# ISYE 790: Master's Research and Thesis | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_790) ## 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 0dbb57e6375f80f812403bc2c8e5e2c9cd0d2b230c02a05253ea19fcd0f5cea5 ### course id ISYE 790 ### course uid course\_aa3bee871da073b062e1808c ### catalog version id 6335ebeaf48692f80761a9fb7b258aff5e50ddb21455a70b50bfdf74550ad4a0 ### course number 790 ### subjects * ISYE ### title MASTER'S RESEARCH AND THESIS ### description Directed Master's-level research projects as arranged with instructor. ### requirements text Graduate/professional standing ### credits min 1 ### credits max 9 ### credit offering ids * 1272:490:010350 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id d686e64434cca8812b193e92673d6b817145e8f87a873d02773da2365fdf7bb2 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ISYE 790 is a Master's-level course for conducting directed research projects arranged with an instructor. ### llm topics * Master's research and thesis ### llm skills * Conducting directed research projects ### llm assumed background * Graduate/professional standing ### llm search phrases * ISYE 790 research project * Master's thesis ISYE * directed research ISYE 790 ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 18d665f28342b4ed56569dad401e71a341a9d6d898b41345188f9456d4729fa3 #### course id ISYE 790 #### current instructors ```json [ { "instructor_uid": "instructor_1ff77094c39644d04495ec4e", "message": "No course-specific reviews available", "name": "Alberto Del Pia", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2490725", "summary": [] }, { "instructor_uid": "instructor_056b4d3b498dc164f56c64bb", "message": "No course-specific reviews available", "name": "Andi Wang", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:3154967", "summary": [] }, { "instructor_uid": "instructor_790616eb1b3311e29964b78a", "message": "No course-specific reviews available", "name": "Carla Michini", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2371667", "summary": [] }, { "instructor_uid": "instructor_7ab8df0714905501e073f0c9", "message": "No course-specific reviews available", "name": "Dan Li", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_e72870af9e6f9d480d0f970f", "message": "No course-specific reviews available", "name": "Douglas Wiegmann", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2451001", "summary": [] }, { "instructor_uid": "instructor_43042c9f6215a964f74436d8", "message": "No course-specific reviews available", "name": "Gabriel Zayas Caban", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_a8a9492310b4fdcecd06a914", "message": "No course-specific reviews available", "name": "Hantang Qin", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2920138", "summary": [] }, { "instructor_uid": "instructor_f40802eb4f9eef1ee66010c6", "message": "No course-specific reviews available", "name": "Jackie Cha", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_88b50100bedfe361746dd123", "message": "No course-specific reviews available", "name": "Jeffrey Linderoth", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1472025", "summary": [] }, { "instructor_uid": "instructor_6c79317269bbf1f9903ca030", "message": "No course-specific reviews available", "name": "Jim Luedtke", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1666869", "summary": [] }, { "instructor_uid": "instructor_25eb47fb214352fc2ed33bf7", "message": "No course-specific reviews available", "name": "John Lee", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1722365", "summary": [] }, { "instructor_uid": "instructor_93c6557586b3f2d11e5d4587", "message": "No course-specific reviews available", "name": "Justin Boutilier", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2691068", "summary": [] }, { "instructor_uid": "instructor_8bbc8e36f26eb211664cde7f", "message": "No course-specific reviews available", "name": "Kaibo Liu", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_5447dc2b17dc552a5c4f85d8", "message": "No course-specific reviews available", "name": "Laura Albert", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:3155010", "summary": [] }, { "instructor_uid": "instructor_9a4921f09fda94aa621413f5", "message": "No course-specific reviews available", "name": "Michael Biehler", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_fd72eb00ec3632f13c9c7970", "message": "No course-specific reviews available", "name": "Michael Ferris", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:926803", "summary": [] }, { "instructor_uid": "instructor_f2883e99c13043ab818163d4", "message": "No course-specific reviews available", "name": "Oguzhan Alagoz", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2377358", "summary": [] }, { "instructor_uid": "instructor_e31bfa7484640c08772940cc", "message": "No course-specific reviews available", "name": "Qiaomin Xie", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2777001", "summary": [] }, { "instructor_uid": "instructor_b272db642d2b93e5b6693929", "message": "No course-specific reviews available", "name": "Ranjana Mehta", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2967425", "summary": [] }, { "instructor_uid": "instructor_af76989bed6d07fd241691af", "message": "No course-specific reviews available", "name": "Robert