# STAT 340: Data Science Modeling II | UW–Madison [View on UW Courses](https://uwcourses.com/courses/STAT_340) ## 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 f8bf554322b84198ea6dccdf063ab61f07c85e33f008ed1b32625b69cb1ba446 ### course id STAT 340 ### course uid course\_d2d0c15e32bd1631a6074548 ### catalog version id ed7823b6f412b0a0908e598c7d306f023713c1b927dd88b68cdca6c1b4dbe002 ### course number 340 ### subjects * STAT ### title DATA SCIENCE MODELING II ### description Teaches how to explore, model, and analyze data using R. Topics include basic probability models; the central limit theorem; Monte Carlo simulation; one- and two-sample hypothesis testing; Bayesian inference; linear and logistic regression; ANOVA; the bootstrap; random forests and cross-validation. Features the analysis of real-world data sets and the communication of findings in a clear and reproducible manner within a project setting. ### requirements text (MATH 211, 217, or221) andSTAT 240 ### credits min 4 ### credits max 4 ### credit offering ids * 1272:932:025501 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 884a51ec5f167b92af0a8525f50504fb3d61042fccd619d3d7890e0ef3b14d02 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary STAT 340 teaches data exploration, modeling, and analysis using R, covering probability, simulation, hypothesis testing, Bayesian inference, regression, and machine learning techniques. ### llm topics * Probability models and the central limit theorem * Monte Carlo simulation * Hypothesis testing * Bayesian inference * Linear and logistic regression * Analysis of Variance (ANOVA) * The bootstrap method * Random forests and cross-validation ### llm skills * Data exploration and modeling using R * Statistical inference and advanced modeling techniques * Reproducible data analysis and communication ### llm assumed background * Prerequisites in calculus and introductory data science/statistics including R, probability, and regression. ### llm search phrases * STAT 340 data science modeling * R programming statistical analysis * Monte Carlo simulation Bayesian inference * linear logistic regression ANOVA ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 26fedef259f6264810ba59918e8d89be80ec1610331ee5b89e27a55d89839868 #### course id STAT 340 #### current instructors ```json [ { "instructor_uid": "instructor_b9e568ab254232fde413dddb", "message": null, "name": "Bi Cheng Wu", "review_status": "supported", "rmp_instructor_id": "rmp:2772143", "summary": [ { "citations": [ { "instructor_name": "Bi Cheng Wu", "review_date": "2022-08-09 20:12:40 +0000 UTC", "review_id": "ef9ee8ef901efcb53cbb3667", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTM2NTc0ODAz", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" } ], "text": "Bi Cheng Wu is described as caring and lenient with late work, though this leniency is criticized for making exam preparation difficult due to few assignments." }, { "citations": [ { "instructor_name": "Bi Cheng Wu", "review_date": "2023-12-21 21:20:44 +0000 UTC", "review_id": "8e6d25d2cf6de96583ca1a85", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTM4NzY5OTg3", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2024-01-24 14:11:13 +0000 UTC", "review_id": "a027d8765cb13b7bc3bbb8fa", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTM4OTE5NDE4", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2024-09-03 01:38:42 +0000 UTC", "review_id": "dbd90d1c40abf34099114bd4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTM5NzIwNDUx", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2025-04-11 20:38:29 +0000 UTC", "review_id": "8aaf8f99a31fd92623888e7f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTQwOTIyNDE2", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2025-05-15 16:06:50 +0000 UTC", "review_id": "2a02190920868ee5a73bc41d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTQxMjkzMjQ4", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2026-04-11 06:35:20 +0000 UTC", "review_id": "d856d825caab4a60e403fcae", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTQyODE2MTk2", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2026-04-17 07:20:48 +0000 UTC", "review_id": "2b55de9ff2721c0fc190716f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTQyODU4NDAz", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2026-04-17 07:43:26 +0000 UTC", "review_id": "438cbf1512fde7b5bb396be2", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTQyODU4NDU0", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2026-08-07 21:11:09 +0000 UTC", "review_id": "b787228b81c1f58938903f35", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTQzMzUzMTUz", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" } ], "text": "Many reviewers report that lectures are boring and exams are difficult with poor alignment to homework. Students also cite poor communication, demeaning office hours, and disorganized feedback." }, { "citations": [ { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Fall 2024: 3.04 GPA, 39.2% A/AB (n=301 letter grades); Spring 2025: 2.96 GPA, 36.7% A/AB (n=207 letter grades); Spring 2026: 