# GENBUS 308: Cloud Analytics and Artificial Intelligence Tools for Business | UW–Madison [View on UW Courses](https://uwcourses.com/courses/GENBUS_308) ## 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 0435bfbbfbca192ee3d45cf5d3d80c826029fa19e3e3ac92e7ae3221cbe75d89 ### course id GENBUS 308 ### course uid course\_02d7a8ec033448f8518d0cd4 ### catalog version id 94a6538cb1af1c97160392ad1c5b136c093ddc6b61cb99950cefb9fc1057572b ### course number 308 ### subjects * GENBUS ### title CLOUD ANALYTICS AND ARTIFICIAL INTELLIGENCE TOOLS FOR BUSINESS ### description Apply statistics and data literacy to business problems using popular analytics and artificial intelligence tools in the cloud. ### requirements text GEN BUS 307,317,ECON 400,410, or declared in undergraduate Business Exchange program ### credits min 2 ### credits max 2 ### credit offering ids * 1272:231:026555 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 90ebfb8452f42f2f25d41f4557fe6ee894d46d1ed7bf00b7e74a540a926dbdc7 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary GENBUS 308 teaches students to apply statistics and data literacy to business problems using cloud-based analytics and AI tools. ### llm topics * Business analytics and artificial intelligence. * Data literacy. ### llm skills * Applying statistics and data literacy to business problems. * Using analytics and AI tools in the cloud. ### llm assumed background * Predictive and prescriptive analytics using modeling and optimization tools. * Statistical inference, regression, and time series models in a business context. * Applied econometrics and statistical methods for empirical research. ### llm search phrases * cloud analytics business tools * AI tools for business * GENBUS 308 prerequisites * business data literacy ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 80edfbe4961175496945fe72aef1b49110f588dcf4943ef9aaf51969d6cd9f0f #### course id GENBUS 308 #### current instructors ```json [ { "instructor_uid": "instructor_5a6dda7663ea51b03455e19d", "message": null, "name": "Bipin Karunakaran", "review_status": "supported", "rmp_instructor_id": "rmp:3009325", "summary": [ { "citations": [ { "instructor_name": "Bipin Karunakaran", "review_date": "2025-11-20 14:21:59 +0000 UTC", "review_id": "0dd59af79b213dd582b3c83e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQxOTEyODkz", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" }, { "instructor_name": "Bipin Karunakaran", "review_date": "2026-03-19 15:31:34 +0000 UTC", "review_id": "be91752957e4b11d1c436210", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQyNzE1Mzkz", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" }, { "instructor_name": "Bipin Karunakaran", "review_date": "2026-05-03 23:14:40 +0000 UTC", "review_id": "7d617332e311d74e3f3d8a24", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQzMDEyNDMw", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" } ], "text": "Bipin Karunakaran is described as unorganized with confusing code and sidetracking lectures, leading to student frustration. Some reviewers found his quizzes unpredictable and heavily weighted, while others noted he is a tech-focused instructor rather than a polished lecturer." }, { "citations": [ { "instructor_name": "Bipin Karunakaran", "review_date": "2026-02-26 20:44:34 +0000 UTC", "review_id": "660b17ac1105614e072f87fe", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQyNjQ4Njc5", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" }, { "instructor_name": "Bipin Karunakaran", "review_date": "2026-03-21 00:37:48 +0000 UTC", "review_id": "fdaa65eedaead5b1e8b872f9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQyNzIwNTgx", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" }, { "instructor_name": "Bipin Karunakaran", "review_date": "2026-03-21 00:48:15 +0000 UTC", "review_id": "81b3c4efb569a86014dd97a8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQyNzIwNjA3", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" }, { "instructor_name": "Bipin Karunakaran", "review_date": "2026-04-04 18:50:08 +0000 UTC", "review_id": "00f984876c627910274e61b3", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQyNzgwMzE3", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" } ], "text": "Other students found Karunakaran friendly, patient, and passionate about data topics, appreciating the hands-on, practical nature of the coursework. These reviewers highlighted that the course is easy, with helpful lectures and slides that support learning real-world business skills." }, { "citations": [ { "course_id": "GENBUS 308", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "source_record": { "entity_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "GENBUS 308", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "source_record": { "entity_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "GENBUS 308", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "source_record": { "entity_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "GENBUS 308", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "source_record": { "entity_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Fall 2025: 3.92 GPA, 95.5% A/AB (n=89 letter grades); Spring 2026: 3.71 GPA, 83.5% A/AB (n=115 letter grades)." } ] } ] ``` #### difficulty workload Reviewers generally characterize the course as easy, though one notes grades rely on unpredictable quizzes with unmentioned material. Others