Radwin", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2689714", "summary": [] }, { "instructor_uid": "instructor_01f178d518f575522b9173f0", "message": "No course-specific reviews available", "name": "Shiyu Zhou", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2067919", "summary": [] }, { "instructor_uid": "instructor_a62646ec34c23239fa5028fa", "message": "No course-specific reviews available", "name": "Tony McDonald", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:3066992", "summary": [] }, { "instructor_uid": "instructor_ac9b9ed8f09d659aeed64983", "message": "No course-specific reviews available", "name": "Victor Zavala Tejeda", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_b67d3db63b5f7978d78b2ad5", "message": "No course-specific reviews available", "name": "Yonatan Mintz", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:3014140", "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 ANTHONY MCDONALD is recorded teaching in Fall 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 16, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 16, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 16, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 16, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 16, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 16, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 16, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 16, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` DOUGLAS WIEGMANN is recorded teaching in Fall 2010, Spring 2013, Spring 2014, Spring 2020, Spring 2024, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 29, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1112", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 29, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1134", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 29, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1144", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 29, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 29, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 29, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 29, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` HANTANG QIN is recorded teaching in Spring 2023, Fall 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 19, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 19, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 19, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" } ] } ``` JACKIE CHA is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 72, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` JEFFREY LINDEROTH is recorded teaching in Fall 2009, Fall 2018, Spring 2019, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 42, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1102", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 42, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1192", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 42, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 42, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` JOHN LEE is recorded teaching in Spring 2010, Fall 2010, Spring 2011, Fall 2011, Spring 2012, Fall 2012, Fall 2013, Spring 2014, Spring 2024. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 40, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1104", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 40, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1112", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 40, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1114", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 40, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1122", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 40, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1124", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 40, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1132", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 40, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1142", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 40, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1144", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 40, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" } ] } ``` MICHAEL BIEHLER is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 24, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 24, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` OGUZHAN ALAGOZ is recorded teaching in Spring 2008, Spring 2009, Spring 2011, Fall 2019. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 28, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1084", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 28, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1094", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 28, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1114", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 28, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" } ] } ``` QIAOMIN XIE is recorded teaching in Spring 2022, Fall 2022. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 13, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 13, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" } ] } ``` ROBERT RADWIN is recorded teaching in Fall 2013, Fall 2015, Fall 2019, Spring 2020. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 25, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1142", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 25, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1162", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 25, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "ISYE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 25, "source_course_id": "84273699-9088-3bea-b875-35df4d9386e9", "source_record": { "entity_id": "84273699-9088-3bea-b875-35df4d9386e9", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "Graduate/professional standing", "course": null, "evidence": "Graduate/professional standing", "id": "n0", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_1ff77094c39644d04495ec4e", "source": "enrollment", "source_instructor_id": "delpia", "identity_basis": "netid", "identity_status": "source_identified", "name": "Alberto Del Pia", "email": "DELPIA@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": 8, "quality": 4, "difficulty": 3.62, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:2490725", "source_url": "https://www.ratemyprofessors.com/professor/2490725", "match_basis": "exact_name", "observed_at": "2026-09-07 16:57:12.505411+00:00", "courses": { "course_a04e8d794b24e3b81b984774": { "review_count": 6, "quality": 3.67, "difficulty": 3.67, "quality_count": 6, "difficulty_count": 6 }, "course_a7f061aae87dfef4b924b9a9": { "review_count": 2, "quality": 5, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.756918416818997, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/ALBERTO_DEL_PIA" }, { "instructor_uid": "instructor_056b4d3b498dc164f56c64bb", "source": "enrollment", "source_instructor_id": "awang86", "identity_basis": "netid", "identity_status": "source_identified", "name": "Andi Wang", "email": "ANDI.WANG@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/ANDI_WANG" }, { "instructor_uid": "instructor_790616eb1b3311e29964b78a", "source": "enrollment", "source_instructor_id": "michini", "identity_basis": "netid", "identity_status": "source_identified", "name": "Carla Michini", "email": "CARLA.MICHINI@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": 12, "quality": 4.42, "difficulty": 3.25, "quality_count": 12, "difficulty_count": 12, "profile_id": "rmp:2371667", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "match_basis": "exact_name", "observed_at": "2026-09-07 16:49:58.150385+00:00", "courses": { "course_a04e8d794b24e3b81b984774": { "review_count": 7, "quality": 4.57, "difficulty": 3.71, "quality_count": 7, "difficulty_count": 7 }, "course_5aa742b184448a57a07564c5": { "review_count": 5, "quality": 4.2, "difficulty": 2.6, "quality_count": 5, "difficulty_count": 5 } }, "bayesian_quality": 3.944803614716622, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/CARLA_MICHINI" }, { "instructor_uid": "instructor_7ab8df0714905501e073f0c9", "source": "enrollment", "source_instructor_id": "dli455", "identity_basis": "netid", "identity_status": "source_identified", "name": "Dan Li", "email": "DLI455@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/DAN_LI" }, { "instructor_uid": "instructor_e72870af9e6f9d480d0f970f", "source": "enrollment", "source_instructor_id": "dawiegmann", "identity_basis": "netid", "identity_status": "source_identified", "name": "Douglas Wiegmann", "email": "DAWIEGMANN@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": 1, "quality": 4, "difficulty": 2, "quality_count": 1, "difficulty_count": 1, "profile_id": "rmp:2451001", "source_url": "https://www.ratemyprofessors.com/professor/2451001", "match_basis": "exact_name", "observed_at": "2026-09-07 16:43:09.130837+00:00", "courses": { "course_0bf7d1fc20304def0233e765": { "review_count": 1, "quality": 4, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.675891222425329, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/DOUGLAS_WIEGMANN" }, { "instructor_uid": "instructor_43042c9f6215a964f74436d8", "source": "enrollment", "source_instructor_id": "zayascaban", "identity_basis": "netid", "identity_status": "source_identified", "name": "Gabriel Zayas Caban", "email": "ZAYASCABAN@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/GABRIEL_ZAYAS_CABAN" }, { "instructor_uid": "instructor_a8a9492310b4fdcecd06a914", "source": "enrollment", "source_instructor_id": "hqin52", "identity_basis": "netid", "identity_status": "source_identified", "name": "Hantang Qin", "email": "HQIN52@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": 1, "difficulty": 3, "quality_count": 4, "difficulty_count": 4, "profile_id": "rmp:2920138", "source_url": "https://www.ratemyprofessors.com/professor/2920138", "match_basis": "exact_name", "observed_at": "2026-09-07 16:37:12.749291+00:00", "courses": { 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"source_course_id": "010350", "source_subject_id": "490", "title": "Master's Research and Thesis", "credits_min": 1, "credits_max": 9, "typically_offered": "Occasionally" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:11829", "term_id": "1272", "source_section_id": "11829", "identity_basis": "class_number", "section_number": "027", "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:1272:12108", "term_id": "1272", "source_section_id": "12108", "identity_basis": "class_number", "section_number": "028", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 