# CBE 790: Master's Research or Thesis | UW–Madison [View on UW Courses](https://uwcourses.com/courses/CBE_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 e209dafffa496a583e0bb885a50884fa38a13b35a31a1e2d50c3a8c93eb6280b ### course id CBE 790 ### course uid course\_fe1406615f7d2e9856ce2a4d ### catalog version id 2b414a0ee29202bb42f5059c65fcb693307c0de5e6c782d9b508734c98701cf7 ### course number 790 ### subjects * CBE ### title MASTER'S RESEARCH OR THESIS ### description Directed study projects arranged with instructor. ### requirements text Consent of instructor ### credits min 1 ### credits max 9 ### credit offering ids * 1272:220:002726 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 27413cd76321f6629574d94591083f046b1c8b78278870cd0f7cbfdccc6a701b ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary CBE 790 is a Master's research or thesis course involving directed study projects arranged with an instructor. ### llm topics None recorded. ### llm skills None recorded. ### llm assumed background None recorded. ### llm search phrases * CBE 790 directed study * Chemical and Biological Engineering masters thesis * CBE graduate research project ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash e7a0d18d0b29067bd07b206c2768ac39c286b4f0c68441b993292970a9e6bb56 #### course id CBE 790 #### current instructors ```json [ { "instructor_uid": "instructor_b95b1389d2e00103c1408ba5", "message": "No course-specific reviews available", "name": "Brian Pfleger", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1358035", "summary": [] }, { "instructor_uid": "instructor_0b3b7e30e4c6360271fbd2f5", "message": "No course-specific reviews available", "name": "Dan Klingenberg", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2864467", "summary": [] }, { "instructor_uid": "instructor_ab15436900619f392af98937", "message": "No course-specific reviews available", "name": "David Lynn", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_4d11e690f08fd4b45156eab2", "message": "No course-specific reviews available", "name": "Eric Shusta", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2409412", "summary": [] }, { "instructor_uid": "instructor_f8624ba541bb541a373bd828", "message": "No course-specific reviews available", "name": "George Huber", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1953065", "summary": [] }, { "instructor_uid": "instructor_bfb10d8389b982f8b444ccb6", "message": "No course-specific reviews available", "name": "Ive Hermans", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2043082", "summary": [] }, { "instructor_uid": "instructor_51729628f5685d0230164822", "message": "No course-specific reviews available", "name": "John Yin", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_35bd823d160a6ff08e25cb94", "message": "No course-specific reviews available", "name": "Manos Mavrikakis", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:324305", "summary": [] }, { "instructor_uid": "instructor_d7d2a6efcc0ce87c6857bd41", "message": "No course-specific reviews available", "name": "Marcel Schreier", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2987666", "summary": [] }, { "instructor_uid": "instructor_755d45692985752f676d3eed", "message": "No course-specific reviews available", "name": "Mike Graham", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_0ea3cada0e1c5e238007c432", "message": "No course-specific reviews available", "name": "Ophelia Venturelli", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_9371ca8dc7441e33c639efb2", "message": "No course-specific reviews available", "name": "Padma Gopalan", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1080919", "summary": [] }, { "instructor_uid": "instructor_920d04f928f95aa677d60ebb", "message": "No course-specific reviews available", "name": "Philip Romero", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_d315a9291cb8e0d4f38b5901", "message": "No course-specific reviews available", "name": "Quentin Dudley", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:3013219", "summary": [] }, { "instructor_uid": "instructor_d391dde243e6aaf4cb20b457", "message": "No course-specific reviews available", "name": "Rose Cersonsky-Adorf", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_498c88041550a24da3362625", "message": "No course-specific reviews available", "name": "Ross Swaney", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:191092", "summary": [] }, { "instructor_uid": "instructor_6ac64be1f50a37c21bd11634", "message": "No course-specific reviews available", "name": "Sean Palecek", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1267141", "summary": [] }, { "instructor_uid": "instructor_0f76077cb3bcf03628cf56c7", "message": "No course-specific reviews available", "name": "Shannon Stahl", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:123919", "summary": [] }, { "instructor_uid": "instructor_74dfe4561fa939926a1c93b9", "message": "No course-specific reviews available", "name": "Siddarth Krishna", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2974236", "summary": [] }, { "instructor_uid": "instructor_0675a13af6f34dddd02b73ae", "message": "No course-specific reviews available", "name": "Styliana Avraamidou", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_5f175e53ea56c3abc939e7bf", "message": "No course-specific