2.85 GPA, 37.0% A/AB (n=138 letter grades)." } ] }, { "instructor_uid": "instructor_b87779c096c1e7569483fa4b", "message": null, "name": "Brian Powers", "review_status": "supported", "rmp_instructor_id": "rmp:2835672", "summary": [ { "citations": [ { "instructor_name": "Brian Powers", "review_date": "2023-12-22 18:18:00 +0000 UTC", "review_id": "cb1e591f590e90ccb0c0b795", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTM4Nzc3Mjg4", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2024-11-15 02:05:19 +0000 UTC", "review_id": "65238a80a6d43ba5889c4f59", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTM5OTU0MzU0", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2024-12-19 03:39:30 +0000 UTC", "review_id": "a82ffb54f6fb80a0cb2f8644", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTQwMzc1OTQx", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2025-12-03 21:10:36 +0000 UTC", "review_id": "f007cffeb921384c82eb30fb", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTQyMDE5ODgz", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" } ], "text": "Brian Powers is approachable, caring, and a clear explainer who answers questions thoroughly and maintains organized Canvas resources. Reviewers appreciate his passion and helpfulness during office hours, noting he is a standout compared to other department instructors." }, { "citations": [ { "instructor_name": "Brian Powers", "review_date": "2023-12-21 17:46:44 +0000 UTC", "review_id": "2946ae26431cf1e4623fb670", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTM4NzY3NjE3", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2024-01-03 19:32:54 +0000 UTC", "review_id": "8fd5954a9731d04acbd8c802", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTM4ODI2MTYy", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2025-01-27 15:45:49 +0000 UTC", "review_id": "98334dea3d6e4498211ba728", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTQwNjA3MjQz", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2025-03-27 19:27:37 +0000 UTC", "review_id": "dd42c725b8e4c483f51de7ae", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTQwODI4Nzk0", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2025-05-03 16:49:48 +0000 UTC", "review_id": "2caf4d243c730a0514f9cd4c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTQxMTQ0Njk5", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2026-03-24 15:18:24 +0000 UTC", "review_id": "a8dbeaf1f1411eb39b0a49fd", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTQyNzMwOTMw", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" } ], "text": "Critics report that lectures are tangential or unclear, and exams are unfairly difficult with little alignment to homework. Some students found the tests excessively hard and the course structure poorly designed, leading to frustration despite the professor's personal kindness." }, { "citations": [ { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Spring 2025: 2.91 GPA, 34.3% A/AB (n=245 letter grades); Fall 2025: 3.00 GPA, 36.9% A/AB (n=198 letter grades); Spring 2026: 2.84 GPA, 35.9% A/AB (n=92 letter grades)." } ] } ] ``` #### difficulty workload Reviewers consistently report that exams are extremely difficult, often unrelated to lectures or homework, with low averages and insufficient time for paper-based tests. ```json { "citations": [ { "instructor_name": "Brian Powers", "review_date": "2023-12-21 17:46:44 +0000 UTC", "review_id": "2946ae26431cf1e4623fb670", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTM4NzY3NjE3", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2024-01-03 19:32:54 +0000 UTC", "review_id": "8fd5954a9731d04acbd8c802", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTM4ODI2MTYy", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2024-12-19 03:39:30 +0000 UTC", "review_id": "a82ffb54f6fb80a0cb2f8644", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTQwMzc1OTQx", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2025-03-27 19:27:37 +0000 UTC", "review_id": "dd42c725b8e4c483f51de7ae", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTQwODI4Nzk0", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2025-05-03 16:49:48 +0000 UTC", "review_id": "2caf4d243c730a0514f9cd4c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTQxMTQ0Njk5", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2026-03-24 15:18:24 +0000 UTC", "review_id": "a8dbeaf1f1411eb39b0a49fd", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTQyNzMwOTMw", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews of Yongyi Guo: Bi Cheng Wu is preferred over current instructor Yongyi Guo for live coding instruction, though Guo's exams are considered fair and not too difficult. Recorded lectures and notes are available, reducing the necessity of attendance. ```json { "citations": [ { "instructor_name": "Yongyi Guo", "review_date": "2024-05-06 16:27:34 +0000 UTC", "review_id": "c542b8a0476e481550d3f358", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3010926", "source_review_id": "UmF0aW5nLTM5Mzc3NjQy", "source_url": "https://www.ratemyprofessors.com/professor/3010926", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Brian