highlight the workload involves practical coding and machine learning models. ```json { "citations": [ { "instructor_name": "Bipin Karunakaran", "review_date": "2025-11-20 14:21:59 +0000 UTC", "review_id": "0dd59af79b213dd582b3c83e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQxOTEyODkz", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" }, { "instructor_name": "Bipin Karunakaran", "review_date": "2026-03-19 15:31:34 +0000 UTC", "review_id": "be91752957e4b11d1c436210", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQyNzE1Mzkz", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" }, { "instructor_name": "Bipin Karunakaran", "review_date": "2026-03-21 00:37:48 +0000 UTC", "review_id": "fdaa65eedaead5b1e8b872f9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQyNzIwNTgx", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" }, { "instructor_name": "Bipin Karunakaran", "review_date": "2026-05-03 23:14:40 +0000 UTC", "review_id": "7d617332e311d74e3f3d8a24", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQzMDEyNDMw", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" } ] } ``` #### errors None recorded. #### historical context None recorded. #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Bipin Karunakaran teaches a practical, hands-on course that students found useful for career preparation and easy to succeed in. He is described as friendly, patient, and passionate about data topics. ```json { "citations": [ { "instructor_name": "Bipin Karunakaran", "review_date": "2026-02-26 20:44:34 +0000 UTC", "review_id": "660b17ac1105614e072f87fe", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQyNjQ4Njc5", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" }, { "instructor_name": "Bipin Karunakaran", "review_date": "2026-03-21 00:37:48 +0000 UTC", "review_id": "fdaa65eedaead5b1e8b872f9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQyNzIwNTgx", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" }, { "instructor_name": "Bipin Karunakaran", "review_date": "2026-03-21 00:48:15 +0000 UTC", "review_id": "81b3c4efb569a86014dd97a8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQyNzIwNjA3", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" }, { "instructor_name": "Bipin Karunakaran", "review_date": "2026-04-04 18:50:08 +0000 UTC", "review_id": "00f984876c627910274e61b3", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQyNzgwMzE3", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.69 GPA, 84.6% A/AB (n=26 letter grades); Fall 2025: 3.92 GPA, 95.5% A/AB (n=89 letter grades); Spring 2026: 3.71 GPA, 83.5% A/AB (n=115 letter grades). ```json { "citations": [ { "course_id": "GENBUS 308", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "GENBUS 308", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "GENBUS 308", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Some students report frustration with Karunakaran’s organization, citing invalid code examples, sidetracking, and unclear lectures. One reviewer found the material confusing due to technical errors and poor lecturing. ```json { "citations": [ { "instructor_name": "Bipin Karunakaran", "review_date": "2025-11-20 14:21:59 +0000 UTC", "review_id": "0dd59af79b213dd582b3c83e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQxOTEyODkz", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" }, { "instructor_name": "Bipin Karunakaran", "review_date": "2026-03-19 15:31:34 +0000 UTC", "review_id": "be91752957e4b11d1c436210", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQyNzE1Mzkz", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" }, { "instructor_name": "Bipin Karunakaran", "review_date": "2026-05-03 23:14:40 +0000 UTC", "review_id": "7d617332e311d74e3f3d8a24", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3009325", "source_review_id": "UmF0aW5nLTQzMDEyNDMw", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history BIPIN KARUNAKARAN is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "GENBUS 308", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "source_record": { "entity_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "GENBUS 308", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "source_record": { "entity_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "GENBUS 308", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "source_record": { "entity_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "GENBUS 308", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "source_record": { "entity_id": "6c8eff0d-402e-3164-a68d-eed846b9eb88", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3", "n4", "n5" ], "condition": null, "course": null, "evidence": "GEN BUS 307,317,ECON 400,410, or declared in undergraduate Business Exchange program", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 307, "minimum_grade": null, "subjects": [ "GENBUS" ], "timing": "prior" }, "evidence": "GEN BUS 307", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 317, "minimum_grade": null, "subjects": [ "GENBUS" ], "timing": "prior" }, "evidence": "317", "id": "n2", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 400, "minimum_grade": null, "subjects": [ "ECON" ], "timing": "prior" }, "evidence": "ECON 400", "id": "n3", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 410, "minimum_grade": null, "subjects": [ "ECON" ], "timing": "prior" }, "evidence": "410", "id": "n4", "kind": "course" }, { "children": [], "condition": "declared