0, "waitlisted": 0, 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"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:1272:19436", "term_id": "1272", "source_section_id": "19436", "identity_basis": "class_number", "section_number": "071", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 1, "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:1272:19437", "term_id": "1272", "source_section_id": "19437", "identity_basis": "class_number", "section_number": "011", "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:1272:19442", "term_id": "1272", "source_section_id": "19442", "identity_basis": "class_number", "section_number": "012", "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:1272:21013", "term_id": "1272", "source_section_id": "21013", "identity_basis": "class_number", "section_number": "009", "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:1272:21879", "term_id": "1272", "source_section_id": "21879", "identity_basis": "class_number", "section_number": "010", "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:1272:26683", "term_id": "1272", "source_section_id": "26683", "identity_basis": "class_number", "section_number": "016", "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:1272:26724", "term_id": "1272", "source_section_id": "26724", "identity_basis": "class_number", "section_number": "019", "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:1272:26807", "term_id": "1272", "source_section_id": "26807", "identity_basis": "class_number", "section_number": "013", "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:1272:28555", "term_id": "1272", "source_section_id": "28555", "identity_basis": "class_number", "section_number": "020", "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:1272:30459", "term_id": "1272", "source_section_id": "30459", "identity_basis": "class_number", "section_number": "041", "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:1272:32854", "term_id": "1272", "source_section_id": "32854", "identity_basis": "class_number", "section_number": "007", "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:1272:32961", "term_id": "1272", "source_section_id": "32961", "identity_basis": "class_number", "section_number": "024", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 1, "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:1272:33839", "term_id": "1272", "source_section_id": "33839", "identity_basis": "class_number", "section_number": "072", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 1, "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_204744c8b423294e1e91b1dd", "source": "madgrades", "source_instructor_id": "3318249", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DAREK J CEGLAREK", "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": null, "graded": 0, "counts": [ 0, 0, 0, 0, 0, 0, 0 ], "sections": 12 }, "instructor_url": "/instructors/DAREK_J_CEGLAREK" }, { "instructor_uid": "instructor_2e1d2f75dd4930dd57d4d2da", "source": "madgrades", "source_instructor_id": "733535", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BEN-TZION KARSH", "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": 3.221, "graded": 274, "counts": [ 78, 55, 93, 26, 14, 6, 2 ], "sections": 39 }, "instructor_url": "/instructors/BEN-TZION_KARSH" }, { "instructor_uid": "instructor_a46fa92c17e24c18c52fa903", "source": "madgrades", "source_instructor_id": "2600035", "identity_basis": "source_id", "identity_status": "source_identified", "name": "RAJAN SURI", "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": 3.779, "graded": 120, "counts": [ 87, 18, 10, 5, 0, 0, 0 ], "sections": 12 }, "instructor_url": "/instructors/RAJAN_SURI--instructor_a46fa92c17e24c18c52fa903" }, { "instructor_uid": "instructor_e6734e4fc897e51310f0240f", "source": "madgrades", "source_instructor_id": "2600861", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DHARMARAJ VEERAMANI", "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": 3.897, "graded": 819, "counts": [ 669, 132, 18, 0, 0, 0, 0 ], "sections": 87 }, "instructor_url": "/instructors/DHARMARAJ_VEERAMANI--instructor_e6734e4fc897e51310f0240f" }, { "instructor_uid": "instructor_58f6cf40228e1a94cbc24937", "source": "madgrades", "source_instructor_id": "2600096", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LEYUAN SHI", "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": 3, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:587712", "source_url": "https://www.ratemyprofessors.com/professor/587712", "match_basis": "exact_name", "observed_at": "2026-09-07 16:23:28.899634+00:00", "courses": { "course_09c039c86b53e8a4f43692e5": { "review_count": 2, "quality": 3, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.5997143486787233, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.452, "graded": 879, "counts": [ 374, 234, 153, 71, 37, 9, 1 ], "sections": 98 }, "instructor_url": "/instructors/LEYUAN_SHI--instructor_58f6cf40228e1a94cbc24937" }, { "instructor_uid": "instructor_b6896ef5c3bfe55b3a1fcf72", "source": "madgrades", "source_instructor_id": "622100", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MARK P FINSTER", "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": 3.671, "graded": 584, "counts": [ 298, 206, 66, 10, 4, 0, 0 ], "sections": 50 }, "instructor_url": "/instructors/MARK_P_FINSTER--instructor_b6896ef5c3bfe55b3a1fcf72" }, { "instructor_uid": "instructor_f140abf49564c858ba3f23db", "source": "madgrades", "source_instructor_id": "196132", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PATRICIA FLATLEY BRENNAN", "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": 3.55, "graded": 270, "counts": [ 127, 78, 47, 11, 4, 1, 2 ], "sections": 70 }, "instructor_url": "/instructors/PATRICIA_FLATLEY_BRENNAN--instructor_f140abf49564c858ba3f23db" }, { "instructor_uid": "instructor_100690f58c4672983a7f177c", "source": "madgrades", "source_instructor_id": "1501182", "identity_basis": "source_id", "identity_status": "source_identified", "name": "OGUZHAN ALAGOZ", "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": 3, "quality": 4.67, "difficulty": 2, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:2377358", "source_url": "https://www.ratemyprofessors.com/professor/2377358", "match_basis": "exact_name", "observed_at": "2026-09-07 16:13:17.116228+00:00", "courses": { "course_79b5e9b5db80577aeb7f07f1": { "review_count": 2, "quality": 5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 }, "course_2dfc38bd1da712336fd25ec2": { "review_count": 1, "quality": 4, "difficulty": 1, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.79146589873617, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.673, "graded": 709, "counts": [ 434, 156, 84, 19, 9, 5, 2 ], "sections": 112 }, "instructor_url": "/instructors/OGUZHAN_ALAGOZ--instructor_100690f58c4672983a7f177c" }, { "instructor_uid": "instructor_cc3bb85160c433300baa2e02", "source": "madgrades", "source_instructor_id": "712619", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HAROLD JUDE STEUDEL", "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": 3.868, "graded": 1273, "counts": [ 1046, 155, 53, 11, 5, 1, 2 ], "sections": 51 }, "instructor_url": "/instructors/HAROLD_JUDE_STEUDEL--instructor_cc3bb85160c433300baa2e02" }, { "instructor_uid": "instructor_f10fe0107e82d9121edcce07", "source": "madgrades", "source_instructor_id": "3041343", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DAVID ZIMMERMAN", "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": 143, "quality": 3.97, "difficulty": 3.24, "quality_count": 143, "difficulty_count": 143, "profile_id": "rmp:139649", "source_url": "https://www.ratemyprofessors.com/professor/139649", "match_basis": "exact_name", "observed_at": "2026-09-07 16:44:16.864859+00:00", "courses": { "course_3c3dc93169efc66289871184": { "review_count": 2, "quality": 5, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 }, "course_146e4c482bacab784a61cd07": { "review_count": 2, "quality": 4, "difficulty": 2, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.931924636017987, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.914, "graded": 145, "counts": [ 132, 9, 2, 0, 1, 0, 1 ], "sections": 69 }, "instructor_url": "/instructors/DAVID_ZIMMERMAN--instructor_f10fe0107e82d9121edcce07" }, { "instructor_uid": "instructor_3bfb9698df128aba89bf336b", "source": "madgrades", "source_instructor_id": "2601884", "identity_basis": "source_id", "identity_status": "source_identified", "name": "VICKI BIER", "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": 3, "quality": 3.33, "difficulty": 2.67, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:1516986", "source_url": "https://www.ratemyprofessors.com/professor/1516986", "match_basis": "exact_name", "observed_at": "2026-09-07 16:00:09.055608+00:00", "courses": { "course_465855ee8f77f31be2f79f78": { "review_count": 3, "quality": 3.33, "difficulty": 2.67, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.6166832900405175, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.335, "graded": 1674, "counts": [ 627, 398, 331, 169, 122, 23, 4 ], "sections": 108 }, "instructor_url": "/instructors/VICKI_BIER" }, { "instructor_uid": "instructor_a024889f69bb0f9c42fc25ce", "source": "madgrades", "source_instructor_id": "1460411", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ANANTH KRISHNAMURTHY", "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": 3.71, "graded": 1096, "counts": [ 639, 306, 129, 20, 1, 0, 1 ], "sections": 94 }, "instructor_url": "/instructors/ANANTH_KRISHNAMURTHY" }, { "instructor_uid": "instructor_69acaecbe3f897984597e5a9", "source": "madgrades", "source_instructor_id": "1102923", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PASCALE CARAYON", "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": 3, "quality": 3, "difficulty": 3.67, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:1174922", "source_url": "https://www.ratemyprofessors.com/professor/1174922", "match_basis": "exact_name", "observed_at": "2026-09-07 16:12:47.325456+00:00", "courses": { "course_6f13e98ae68bbc257936b9c2": { "review_count": 1, "quality": 4, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.5736398117796484, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.74, "graded": 467, "counts": [ 284, 130, 48, 3, 2, 0, 0 ], "sections": 98 }, "instructor_url": "/instructors/PASCALE_CARAYON--instructor_69acaecbe3f897984597e5a9" }, { "instructor_uid": "instructor_3dbbd9bb40e74cae2a0f09e2", "source": "madgrades", "source_instructor_id": "4256800", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JEFFREY LINDEROTH", 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