Powers is praised as a caring, approachable lecturer who explains concepts well and provides fair exams, though some find the course design challenging. ```json { "citations": [ { "instructor_name": "Brian Powers", "review_date": "2023-12-22 18:18:00 +0000 UTC", "review_id": "cb1e591f590e90ccb0c0b795", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTM4Nzc3Mjg4", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2024-11-15 02:05:19 +0000 UTC", "review_id": "65238a80a6d43ba5889c4f59", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTM5OTU0MzU0", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2024-12-19 03:39:30 +0000 UTC", "review_id": "a82ffb54f6fb80a0cb2f8644", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTQwMzc1OTQx", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" }, { "instructor_name": "Brian Powers", "review_date": "2025-12-03 21:10:36 +0000 UTC", "review_id": "f007cffeb921384c82eb30fb", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2835672", "source_review_id": "UmF0aW5nLTQyMDE5ODgz", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 2.94 GPA, 35.4% A/AB (n=452 letter grades); Fall 2025: 3.04 GPA, 37.6% A/AB (n=399 letter grades); Spring 2026: 2.83 GPA, 36.1% A/AB (n=416 letter grades). ```json { "citations": [ { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Bi Cheng Wu receives mixed reviews; while some find him lenient and patient, others criticize his disorganized lectures, vague feedback, and poor communication. ```json { "citations": [ { "instructor_name": "Bi Cheng Wu", "review_date": "2022-08-09 20:12:40 +0000 UTC", "review_id": "ef9ee8ef901efcb53cbb3667", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTM2NTc0ODAz", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2023-12-21 21:20:44 +0000 UTC", "review_id": "8e6d25d2cf6de96583ca1a85", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTM4NzY5OTg3", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2024-01-24 14:11:13 +0000 UTC", "review_id": "a027d8765cb13b7bc3bbb8fa", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTM4OTE5NDE4", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2024-09-03 01:38:42 +0000 UTC", "review_id": "dbd90d1c40abf34099114bd4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTM5NzIwNDUx", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2025-04-11 20:38:29 +0000 UTC", "review_id": "8aaf8f99a31fd92623888e7f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTQwOTIyNDE2", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2025-05-15 16:06:50 +0000 UTC", "review_id": "2a02190920868ee5a73bc41d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTQxMjkzMjQ4", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2026-04-11 06:35:20 +0000 UTC", "review_id": "d856d825caab4a60e403fcae", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTQyODE2MTk2", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2026-04-17 07:20:48 +0000 UTC", "review_id": "2b55de9ff2721c0fc190716f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTQyODU4NDAz", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2026-04-17 07:43:26 +0000 UTC", "review_id": "438cbf1512fde7b5bb396be2", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTQyODU4NDU0", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" }, { "instructor_name": "Bi Cheng Wu", "review_date": "2026-08-07 21:11:09 +0000 UTC", "review_id": "b787228b81c1f58938903f35", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2772143", "source_review_id": "UmF0aW5nLTQzMzUzMTUz", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history BI CHENG WU is recorded teaching in Fall 2021, Spring 2022, Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` BRIAN POWERS is recorded teaching in Spring 2023, Fall 2023, Spring 2024, Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` KARL ROHE is recorded teaching in Spring 2020. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" } ] } ``` KEITH LEVIN is recorded teaching in Fall 2021, Fall 2022. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" } ] } ``` SAHIFA SIDDIQUA is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` YONGYI GUO is recorded teaching in Spring 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "STAT 340", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "source_record": { "entity_id": "242146b5-479f-322b-be16-3d6db51cbb2d", "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" ], "condition": null, "course": null, "evidence": "(MATH 211, 217, or221) andSTAT 240", "id": "n0", "kind": "all" }, { "children": [ "n3", "n4", "n5" ], "condition": null, "course": null, "evidence": "(MATH 211, 217, or221)", "id": "n1", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 240, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "STAT 240", "id": "n2", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 211, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "MATH 211", "id": "n3", "kind": "course" }, { "children": [], "condition": "217", "course": null, "evidence": "217", "id": "n4", "kind": "condition" }, { "children": [], "condition": null, "course": { "course_number": 221, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "221", "id": "n5", "kind": "course" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_0453dfb74b11fb8ea147bf55", "source": "enrollment", "source_instructor_id": "hoode", "identity_basis": "netid", "identity_status": "source_identified", "name": "Aditya Hoode", "email": "HOODE@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/ADITYA_HOODE" }, { "instructor_uid": "instructor_9d752df5cffe1d26509db02f", "source": "enrollment", "source_instructor_id": "pnguyen36", "identity_basis": "netid", "identity_status": "source_identified", "name": "Anh Nguyen", "email": "PNGUYEN36@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/ANH_NGUYEN" }, { "instructor_uid": "instructor_e2f895f6f41c13fd347890f1", "source": "enrollment", "source_instructor_id": "ajha39", "identity_basis": "netid", "identity_status": "source_identified", "name": "Arihant Jha", "email": "AJHA39@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/ARIHANT_JHA" }, { "instructor_uid": "instructor_b9e568ab254232fde413dddb", "source": "enrollment", "source_instructor_id": "bwu62", "identity_basis": "netid", "identity_status": "source_identified", "name": "Bi Cheng Wu", "email": "BWU62@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": 142, "quality": 1.75, "difficulty": 4.07, "quality_count": 142, "difficulty_count": 142, "profile_id": "rmp:2772143", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:48.269666+00:00", "courses": { "course_bf80347054c4234ada79c07e": { "review_count": 18, "quality": 1.61, "difficulty": 4.11, "quality_count": 18, "difficulty_count": 18 }, "course_d2d0c15e32bd1631a6074548": { "review_count": 49, "quality": 1.45, "difficulty": 4.35, "quality_count": 49, "difficulty_count": 49 }, "course_03f8aaae24bac7658b319ca8": { "review_count": 67, "quality": 1.97, "difficulty": 3.84, "quality_count": 67, "difficulty_count": 67 }, "course_31fb5b7b6bf20ca63e33bd46": { "review_count": 1, "quality": 1, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_06abb97e9793bf858754daa3": { "review_count": 3, "quality": 3.67, "difficulty": 3.67, "quality_count": 3, "difficulty_count": 3 }, "course_ef9c9cd4a7d8002288a4cf7c": { "review_count": 4, "quality": 1.25, "difficulty": 4.5, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 1.9857636769810612, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BI_CHENG_WU" }, { "instructor_uid": "instructor_b87779c096c1e7569483fa4b", "source": "enrollment", "source_instructor_id": "brpowers2", "identity_basis": "netid", "identity_status": "source_identified", "name": "Brian Powers", "email": "BRPOWERS2@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": 29, "quality": 3.17, "difficulty": 3.41, "quality_count": 29, "difficulty_count": 29, "profile_id": "rmp:2835672", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:05.861143+00:00", "courses": { "course_06abb97e9793bf858754daa3": { "review_count": 5, "quality": 1.8, "difficulty": 3, "quality_count": 5, "difficulty_count": 5 }, "course_d2d0c15e32bd1631a6074548": { "review_count": 17, "quality": 3.12, "difficulty": 3.88, "quality_count": 17, "difficulty_count": 17 }, "course_1b76508145789f8fbc49d1fa": { "review_count": 6, "quality": 4.83, "difficulty": 2.5, "quality_count": 6, "difficulty_count": 6 }, "course_4dd38bb021601e5dff558ba1": { "review_count": 1, "quality": 1, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.3698717483863656, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BRIAN_POWERS" }, { "instructor_uid": "instructor_5b28bec5d4c039caed16ede7", "source": "enrollment", "source_instructor_id": "czheng86", "identity_basis": "netid", "identity_status": "source_identified", "name": "Chenghui Zheng", "email": "CHENGHUI.ZHENG@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/CHENGHUI_ZHENG" }, { "instructor_uid": "instructor_9e1be0cdde224d946815043e", "source": "enrollment", "source_instructor_id": "cyang297", "identity_basis": "netid", "identity_status": "source_identified", "name": "Congwei Yang", "email": "CYANG297@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/CONGWEI_YANG" }, { "instructor_uid": "instructor_43585b3c0d346f31d4327428", "source": "enrollment", "source_instructor_id": "gethiraj", "identity_basis": "netid", "identity_status": "source_identified", "name": "Gayathri Ethiraj", "email": "GETHIRAJ@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/GAYATHRI_ETHIRAJ" }, { "instructor_uid": "instructor_06c39ea02aed6d6501597c9c", "source": "enrollment", "source_instructor_id": "qle7", "identity_basis": "netid", "identity_status": "source_identified", "name": "Viet Le", "email": "QLE7@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/VIET_LE" }, { "instructor_uid": "instructor_77822fc04866b9f409ced0ca", "source": "enrollment", "source_instructor_id": "cho272", "identity_basis": "netid", "identity_status": "source_identified", "name": "Yeonghye Cho", "email": "CHO272@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/YEONGHYE_CHO" }, { "instructor_uid": "instructor_acf8ea3a47c16b77ced1f232", "source": "enrollment", "source_instructor_id": "zzhao357", "identity_basis": "netid", "identity_status": "source_identified", "name": "Zhihao