in undergraduate Business Exchange program", "course": null, "evidence": "declared in undergraduate Business Exchange program", "id": "n5", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_5a6dda7663ea51b03455e19d", "source": "enrollment", "source_instructor_id": "bkarunakaran", "identity_basis": "netid", "identity_status": "source_identified", "name": "Bipin Karunakaran", "email": "BIPIN.KARUNAKARAN@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": 3.5, "difficulty": 2.62, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:3009325", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:44.388395+00:00", "courses": { "course_568bb2af4f28391287f8904e": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_02d7a8ec033448f8518d0cd4": { "review_count": 7, "quality": 3.29, "difficulty": 2.57, "quality_count": 7, "difficulty_count": 7 } }, "bayesian_quality": 3.614061273961854, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BIPIN_KARUNAKARAN" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:231:026555", "course_id": "GENBUS 308", "course_uid": "course_02d7a8ec033448f8518d0cd4", "term_id": "1272", "source_course_id": "026555", "source_subject_id": "231", "title": "Cloud Analytics and Artificial Intelligence Tools for Business", "credits_min": 2, "credits_max": 2, "typically_offered": "Not Applicable" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:28876", "term_id": "1272", "source_section_id": "28876", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 54, "enrolled": 53, "waitlisted": 11, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-10-18 05:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:28877", "term_id": "1272", "source_section_id": "28877", "identity_basis": "class_number", "section_number": "301", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 54, "enrolled": 53, "waitlisted": 11, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-10-18 05:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:28878", "term_id": "1272", "source_section_id": "28878", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 54, "enrolled": 52, "waitlisted": 7, "start_date": "2026-10-19 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:1272:28879", "term_id": "1272", "source_section_id": "28879", "identity_basis": "class_number", "section_number": "302", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 54, "enrolled": 52, "waitlisted": 7, "start_date": "2026-10-19 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_dc3304457085d3bfbb7f5017", "source": "madgrades", "source_instructor_id": "6587437", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KATIE GAERTNER", "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": 3.824, "graded": 876, "counts": [ 703, 105, 45, 4, 10, 5, 4 ], "sections": 24 }, "instructor_url": "/instructors/KATIE_GAERTNER--instructor_dc3304457085d3bfbb7f5017" }, { "instructor_uid": "instructor_ebd61c92bd2c2719e9d7b376", "source": "madgrades", "source_instructor_id": "6586906", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BIPIN KARUNAKARAN", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 8, "quality": 3.5, "difficulty": 2.62, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:3009325", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:44.388395+00:00", "courses": { "course_568bb2af4f28391287f8904e": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_02d7a8ec033448f8518d0cd4": { "review_count": 7, "quality": 3.29, "difficulty": 2.57, "quality_count": 7, "difficulty_count": 7 } }, "bayesian_quality": 3.614061273961854, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.614, "graded": 917, "counts": [ 530, 189, 124, 43, 26, 1, 4 ], "sections": 18 }, "instructor_url": "/instructors/BIPIN_KARUNAKARAN--instructor_ebd61c92bd2c2719e9d7b376" }, { "instructor_uid": "instructor_5a6dda7663ea51b03455e19d", "source": "enrollment", "source_instructor_id": "bkarunakaran", "identity_basis": "netid", "identity_status": "source_identified", "name": "Bipin Karunakaran", "email": "BIPIN.KARUNAKARAN@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": 3.5, "difficulty": 2.62, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:3009325", "source_url": "https://www.ratemyprofessors.com/professor/3009325", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:44.388395+00:00", "courses": { "course_568bb2af4f28391287f8904e": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_02d7a8ec033448f8518d0cd4": { "review_count": 7, "quality": 3.29, "difficulty": 2.57, "quality_count": 7, "difficulty_count": 7 } }, "bayesian_quality": 3.614061273961854, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BIPIN_KARUNAKARAN" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "GENBUS 308", "course_uid": "course_02d7a8ec033448f8518d0cd4", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Katie Gaertner" ], "a": 11, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 11, "source_aliases": [ "GENBUS 308" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "GENBUS 308", "course_uid": "course_02d7a8ec033448f8518d0cd4", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Katie Gaertner" ], "a": 12, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 12, "source_aliases": [ "GENBUS 308" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "GENBUS 308", "course_uid": "course_02d7a8ec033448f8518d0cd4", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Katie Gaertner" ], "a": 