# GENBUS 720: Data Visualization for Business Analytics | UW–Madison [View on UW Courses](https://uwcourses.com/courses/GENBUS_720) ## 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 6f07e03e36b9759c9ad06ce90ce422323225ff5a63312beaf561e39a5dc7e1a4 ### course id GENBUS 720 ### course uid course\_e62904c8dbb00e335edc19cb ### catalog version id f508ab30fab298258a86f0b7e83c00abc12ffa0369e4839dcf95a846a45b2648 ### course number 720 ### subjects * GENBUS ### title DATA VISUALIZATION FOR BUSINESS ANALYTICS ### description Introduce students to principles of data visualization and provide hands-on experience using data visualization tools and techniques for business applications. Develop proficiency in current visualization software tools, and leverage these tools for data exploration, insight into decision-making, and data presentation. Recommended for students to have general computing skills and familiarity with MS Word, MS Excel and MS PowerPoint; introductory-level exposure to coding in any language; some R experience; basic statistical literacy, equivalent to at least one semester of statistics. ### requirements text Graduate/professional standing ### credits min 1 ### credits max 2 ### credit offering ids * 1272:231:025321 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 3745f8aeb609f63ef832209a31f81a46d8049c0d1eb740b30a77ea489b090f45 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary GENBUS 720 teaches principles and hands-on application of data visualization tools for business analytics, decision-making, and presentation. ### llm topics * Data visualization principles * Business applications of data visualization * Data exploration and presentation ### llm skills * Data visualization tools and techniques * Data exploration and decision-making insights * Proficiency in visualization software ### llm assumed background * General computing skills and familiarity with MS Office tools * Introductory coding exposure and some R experience * Basic statistical literacy ### llm search phrases * data visualization business analytics * GENBUS 720 R programming * business data visualization tools * data exploration decision making ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash fd4bb8fd893ba398658d5d76284019ba5d8f2b6b55a2ecc653f44bc3acbb0e22 #### course id GENBUS 720 #### current instructors ```json [ { "instructor_uid": "instructor_1b2e8ed2fdc2c04938d4b88a", "message": "No course-specific reviews available", "name": "Qing Liu", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2882262", "summary": [ { "citations": [ { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 50, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 50, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 10, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 11, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 12, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 50, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 10, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 11, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 3.60 GPA, 92.9% A/AB (n=42 letter grades); Fall 2024: 3.66 GPA, 91.9% A/AB (n=172 letter grades); Fall 2025: 3.57 GPA, 79.6% A/AB (n=98 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Fall 2024: 3.66 GPA, 91.9% A/AB (n=172 letter grades); Spring 2025: 3.87 GPA, 93.3% A/AB (n=15 letter grades); Fall 2025: 3.57 GPA, 79.6% A/AB (n=98 letter grades). ```json { "citations": [ { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history QING LIU is recorded teaching in Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 10, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 11, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 10, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 11, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 12, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 50, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 10, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 11, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 50, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 50, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 10, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 11, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 12, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 50, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 10, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 11, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "GENBUS 720", "run_id": "20260907T155543-ce3781c4", "section_number": 12, "source_course_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "source_record": { "entity_id": "cc8ab00d-cb14-3533-a4c8-2b906dd7288c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "Graduate/professional standing", "course": null, "evidence": "Graduate/professional standing", "id": "n0", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | -------- | ------------------ | -------------------------------- | -------------------------------- | ---------------------- | | instructor\_1b2e8ed2fdc2c04938d4b88a | enrollment | qliu3 | netid | source\_identified | Qing Liu | QLIU\@BUS.WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/QING\_LIU | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:231:025321", "course_id": "GENBUS 720", "course_uid": "course_e62904c8dbb00e335edc19cb", "term_id": "1272", "source_course_id": "025321", "source_subject_id": "231", "title": "Data Visualization for Business Analytics", "credits_min": 1, "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:1272:20532", "term_id": "1272", "source_section_id": "20532", "identity_basis": "class_number", "section_number": "010", "section_type": "LEC", "instruction_mode": "Online Only", "capacity": 40, "enrolled": 32, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-10-04 05:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:20746", "term_id": "1272", "source_section_id": "20746", "identity_basis": "class_number", "section_number": "011", "section_type": "LEC", "instruction_mode": "Online Only", "capacity": 40, "enrolled": 31, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-10-04 05:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_e4f89e2975d26f17ef1187ce", "source": "madgrades", "source_instructor_id": "4384738", "identity_basis": "source_id", "identity_status": "source_identified", "name": "QING LIU", "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": 3.53, "graded": 2582, "counts": [ 909, 1087, 447, 116, 20, 2, 1 ], "sections": 80 }, "instructor_url": "/instructors/QING_LIU--instructor_e4f89e2975d26f17ef1187ce" }, { "instructor_uid": "instructor_4d537a6ea61fc9b8c4f4f60a", "source": "madgrades", "source_instructor_id": "5923784", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CAROL LIU", "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": 3.769, "graded": 492, "counts": [ 294, 169, 29, 0, 0, 0, 0 ], "sections": 13 }, "instructor_url": "/instructors/CAROL_LIU--instructor_4d537a6ea61fc9b8c4f4f60a" }, { "instructor_uid": "instructor_1c241ab83c8bca8831d4c79a", "source": "madgrades", "source_instructor_id": "6372756", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JUNGEUN LIM", "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": 3.692, "graded": 650, "counts": [ 341, 236, 60, 8, 5, 0, 0 ], "sections": 18 }, "instructor_url": "/instructors/JUNGEUN_LIM" }, { "instructor_uid": "instructor_9fbf564b455cf0ff69a92620", "source": "madgrades", "source_instructor_id": "6462880", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SUYOUNG MOON", "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": 3.565, "graded": 362, "counts": [ 139, 153, 53, 12, 5, 0, 0 ], "sections": 11 }, "instructor_url": "/instructors/SUYOUNG_MOON" }, { "instructor_uid": "instructor_3015ada0cf27981ba2786718", "source": "madgrades", "source_instructor_id": "6657413", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YIJING XU", "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": 3.667, "graded": 255, "counts": [ 111, 121, 21, 1, 1, 0, 0 ], "sections": 7 }, "instructor_url": "/instructors/YIJING_XU--instructor_3015ada0cf27981ba2786718" }, { "instructor_uid": "instructor_209750169fc478fb67e7e585", "source": "madgrades", "source_instructor_id": "6489217", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YI LIU", "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": 7, "quality": 1.86, "difficulty": 3.14, "quality_count": 7, "difficulty_count": 7, "profile_id": "rmp:1865427", "source_url": "https://www.ratemyprofessors.com/professor/1865427", "match_basis": "exact_name", "observed_at": "2026-09-07 15:57:55.557772+00:00", "courses": { "course_31fb5b7b6bf20ca63e33bd46": { "review_count": 2, "quality": 2, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.1931005804048853, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.781, "graded": 128, "counts": [ 96, 14, 14, 2, 