Zhao", "email": "ZZHAO357@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/ZHIHAO_ZHAO" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:932:025501", "course_id": "STAT 340", "course_uid": "course_d2d0c15e32bd1631a6074548", "term_id": "1272", "source_course_id": "025501", "source_subject_id": "932", "title": "Data Science Modeling II", "credits_min": 4, "credits_max": 4, "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:1272:22383", "term_id": "1272", "source_section_id": "22383", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 167, "enrolled": 125, "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:1272:22384", "term_id": "1272", "source_section_id": "22384", "identity_basis": "class_number", "section_number": "311", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 23, "enrolled": 11, "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:1272:22385", "term_id": "1272", "source_section_id": "22385", "identity_basis": "class_number", "section_number": "312", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 24, "enrolled": 17, "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:1272:22386", "term_id": "1272", "source_section_id": "22386", "identity_basis": "class_number", "section_number": "313", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 24, "enrolled": 22, "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:1272:22389", "term_id": "1272", "source_section_id": "22389", "identity_basis": "class_number", "section_number": "316", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 24, "enrolled": 19, "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:1272:25454", "term_id": "1272", "source_section_id": "25454", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 182, "enrolled": 153, "waitlisted": 3, "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:1272:25455", "term_id": "1272", "source_section_id": "25455", "identity_basis": "class_number", 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"uw-section:1272:34628", "term_id": "1272", "source_section_id": "34628", "identity_basis": "class_number", "section_number": "335", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 24, "enrolled": 17, "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:1272:34629", "term_id": "1272", "source_section_id": "34629", "identity_basis": "class_number", "section_number": "336", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 12, "enrolled": 9, "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:1272:34630", "term_id": "1272", "source_section_id": "34630", "identity_basis": "class_number", "section_number": "337", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 10, "enrolled": 9, "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:1272:34632", "term_id": "1272", "source_section_id": "34632", "identity_basis": "class_number", "section_number": "339", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 24, "enrolled": 24, "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_f7b1a1debf76df893ab42670", "source": "madgrades", "source_instructor_id": "4929500", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KARL ROHE", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 58, "quality": 2.45, "difficulty": 3.09, "quality_count": 58, "difficulty_count": 58, "profile_id": "rmp:1801396", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "match_basis": "exact_name", "observed_at": "2026-09-07 16:27:28.207502+00:00", "courses": { "course_ef9c9cd4a7d8002288a4cf7c": { "review_count": 28, "quality": 2.11, "difficulty": 2.93, "quality_count": 28, "difficulty_count": 28 }, "course_1282dc8dbc1e7c5749f7cc41": { "review_count": 8, "quality": 2.38, "difficulty": 2.88, "quality_count": 8, "difficulty_count": 8 }, "course_c7a9aed08e9193ac68e21e89": { "review_count": 5, "quality": 3.8, "difficulty": 2, "quality_count": 5, "difficulty_count": 5 }, "course_d2d0c15e32bd1631a6074548": { "review_count": 3, "quality": 2.33, "difficulty": 3.67, "quality_count": 3, "difficulty_count": 3 }, "course_1b76508145789f8fbc49d1fa": { "review_count": 6, "quality": 3, "difficulty": 3.83, "quality_count": 6, "difficulty_count": 6 } }, "bayesian_quality": 2.7601758419350246, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.491, "graded": 1310, "counts": [ 731, 198, 210, 80, 55, 16, 20 ], "sections": 91 }, "instructor_url": "/instructors/KARL_ROHE--instructor_f7b1a1debf76df893ab42670" }, { "instructor_uid": "instructor_6cad7c24de51315540604b40", "source": "madgrades", "source_instructor_id": "6315817", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KEITH LEVIN", "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": 52, "quality": 1.9, "difficulty": 4.04, "quality_count": 52, "difficulty_count": 52, "profile_id": "rmp:2726941", "source_url": "https://www.ratemyprofessors.com/professor/2726941", "match_basis": "exact_name", "observed_at": "2026-09-07 16:26:32.891187+00:00", "courses": { "course_e593b86c370a0c671af794df": { "review_count": 12, "quality": 2.5, "difficulty": 4.33, "quality_count": 12, "difficulty_count": 12 }, "course_d2d0c15e32bd1631a6074548": { "review_count": 39, "quality": 1.74, "difficulty": 3.92, "quality_count": 39, "difficulty_count": 39 } }, "bayesian_quality": 2.388801606540721, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.265, "graded": 719, "counts": [ 219, 204, 162, 69, 42, 15, 8 ], "sections": 25 }, "instructor_url": "/instructors/KEITH_LEVIN--instructor_6cad7c24de51315540604b40" }, { "instructor_uid": "instructor_a37aaac156a2021f5b113095", "source": "madgrades", "source_instructor_id": "5906523", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BI CHENG WU", "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": 142, "quality": 1.75, "difficulty": 4.07, "quality_count": 142, "difficulty_count": 142, "profile_id": "rmp:2772143", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:48.269666+00:00", "courses": { "course_bf80347054c4234ada79c07e": { "review_count": 18, "quality": 1.61, "difficulty": 4.11, "quality_count": 18, "difficulty_count": 18 }, "course_d2d0c15e32bd1631a6074548": { "review_count": 49, "quality": 1.45, "difficulty": 4.35, "quality_count": 49, "difficulty_count": 49 }, "course_03f8aaae24bac7658b319ca8": { "review_count": 67, "quality": 1.97, "difficulty": 3.84, "quality_count": 67, "difficulty_count": 67 }, "course_31fb5b7b6bf20ca63e33bd46": { "review_count": 1, "quality": 1, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_06abb97e9793bf858754daa3": { "review_count": 3, "quality": 3.67, "difficulty": 3.67, "quality_count": 3, "difficulty_count": 3 }, "course_ef9c9cd4a7d8002288a4cf7c": { "review_count": 4, "quality": 1.25, "difficulty": 4.5, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 1.9857636769810612, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.226, "graded": 3884, "counts": [ 1399, 771, 792, 374, 412, 99, 37 ], "sections": 33 }, "instructor_url": "/instructors/BI_CHENG_WU--instructor_a37aaac156a2021f5b113095" }, { "instructor_uid": "instructor_790897fa73723f2b354fcb19", "source": "madgrades", "source_instructor_id": "6493284", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BRIAN POWERS", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 29, "quality": 3.17, "difficulty": 3.41, "quality_count": 29, "difficulty_count": 29, "profile_id": "rmp:2835672", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:05.861143+00:00", "courses": { "course_06abb97e9793bf858754daa3": { "review_count": 5, "quality": 1.8, "difficulty": 3, "quality_count": 5, "difficulty_count": 5 }, "course_d2d0c15e32bd1631a6074548": { "review_count": 17, "quality": 3.12, "difficulty": 3.88, "quality_count": 17, "difficulty_count": 17 }, "course_1b76508145789f8fbc49d1fa": { "review_count": 6, "quality": 4.83, "difficulty": 2.5, "quality_count": 6, "difficulty_count": 6 }, "course_4dd38bb021601e5dff558ba1": { "review_count": 1, "quality": 1, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.3698717483863656, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.031, "graded": 1782, "counts": [ 491, 237, 471, 234, 276, 57, 16 ], "sections": 21 }, "instructor_url": "/instructors/BRIAN_POWERS--instructor_790897fa73723f2b354fcb19" }, { "instructor_uid": "instructor_f5c2a5601f5f4ad72befd3e1", "source": "madgrades", "source_instructor_id": "5690230", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YONGYI GUO", "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": 6, "quality": 1.17, "difficulty": 4.67, "quality_count": 6, "difficulty_count": 6, "profile_id": "rmp:3010926", "source_url": "https://www.ratemyprofessors.com/professor/3010926", "match_basis": "exact_name", "observed_at": "2026-09-07 15:57:34.668824+00:00", "courses": { "course_d2d0c15e32bd1631a6074548": { "review_count": 6, "quality": 1.17, "difficulty": 4.67, "quality_count": 6, "difficulty_count": 6 } }, "bayesian_quality": 3.085142910420458, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.094, "graded": 379, "counts": [ 125, 67, 69, 42, 55, 16, 5 ], "sections": 7 }, "instructor_url": "/instructors/YONGYI_GUO--instructor_f5c2a5601f5f4ad72befd3e1" }, { "instructor_uid": "instructor_862a61219afe05b2a1dac6ce", "source": "madgrades", "source_instructor_id": "6687549", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SAHIFA SIDDIQUA", "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": 33, "quality": 1.91, "difficulty": 3.82, "quality_count": 33, "difficulty_count": 33, "profile_id": "rmp:3089686", "source_url": "https://www.ratemyprofessors.com/professor/3089686", "match_basis": "exact_name", "observed_at": "2026-09-07 16:07:51.086388+00:00", "courses": { "course_03f8aaae24bac7658b319ca8": { "review_count": 26, "quality": 2, "difficulty": 3.85, "quality_count": 26, "difficulty_count": 26 }, "course_d2d0c15e32bd1631a6074548": { "review_count": 7, "quality": 1.57, "difficulty": 3.71, "quality_count": 7, "difficulty_count": 7 } }, "bayesian_quality": 2.5702587862439983, "prior_mean": 3.6596857835465957, "prior_weight": 20 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"source_identified", "name": "Yeonghye