18, "ab": 4, "b": 2, "bc": 0, "c": 2, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 26, "source_aliases": [ "GENBUS 308" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "GENBUS 308", "course_uid": "course_02d7a8ec033448f8518d0cd4", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Bipin Karunakaran" ], "a": 81, "ab": 4, "b": 2, "bc": 1, "c": 1, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 89, "source_aliases": [ "GENBUS 308" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "GENBUS 308", "course_uid": "course_02d7a8ec033448f8518d0cd4", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Bipin Karunakaran" ], "a": 80, "ab": 16, "b": 17, "bc": 0, "c": 0, "d": 0, "f": 2, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 115, "source_aliases": [ "GENBUS 308" ] } ] ``` ### statistics #### gpa 3.808 #### graded 253 #### counts * 202 * 24 * 21 * 1 * 3 * 0 * 2 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_02d7a8ec033448f8518d0cd4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_02d7a8ec033448f8518d0cd4-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_02d7a8ec033448f8518d0cd4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_02d7a8ec033448f8518d0cd4-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_02d7a8ec033448f8518d0cd4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_02d7a8ec033448f8518d0cd4-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_02d7a8ec033448f8518d0cd4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_02d7a8ec033448f8518d0cd4-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_02d7a8ec033448f8518d0cd4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_02d7a8ec033448f8518d0cd4-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.808300395256917 #### count 253 #### university ##### size 3497 ##### gpa Percentile 58 ##### count Percentile 79 ##### median Count 92 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 13 | false | | 2.8–3.2 | 187 | false | | 3.2–3.6 | 894 | false | | 3.6–4.0 | 2403 | true | #### departments ```json [ { "subject": "GENBUS", "comparison": { "size": 45, "gpaPercentile": 59, "countPercentile": 55, "medianCount": 232, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 2, "current": false }, { "range": "3.2–3.6", "count": 8, "current": false }, { "range": "3.6–4.0", "count": 35, "current": true } ] } } ] ``` ### terms #### 1244 ##### term 1244 ##### gpa 4 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | GENBUS | | #### 1252 ##### term 1252 ##### gpa 4 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | GENBUS | | #### 1254 ##### term 1254 ##### gpa 3.6923076923076925 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | GENBUS | | #### 1262 ##### term 1262 ##### gpa 3.9157303370786516 ##### count 89 ##### university ###### size 1320 ###### gpa Percentile 82 ###### count Percentile 59 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | false | | 3.6–4.0 | 797 | true | ##### departments ```json [ { "subject": "GENBUS", "comparison": { "size": 27, "gpaPercentile": 92, "countPercentile": 42, "medianCount": 98, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 9, "current": false }, { "range": "3.6–4.0", "count": 17, "current": true } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.7130434782608694 ##### count 115 ##### university ###### size 1283 ###### gpa Percentile 53 ###### count Percentile 74 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 20 | false | | 2.8–3.2 | 130 | false | | 3.2–3.6 | 343 | false | | 3.6–4.0 | 789 | true | ##### departments ```json [ { "subject": "GENBUS", "comparison": { "size": 30, "gpaPercentile": 52, "countPercentile": 69, "medianCount": 79, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 7, "current": false }, { "range": "3.6–4.0", "count": 22, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 3497 ###### gpa 3.6919469846564397 ###### top Share 83.92346882613002 ###### count 92 ##### GENBUS ###### size 45 ###### gpa 3.7055330319410857 ###### top Share 84.88254113316262 ###### count 232 #### terms ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### GENBUS ###### size 19 ###### gpa 3.534713725247456 ###### top Share 74.84471631838613 ###### count 100 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### GENBUS ###### size 19 ###### gpa 3.6363102953835043 ###### top Share 81.30939457403292 ###### count 158 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### GENBUS ###### size 28 ###### gpa 3.642800867856554 ###### top Share 80.80715279553331 ###### count 83 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### GENBUS ###### size 27 ###### gpa 3.655019994289601 ###### top Share 82.47740840714685 ###### count 98 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### GENBUS ###### size 30 ###### gpa 3.6817668874579623 ###### top Share 83.39332566820664 ###### count 79 ## instructor Trends ```json [ { "uid": "instructor_ebd61c92bd2c2719e9d7b376", "name": "BIPIN KARUNAKARAN", "count": 204, "terms": [ { "term": "1262", "count": 89, "sections": 2, "gpa": 3.9157303370786516 }, { "term": "1264", "count": 115, "sections": 2, "gpa": 3.7130434782608694 } ] }, { "uid": "instructor_dc3304457085d3bfbb7f5017", "name": "KATIE GAERTNER", "count": 49, "terms": [ { "term": "1244", "count": 11, "sections": 1, "gpa": 4 }, { "term": "1252", "count": 12, "sections": 1, "gpa": 4 }, { "term": "1254", "count": 26, "sections": 1, "gpa": 3.6923076923076925 } ] } ] ``` ## following None recorded.