reviews available", "name": "Thatcher Root", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:784960", "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": [] } ] ``` #### 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 BRIAN PFLEGER is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 21, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` DAVID LYNN is recorded teaching in Spring 2008, Fall 2011, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 19, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1084", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 19, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1122", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 19, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` ERIC SHUSTA is recorded teaching in Fall 2006. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 16, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1072", "type": "grade" } ] } ``` GEORGE HUBER is recorded teaching in Fall 2016, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 25, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1172", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 25, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1182", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 23, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1184", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 25, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1192", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 23, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 25, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 23, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 25, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 23, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` IVE HERMANS is recorded teaching in Fall 2016, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 24, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1172", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 24, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` JOHN YIN is recorded teaching in Fall 2006, Spring 2007, Fall 2010, Spring 2011. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 18, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1072", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 18, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1074", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 18, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1112", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 18, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1114", "type": "grade" } ] } ``` MARCEL SCHREIER is recorded teaching in Fall 2021, Spring 2022, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 28, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 26, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 28, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` OPHELIA VENTURELLI is recorded teaching in Fall 2019. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 27, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" } ] } ``` PHILIP ROMERO is recorded teaching in Fall 2019, Spring 2020. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 26, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 24, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" } ] } ``` SEAN PALECEK is recorded teaching in Fall 2009, Spring 2010, Fall 2010, Spring 2011, Fall 2011, Spring 2012, Fall 2012, Spring 2013, Spring 2017. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 12, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1102", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 12, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1104", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 12, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1112", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 12, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1114", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 12, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1122", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 12, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1124", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 12, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1132", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 12, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1134", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 12, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1174", "type": "grade" } ] } ``` SHANNON STAHL is recorded teaching in Spring 2022. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 27, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" } ] } ``` SIDDARTH KRISHNA is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 33, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` STYLIANA AVRAAMIDOU is recorded teaching in Fall 2023. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 30, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" } ] } ``` THATCHER W ROOT is recorded teaching in Spring 2007, Fall 2007, Spring 2008, Fall 2015, Spring 2016, Spring 2022, Fall 2022. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 15, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1074", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 15, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1082", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 15, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1084", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 15, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1162", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 15, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1164", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 15, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "CBE 790", "run_id": "20260907T155543-ce3781c4", "section_number": 15, "source_course_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "source_record": { "entity_id": "11a90839-5d69-3682-aa3c-f15d8c33481b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "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_b95b1389d2e00103c1408ba5", "source": "enrollment", "source_instructor_id": "pfleger", "identity_basis": "netid", "identity_status": "source_identified", "name": "Brian Pfleger", "email": "BRIAN.PFLEGER@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": 10, "quality": 4, "difficulty": 3.9, "quality_count": 10, "difficulty_count": 10, "profile_id": "rmp:1358035", "source_url": "https://www.ratemyprofessors.com/professor/1358035", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:06.287340+00:00", "courses": { "course_615ffa9f09a63710d1f4a9cb": { "review_count": 7, "quality": 4.14, "difficulty": 4, "quality_count": 7, "difficulty_count": 7 }, "course_c1a22dc34fa1a1db22cb172f": { "review_count": 1, "quality": 2, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_b5f2d69262376f2247530313": { "review_count": 2, "quality": 4.5, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.7731238556977305, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BRIAN_PFLEGER" }, { "instructor_uid": "instructor_0b3b7e30e4c6360271fbd2f5", "source": "enrollment", "source_instructor_id": "djklinge", "identity_basis": "netid", "identity_status": "source_identified", "name": "Dan Klingenberg", "email": "KLINGEN@ENGR.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": 3, "difficulty": 2, "quality_count": 1, "difficulty_count": 1, "profile_id": "rmp:2864467", "source_url": "https://www.ratemyprofessors.com/professor/2864467", "match_basis": "exact_name", "observed_at": "2026-09-07 16:43:01.777590+00:00", "courses": { "course_c22eaf129e2a987e45bf3a19": { "review_count": 1, "quality": 3, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.6282721748062814, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/DAN_KLINGENBERG" }, { "instructor_uid": "instructor_ab15436900619f392af98937", "source": "enrollment", "source_instructor_id": "mdlynn", "identity_basis": "netid", "identity_status": "source_identified", "name": "David Lynn", "email": "DLYNN@ENGR.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/DAVID_LYNN" }, { "instructor_uid": "instructor_4d11e690f08fd4b45156eab2", "source": "enrollment", "source_instructor_id": "eshusta", "identity_basis": "netid", "identity_status": "source_identified", "name": "Eric Shusta", "email": "ESHUSTA@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": 3, "difficulty": 4, "quality_count": 4, "difficulty_count": 4, "profile_id": "rmp:2409412", "source_url": "https://www.ratemyprofessors.com/professor/2409412", "match_basis": "exact_name", "observed_at": "2026-09-07 16:40:37.305485+00:00", "courses": { "course_3b01d4ddebf2243d0498e4a4": { "review_count": 1, "quality": 4, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_b898f7610d29ecf24f516191": { "review_count": 3, "quality": 2.67, "difficulty": 3.67, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.5497381529554963, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/ERIC_SHUSTA" }, { "instructor_uid": "instructor_f8624ba541bb541a373bd828", "source": "enrollment", "source_instructor_id": "gwhuber", "identity_basis": "netid", "identity_status": "source_identified", "name": "George Huber", "email": "GWHUBER@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": 5, "quality": 2.4, "difficulty": 4, "quality_count": 5, "difficulty_count": 5, "profile_id": "rmp:1953065", "source_url": "https://www.ratemyprofessors.com/professor/1953065", "match_basis": "exact_name", "observed_at": "2026-09-07 16:38:30.573798+00:00", "courses": { "course_1f55ebed1f1f6a86bcb82530": { "review_count": 2, "quality": 2.5, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 }, "course_a080c1efdb87e9c4e8aeb28c": { "review_count": 2, "quality": 3, "difficulty": 4.