Cho", "email": "CHO272@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/YEONGHYE_CHO" }, { "instructor_uid": "instructor_9d752df5cffe1d26509db02f", "source": "enrollment", "source_instructor_id": "pnguyen36", "identity_basis": "netid", "identity_status": "source_identified", "name": "Anh Nguyen", "email": "PNGUYEN36@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/ANH_NGUYEN" }, { "instructor_uid": "instructor_9e1be0cdde224d946815043e", "source": "enrollment", "source_instructor_id": "cyang297", "identity_basis": "netid", "identity_status": "source_identified", "name": "Congwei Yang", "email": "CYANG297@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/CONGWEI_YANG" }, { "instructor_uid": "instructor_acf8ea3a47c16b77ced1f232", "source": "enrollment", "source_instructor_id": "zzhao357", "identity_basis": "netid", "identity_status": "source_identified", "name": "Zhihao Zhao", "email": "ZZHAO357@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/ZHIHAO_ZHAO" }, { "instructor_uid": "instructor_b87779c096c1e7569483fa4b", "source": "enrollment", "source_instructor_id": "brpowers2", "identity_basis": "netid", "identity_status": "source_identified", "name": "Brian Powers", "email": "BRPOWERS2@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": 29, "quality": 3.17, "difficulty": 3.41, "quality_count": 29, "difficulty_count": 29, "profile_id": "rmp:2835672", "source_url": "https://www.ratemyprofessors.com/professor/2835672", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:05.861143+00:00", "courses": { "course_06abb97e9793bf858754daa3": { "review_count": 5, "quality": 1.8, "difficulty": 3, "quality_count": 5, "difficulty_count": 5 }, "course_d2d0c15e32bd1631a6074548": { "review_count": 17, "quality": 3.12, "difficulty": 3.88, "quality_count": 17, "difficulty_count": 17 }, "course_1b76508145789f8fbc49d1fa": { "review_count": 6, "quality": 4.83, "difficulty": 2.5, "quality_count": 6, "difficulty_count": 6 }, "course_4dd38bb021601e5dff558ba1": { "review_count": 1, "quality": 1, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.3698717483863656, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BRIAN_POWERS" }, { "instructor_uid": "instructor_b9e568ab254232fde413dddb", "source": "enrollment", "source_instructor_id": "bwu62", "identity_basis": "netid", "identity_status": "source_identified", "name": "Bi Cheng Wu", "email": "BWU62@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": 142, "quality": 1.75, "difficulty": 4.07, "quality_count": 142, "difficulty_count": 142, "profile_id": "rmp:2772143", "source_url": "https://www.ratemyprofessors.com/professor/2772143", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:48.269666+00:00", "courses": { "course_bf80347054c4234ada79c07e": { "review_count": 18, "quality": 1.61, "difficulty": 4.11, "quality_count": 18, "difficulty_count": 18 }, "course_d2d0c15e32bd1631a6074548": { "review_count": 49, "quality": 1.45, "difficulty": 4.35, "quality_count": 49, "difficulty_count": 49 }, "course_03f8aaae24bac7658b319ca8": { "review_count": 67, "quality": 1.97, "difficulty": 3.84, "quality_count": 67, "difficulty_count": 67 }, "course_31fb5b7b6bf20ca63e33bd46": { "review_count": 1, "quality": 1, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_06abb97e9793bf858754daa3": { "review_count": 3, "quality": 3.67, "difficulty": 3.67, "quality_count": 3, "difficulty_count": 3 }, "course_ef9c9cd4a7d8002288a4cf7c": { "review_count": 4, "quality": 1.25, "difficulty": 4.5, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 1.9857636769810612, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BI_CHENG_WU" }, { "instructor_uid": "instructor_e2f895f6f41c13fd347890f1", "source": "enrollment", "source_instructor_id": "ajha39", "identity_basis": "netid", "identity_status": "source_identified", "name": "Arihant Jha", "email": "AJHA39@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/ARIHANT_JHA" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 340", "course_uid": "course_d2d0c15e32bd1631a6074548", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Karl Rohe" ], "a": 14, "ab": 6, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 2, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 24, "source_aliases": [ "STAT 340" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 340", "course_uid": "course_d2d0c15e32bd1631a6074548", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Bi Cheng Wu", "Keith Levin" ], "a": 50, "ab": 34, "b": 45, "bc": 16, "c": 6, "d": 7, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 158, "source_aliases": [ "STAT 340" ] }, { "run_id": 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"source_aliases": [ "STAT 340" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 340", "course_uid": "course_d2d0c15e32bd1631a6074548", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Bi Cheng Wu", "Brian Powers" ], "a": 82, "ab": 28, "b": 63, "bc": 54, "c": 44, "d": 4, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 276, "source_aliases": [ "STAT 340" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 340", "course_uid": "course_d2d0c15e32bd1631a6074548", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Bi Cheng Wu", "Brian Powers" ], "a": 93, "ab": 32, "b": 102, "bc": 56, "c": 