHEIM--instructor_eb848532d738676e48012f61" }, { "instructor_uid": "instructor_dbc68f59fd104024822f7fb7", "source": "madgrades", "source_instructor_id": "3622809", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SIJIAN WANG", "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": 3.59, "graded": 316, "counts": [ 184, 72, 28, 17, 8, 4, 3 ], "sections": 32 }, "instructor_url": "/instructors/SIJIAN_WANG--instructor_dbc68f59fd104024822f7fb7" }, { "instructor_uid": "instructor_c84edbb176887375f1c1d8e6", "source": "madgrades", "source_instructor_id": "2601091", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ROBERT WARDROP", "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": 61, "quality": 4.34, "difficulty": 1.9, "quality_count": 61, "difficulty_count": 61, "profile_id": "rmp:177725", "source_url": "https://www.ratemyprofessors.com/professor/177725", "match_basis": "exact_name", "observed_at": "2026-09-07 16:09:25.426593+00:00", "courses": { "course_31fb5b7b6bf20ca63e33bd46": { "review_count": 7, "quality": 4.43, "difficulty": 1.43, "quality_count": 7, "difficulty_count": 7 }, "course_bf80347054c4234ada79c07e": { "review_count": 14, "quality": 4.43, "difficulty": 1.93, "quality_count": 14, "difficulty_count": 14 } }, "bayesian_quality": 4.172021181122616, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.328, "graded": 4037, "counts": [ 1657, 572, 1046, 459, 235, 51, 17 ], "sections": 40 }, "instructor_url": "/instructors/ROBERT_WARDROP--instructor_c84edbb176887375f1c1d8e6" }, { "instructor_uid": "instructor_d71d94d8d290560564130e01", "source": "madgrades", "source_instructor_id": "2601926", "identity_basis": "source_id", "identity_status": "source_identified", "name": "RICHARD CHAPPELL", "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": 2, "quality": 5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:1267365", "source_url": "https://www.ratemyprofessors.com/professor/1267365", "match_basis": "exact_name", "observed_at": "2026-09-07 16:10:03.645412+00:00", "courses": { "course_e73c9a59de8d40d953f69d9a": { "review_count": 2, "quality": 5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.781532530496905, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.836, "graded": 387, "counts": [ 308, 49, 23, 2, 3, 1, 1 ], "sections": 84 }, "instructor_url": "/instructors/RICHARD_CHAPPELL--instructor_d71d94d8d290560564130e01" }, { "instructor_uid": "instructor_f7b1a1debf76df893ab42670", "source": "madgrades", "source_instructor_id": "4929500", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KARL ROHE", "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": 58, "quality": 2.45, "difficulty": 3.09, "quality_count": 58, "difficulty_count": 58, "profile_id": "rmp:1801396", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "match_basis": "exact_name", "observed_at": "2026-09-07 16:27:28.207502+00:00", "courses": { "course_ef9c9cd4a7d8002288a4cf7c": { "review_count": 28, "quality": 2.11, "difficulty": 2.93, "quality_count": 28, "difficulty_count": 28 }, "course_1282dc8dbc1e7c5749f7cc41": { "review_count": 8, "quality": 2.38, "difficulty": 2.88, "quality_count": 8, "difficulty_count": 8 }, "course_c7a9aed08e9193ac68e21e89": { "review_count": 5, "quality": 3.8, "difficulty": 2, "quality_count": 5, "difficulty_count": 5 }, "course_d2d0c15e32bd1631a6074548": { "review_count": 3, "quality": 2.33, "difficulty": 3.67, "quality_count": 3, "difficulty_count": 3 }, "course_1b76508145789f8fbc49d1fa": { "review_count": 6, "quality": 3, "difficulty": 3.83, "quality_count": 6, "difficulty_count": 6 } }, "bayesian_quality": 2.7601758419350246, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.491, "graded": 1310, "counts": [ 731, 198, 210, 80, 55, 16, 20 ], "sections": 91 }, "instructor_url": "/instructors/KARL_ROHE--instructor_f7b1a1debf76df893ab42670" }, { "instructor_uid": "instructor_a1a6312441a09a9ee137f7b1", "source": "madgrades", "source_instructor_id": "5214164", "identity_basis": "source_id", "identity_status": "source_identified", "name": "GARVESH RASKUTTI", "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": 3.68, "difficulty": 3.79, "quality_count": 28, "difficulty_count": 28, "profile_id": "rmp:1870984", "source_url": "https://www.ratemyprofessors.com/professor/1870984", "match_basis": "exact_name", "observed_at": "2026-09-07 16:38:40.338784+00:00", "courses": { "course_2a00c702ff402614a950606e": { "review_count": 23, "quality": 3.74, "difficulty": 3.78, "quality_count": 23, "difficulty_count": 23 }, "course_e593b86c370a0c671af794df": { "review_count": 3, "quality": 3, "difficulty": 4.33, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.6715357431444153, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.286, "graded": 915, "counts": [ 398, 180, 146, 81, 52, 40, 18 ], "sections": 57 }, "instructor_url": "/instructors/GARVESH_RASKUTTI--instructor_a1a6312441a09a9ee137f7b1" }, { "instructor_uid": "instructor_e15e1a245191e94e0325d0f0", "source": "madgrades", "source_instructor_id": "321374", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JUN ZHU", "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": 3.543, "graded": 483, "counts": [ 178, 184, 110, 7, 4, 0, 0 ], "sections": 61 }, "instructor_url": "/instructors/JUN_ZHU--instructor_e15e1a245191e94e0325d0f0" }, { "instructor_uid": "instructor_f847ec2f2b4323a1567acb1d", "source": "madgrades", "source_instructor_id": "6586894", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MATTHIAS KATZFUSS", "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": 4, "graded": 10, "counts": [ 10, 0, 0, 0, 0, 0, 0 ], "sections": 9 }, "instructor_url": "/instructors/MATTHIAS_KATZFUSS--instructor_f847ec2f2b4323a1567acb1d" }, { "instructor_uid": "instructor_14607eb27b812bbc66c895e8", "source": "enrollment", "source_instructor_id": "krohe", "identity_basis": "netid", "identity_status": "source_identified", "name": "Karl Rohe", "email": "KARLROHE@STAT.WISC.EDU", 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