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.4077486268372765, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/GEORGE_HUBER" }, { "instructor_uid": "instructor_bfb10d8389b982f8b444ccb6", "source": "enrollment", "source_instructor_id": "ihermans", "identity_basis": "netid", "identity_status": "source_identified", "name": "Ive Hermans", "email": 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"002726", "source_subject_id": "220", "title": "Master's Research or 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:1272:11627", "term_id": "1272", "source_section_id": "11627", "identity_basis": "class_number", "section_number": "007", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 1, "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:1272:11657", "term_id": "1272", "source_section_id": "11657", "identity_basis": "class_number", "section_number": "018", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 1, "enrolled": 0, "waitlisted": 0, "start_date": "2026-09-02 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Instruction", "capacity": 0, "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:1272:29935", "term_id": "1272", "source_section_id": "29935", "identity_basis": "class_number", "section_number": "031", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 0, "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:1272:33058", "term_id": "1272", "source_section_id": "33058", "identity_basis": "class_number", "section_number": "032", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 0, "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:1272:33060", "term_id": "1272", "source_section_id": "33060", "identity_basis": "class_number", "section_number": "033", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 0, "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:1272:37314", "term_id": "1272", "source_section_id": "37314", "identity_basis": "class_number", "section_number": "034", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 0, "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_03ce38d253f4c0a25d7d8afd", "source": "madgrades", "source_instructor_id": "3088250", "identity_basis": "source_id", "identity_status": "source_identified", "name": "EMMANOUIL MAVRIKAKIS", "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": 3.308, "graded": 481, "counts": [ 149, 140, 100, 54, 32, 6, 0 ], "sections": 134 }, "instructor_url": "/instructors/EMMANOUIL_MAVRIKAKIS" }, { "instructor_uid": "instructor_1e5da752c557a8677bd646f9", "source": "madgrades", "source_instructor_id": "248462", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JAMES RAWLINGS", "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": 3.102, "graded": 527, "counts": [ 83, 160, 148, 82, 43, 8, 3 ], "sections": 70 }, "instructor_url": "/instructors/JAMES_RAWLINGS" }, { "instructor_uid": "instructor_1ec6809be6c022643bb55792", "source": "madgrades", "source_instructor_id": "3921209", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CHRISTOS T MARAVELIAS", "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": 3.183, "graded": 525, "counts": [ 140, 116, 136, 80, 45, 7, 1 ], "sections": 107 }, "instructor_url": "/instructors/CHRISTOS_T_MARAVELIAS" }, { "instructor_uid": "instructor_858ad181cae61d778732213f", "source": "madgrades", "source_instructor_id": "2600065", "identity_basis": "source_id", "identity_status": "source_identified", "name": "NICHOLAS L ABBOTT", "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": 3.374, "graded": 413, "counts": [ 171, 91, 97, 18, 23, 9, 4 ], "sections": 97 }, "instructor_url": "/instructors/NICHOLAS_L_ABBOTT" }, { "instructor_uid": "instructor_8c488f9afb5668e9aadd5cbf", "source": "madgrades", "source_instructor_id": "2600647", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JOHN YIN", "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": 1455, "counts": [ 485, 327, 288, 183, 127, 27, 18 ], "sections": 137 }, "instructor_url": "/instructors/JOHN_YIN--instructor_8c488f9afb5668e9aadd5cbf" }, { "instructor_uid": "instructor_b2ff59b42541feec178a34ec", "source": "madgrades", "source_instructor_id": "2601450", "identity_basis": "source_id", "identity_status": "source_identified", "name": "THOMAS F KUECH", "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": 2.739, "graded": 308, "counts": [ 27, 57, 88, 52, 62, 18, 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DE PABLO", "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": 3.356, "graded": 177, "counts": [ 65, 45, 41, 7, 17, 2, 0 ], "sections": 61 }, "instructor_url": "/instructors/JUAN_J_DE_PABLO--instructor_ca99d516b95a35ccdb89e0f0" }, { "instructor_uid": "instructor_e6887610c165fc07f6e46996", "source": "madgrades", "source_instructor_id": "986581", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PAUL FRANKLIN NEALEY", "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": 2.91, "graded": 117, "counts": [ 28, 15, 27, 16, 25, 5, 1 ], "sections": 43 }, "instructor_url": "/instructors/PAUL_FRANKLIN_NEALEY--instructor_e6887610c165fc07f6e46996" }, { "instructor_uid": "instructor_f452555199a96ffee5e47f5c", "source": "madgrades", "source_instructor_id": 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16:40:37.305485+00:00", "courses": { "course_3b01d4ddebf2243d0498e4a4": { "review_count": 1, "quality": 4, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_b898f7610d29ecf24f516191": { "review_count": 3, "quality": 2.67, "difficulty": 3.67, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.5497381529554963, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.083, "graded": 898, "counts": [ 285, 107, 230, 68, 189, 16, 3 ], "sections": 185 }, "instructor_url": "/instructors/ERIC_SHUSTA--instructor_f501f2eab1ae3b7925fd864f" }, { "instructor_uid": "instructor_0477c649a826801d62274b9b", "source": "madgrades", "source_instructor_id": "2601181", "identity_basis": "source_id", "identity_status": "source_identified", "name": "THATCHER W ROOT", "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": 3.28, "graded": 2140, 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