2, 0, 0 ], "sections": 9 }, "instructor_url": "/instructors/YI_LIU--instructor_209750169fc478fb67e7e585" }, { "instructor_uid": "instructor_d39c0242d98688b322522931", "source": "madgrades", "source_instructor_id": "6177944", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YEPENG JIN", "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": 3.542, "graded": 532, "counts": [ 220, 184, 93, 25, 9, 1, 0 ], "sections": 15 }, "instructor_url": "/instructors/YEPENG_JIN--instructor_d39c0242d98688b322522931" }, { "instructor_uid": "instructor_0caeeed03e5c3526ea11da5e", "source": "madgrades", "source_instructor_id": "6460808", "identity_basis": "source_id", "identity_status": "source_identified", "name": "XINGJIAN YOU", "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": 3.534, "graded": 525, "counts": [ 188, 211, 107, 16, 2, 0, 1 ], "sections": 16 }, "instructor_url": "/instructors/XINGJIAN_YOU" }, { "instructor_uid": "instructor_1b2e8ed2fdc2c04938d4b88a", "source": "enrollment", "source_instructor_id": "qliu3", "identity_basis": "netid", "identity_status": "source_identified", "name": "Qing Liu", "email": "QLIU@BUS.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/QING_LIU" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "GENBUS 720", "course_uid": "course_e62904c8dbb00e335edc19cb", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "Qing Liu" ], "a": 20, "ab": 24, "b": 2, "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": 46, "source_aliases": [ "GENBUS 720" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "GENBUS 720", "course_uid": "course_e62904c8dbb00e335edc19cb", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "CAROL LIU", "Qing Liu" ], "a": 54, "ab": 18, "b": 2, "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": 74, "source_aliases": [ "GENBUS 720" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "GENBUS 720", "course_uid": "course_e62904c8dbb00e335edc19cb", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "CAROL LIU", "Qing Liu" ], "a": 100, "ab": 32, "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": 1, "total": 133, "source_aliases": [ "GENBUS 720" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "GENBUS 720", "course_uid": "course_e62904c8dbb00e335edc19cb", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "CAROL LIU", "JUNGEUN LIM", "Qing Liu" ], "a": 81, "ab": 87, "b": 25, "bc": 1, "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": 194, "source_aliases": [ "GENBUS 720" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "GENBUS 720", "course_uid": "course_e62904c8dbb00e335edc19cb", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "JUNGEUN LIM", "Qing Liu", "SUYOUNG MOON" ], "a": 64, "ab": 102, "b": 17, "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": 183, "source_aliases": [ "GENBUS 720" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "GENBUS 720", "course_uid": "course_e62904c8dbb00e335edc19cb", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Qing Liu", "YIJING XU" ], "a": 71, "ab": 87, "b": 12, "bc": 1, "c": 1, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 1, "not_reported": 0, "other": 0, "total": 173, "source_aliases": [ "GENBUS 720" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "GENBUS 720", "course_uid": "course_e62904c8dbb00e335edc19cb", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "YEPENG JIN", "Yi Liu" ], "a": 12, "ab": 2, "b": 1, "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": 15, "source_aliases": [ "GENBUS 720" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "GENBUS 720", "course_uid": "course_e62904c8dbb00e335edc19cb", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Qing Liu", "XINGJIAN YOU" ], "a": 36, "ab": 42, "b": 18, "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": 98, "source_aliases": [ "GENBUS 720" ] } ] ``` ### statistics #### gpa 3.691 #### graded 914 #### counts * 438 * 394 * 77 * 3 * 2 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_e62904c8dbb00e335edc19cb-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_e62904c8dbb00e335edc19cb-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_e62904c8dbb00e335edc19cb-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_e62904c8dbb00e335edc19cb-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_e62904c8dbb00e335edc19cb-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_e62904c8dbb00e335edc19cb-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.6909190371991247 #### count 914 #### university ##### size 3716 ##### gpa Percentile 42 ##### count Percentile 92 ##### median Count 120 ##### 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 | 10 | false | | 2.8–3.2 | 214 | false | | 3.2–3.6 | 923 | false | | 3.6–4.0 | 2569 | true | #### departments ```json [ { "subject": "GENBUS", "comparison": { "size": 41, "gpaPercentile": 30, "countPercentile": 83, "medianCount": 171, "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": 3, "current": false }, { "range": "3.2–3.6", "count": 7, "current": false }, { "range": "3.6–4.0", "count": 31, "current": true } ] } } ] ``` ### terms #### 1202 ##### term 1202 ##### gpa 3.6956521739130435 ##### count 46 ##### university ###### size 1102 ###### gpa Percentile 65 ###### count Percentile 30 ###### median Count 68 ###### 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 | 14 | false | | 2.8–3.2 | 218 | false | | 3.2–3.6 | 371 | false | | 3.6–4.0 | 498 | true | ##### departments ```json [ { "subject": "GENBUS", "comparison": { "size": 12, "gpaPercentile": 73, "countPercentile": 27, "medianCount": 142.5, "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": 3, "current": false }, { "range": "3.2–3.6", "count": 4, "current": false }, { "range": "3.6–4.0", "count": 5, "current": true } ] } } ] ``` #### 1212 ##### term 1212 ##### gpa 3.8513513513513513 ##### count 74 ##### university ###### size 1111 ###### gpa Percentile 77 ###### count Percentile 52 ###### median Count 68 ###### 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 | 4 | false | | 2.8–3.2 | 159 | false | | 3.2–3.6 | 337 | false | | 3.6–4.0 | 611 | true | ##### departments ```json [ { "subject": "GENBUS", "comparison": { "size": 15, "gpaPercentile": 100, "countPercentile": 43, "medianCount": 108, "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": 3, "current": false }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 10, "current": true } ] } } ] ``` #### 1222 ##### term 1222 ##### gpa 3.878787878787879 ##### count 132 ##### university ###### size 1157 ###### gpa Percentile 82 ###### count Percentile 76 ###### median Count 64 ###### 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 | 17 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 351 | false | | 3.6–4.0 | 614 | true | ##### departments ```json [ { "subject": "GENBUS", "comparison": { "size": 14, "gpaPercentile": 77, "countPercentile": 46, "medianCount": 159, "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": 4, "current": false }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 8, "current": true } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.6391752577319587 ##### count 194 ##### university ###### size 1216 ###### gpa Percentile 50 ###### count Percentile 86 ###### 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 | 2 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 356 | false | | 3.6–4.0 | 670 | true | ##### departments ```json [ { "subject": "GENBUS", "comparison": { "size": 14, "gpaPercentile": 46, "countPercentile": 46, "medianCount": 213.5, "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": 4, "current": false }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 8, "current": true } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.628415300546448 ##### count 183 ##### university ###### size 1295 ###### gpa Percentile 47 ###### count Percentile 85 ###### median Count 67 ###### 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 | 2 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 162 | false | | 3.2–3.6 | 394 | false | | 3.6–4.0 | 726 | true | ##### departments ```json [ { "subject": "GENBUS", "comparison": { "size": 17, "gpaPercentile": 50, "countPercentile": 56, "medianCount": 165, "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": 4, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 10, "current": true } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.6569767441860463 ##### count 172 ##### university ###### size 1333 ###### gpa Percentile 48 ###### count Percentile 83 ###### median Count 69 ###### 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 | 14 | false | | 2.8–3.2 | 115 | false | | 3.2–3.6 | 431 | false | | 3.6–4.0 | 773 | true | ##### departments ```json [ { "subject": "GENBUS", "comparison": { "size": 19, "gpaPercentile": 44, "countPercentile": 56, "medianCount": 158, "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": 6, "current": false }, { "range": "3.6–4.0", "count": 12, "current": true } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.8666666666666667 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | GENBUS | | #### 1262 ##### term 1262 ##### gpa 3.566326530612245 ##### count 98 ##### university ###### size 1320 ###### gpa Percentile 36 ###### count Percentile 65 ###### 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 | true | | 3.6–4.0 | 797 | false | ##### departments ```json [ { "subject": "GENBUS", "comparison": { "size": 27, "gpaPercentile": 35, "countPercentile": 50, "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": true }, { "range": "3.6–4.0", "count": 17, "current": false } ] } } ] ``` ### benchmarks #### all ##### school ###### size 3716 ###### gpa 3.6899746206439836 ###### top Share 83.83505698525799 ###### count 120 ##### GENBUS ###### size 41 ###### gpa 3.692960844520964 ###### top Share 84.2780322087335 ###### count 171 #### terms ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ###### GENBUS ###### size 12 ###### gpa 3.4700941628344775 ###### top Share 69.89874080712373 ###### count 142.5 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### GENBUS ###### size 15 ###### gpa 3.5535569622883747 ###### top Share 77.85717446541024 ###### count 108 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### GENBUS ###### size 14 ###### gpa 3.551946491046825 ###### top Share 74.99848684806021 ###### count 159 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### GENBUS ###### size 14 ###### gpa 3.514889967225248 ###### top Share 75.15171041645179 ###### count 213.5 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### GENBUS ###### size 17 ###### gpa 3.5660961080678772 ###### top Share 79.49715725336021 ###### count 165 ##### 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 ## instructor Trends ```json [ { "uid": "instructor_e4f89e2975d26f17ef1187ce", "name": "QING LIU", "count": 758, "terms": [ { "term": "1202", "count": 46, "sections": 2, "gpa": 3.6956521739130435 }, { "term": "1212", "count": 74, "sections": 2, "gpa": 3.8513513513513513 }, { "term": "1222", "count": 132, "sections": 3, "gpa": 3.878787878787879 }, { "term": "1232", "count": 194, "sections": 4, "gpa": 3.6391752577319587 }, { "term": "1242", "count": 42, "sections": 1, "gpa": 3.5952380952380953 }, { "term": "1252", "count": 172, "sections": 4, "gpa": 3.6569767441860463 }, { "term": "1262", "count": 98, "sections": 4, "gpa": 3.566326530612245 } ] }, { "uid": "instructor_4d537a6ea61fc9b8c4f4f60a", "name": "CAROL LIU", "count": 354, "terms": [ { "term": "1212", "count": 74, "sections": 2, "gpa": 3.8513513513513513 }, { "term": "1222", "count": 132, "sections": 3, "gpa": 3.878787878787879 }, { "term": "1232", "count": 148, "sections": 3, "gpa": 3.679054054054054 } ] }, { "uid": "instructor_1c241ab83c8bca8831d4c79a", "name": "JUNGEUN LIM", "count": 187, "terms": [ { "term": "1232", "count": 46, "sections": 1, "gpa": 3.510869565217391 }, { "term": "1242", "count": 141, "sections": 3, "gpa": 3.6382978723404253 } ] }, { "uid": "instructor_9fbf564b455cf0ff69a92620", "name": "SUYOUNG MOON", "count": 183, "terms": [ { "term": "1242", "count": 183, "sections": 4, "gpa": 3.628415300546448 } ] }, { "uid": "instructor_3015ada0cf27981ba2786718", "name": "YIJING XU", "count": 172, "terms": [ { "term": "1252", "count": 172, "sections": 4, "gpa": 3.6569767441860463 } ] }, { "uid": "instructor_0caeeed03e5c3526ea11da5e", "name": "XINGJIAN YOU", "count": 98, "terms": [ { "term": "1262", "count": 98, "sections": 4, "gpa": 3.566326530612245 } ] }, { "uid": "instructor_209750169fc478fb67e7e585", "name": "YI LIU", "count": 15, "terms": [ { "term": "1254", "count": 15, "sections": 1, "gpa": 3.8666666666666667 } ] }, { "uid": "instructor_d39c0242d98688b322522931", "name": "YEPENG JIN", "count": 15, "terms": [ { "term": "1254", "count": 15, "sections": 1, "gpa": 3.8666666666666667 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### interval #### lower 3.46 #### upper 3.84 #### coverage 80 #### terms 4 ### gpa 3.648888316700704 ### grades | grade | percentage | | ----- | ------------------- | | A | 42.99978759240795 | | AB | 45.182327461839186 | | B | 10.855555575678084 | | BC | 0.5204194336352538 | | C | 0.44190993643951487 | | D | 0 | | F | 0 | ### source Terms * 1262 * 1252 * 1242 * 1232 * 1222 ### source Count 779 ### same Season true ### historical Range * 3.5663265306122445 * 3.878787878787879 ### backtest #### terms 4 #### gpa Error 0.12895462994229634 #### mix Error 17.663631015747583