80, "d": 12, "f": 4, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 379, "source_aliases": [ "STAT 340" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 340", "course_uid": "course_d2d0c15e32bd1631a6074548", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Bi Cheng Wu", "Brian Powers", "Yongyi Guo" ], "a": 117, "ab": 35, "b": 135, "bc": 66, "c": 86, "d": 7, "f": 2, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 448, "source_aliases": [ "STAT 340" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 340", "course_uid": "course_d2d0c15e32bd1631a6074548", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Bi Cheng Wu", "Brian Powers" ], "a": 109, "ab": 47, "b": 108, "bc": 55, "c": 75, "d": 16, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 412, "source_aliases": [ "STAT 340" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 340", "course_uid": "course_d2d0c15e32bd1631a6074548", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Bi Cheng Wu", "Brian Powers" ], "a": 123, "ab": 37, "b": 114, "bc": 75, "c": 79, "d": 18, "f": 6, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 452, "source_aliases": [ "STAT 340" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 340", "course_uid": "course_d2d0c15e32bd1631a6074548", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Brian Powers", "Sahifa Siddiqua" ], "a": 114, "ab": 36, "b": 118, "bc": 58, "c": 60, "d": 12, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 400, "source_aliases": [ "STAT 340" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 340", "course_uid": "course_d2d0c15e32bd1631a6074548", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Bi Cheng Wu", "Brian Powers", "Yongyi Guo" ], "a": 107, "ab": 43, "b": 81, "bc": 64, "c": 83, "d": 30, "f": 8, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 416, "source_aliases": [ "STAT 340" ] } ] ``` ### statistics #### gpa 3.033 #### graded 3436 #### counts * 1004 * 412 * 851 * 485 * 544 * 111 * 29 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_d2d0c15e32bd1631a6074548-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_d2d0c15e32bd1631a6074548-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_d2d0c15e32bd1631a6074548-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_d2d0c15e32bd1631a6074548-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_d2d0c15e32bd1631a6074548-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_d2d0c15e32bd1631a6074548-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_d2d0c15e32bd1631a6074548-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_d2d0c15e32bd1631a6074548-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_d2d0c15e32bd1631a6074548-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_d2d0c15e32bd1631a6074548-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.0333236321303843 #### count 3436 #### university ##### size 4588 ##### gpa Percentile 2 ##### count Percentile 98 ##### median Count 130 ##### 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 | 12 | false | | 2.8–3.2 | 219 | true | | 3.2–3.6 | 1089 | false | | 3.6–4.0 | 3268 | false | #### departments ```json [ { "subject": "STAT", "comparison": { "size": 72, "gpaPercentile": 3, "countPercentile": 94, "medianCount": 200, "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": 7, "current": true }, { "range": "3.2–3.6", "count": 28, "current": false }, { "range": "3.6–4.0", "count": 37, "current": false } ] } } ] ``` ### terms #### 1204 ##### term 1204 ##### gpa 3.8095238095238093 ##### count 21 ##### departments | subject | comparison | | ------- | ---------- | | STAT | | #### 1222 ##### term 1222 ##### gpa 3.2468354430379747 ##### count 158 ##### university ###### size 1157 ###### gpa Percentile 19 ###### count Percentile 82 ###### 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 | true | | 3.6–4.0 | 614 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 32, "gpaPercentile": 35, "countPercentile": 84, "medianCount": 55.5, "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": 9, "current": false }, { "range": "3.2–3.6", "count": 10, "current": true }, { "range": "3.6–4.0", "count": 13, "current": false } ] } } ] ``` #### 1224 ##### term 1224 ##### gpa 3.64 ##### count 225 ##### university ###### size 1171 ###### gpa Percentile 51 ###### count Percentile 90 ###### 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 | 3 | false | | 2.4–2.8 | 21 | false | | 2.8–3.2 | 173 | false | | 3.2–3.6 | 358 | false | | 3.6–4.0 | 616 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 27, "gpaPercentile": 65, "countPercentile": 85, "medianCount": 74, "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": 6, "current": false }, { "range": "3.2–3.6", "count": 10, "current": false }, { "range": "3.6–4.0", "count": 11, "current": true } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.1135458167330676 ##### count 251 ##### university ###### size 1216 ###### gpa Percentile 11 ###### count Percentile 90 ###### 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 | true | | 3.2–3.6 | 356 | false | | 3.6–4.0 | 670 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 32, "gpaPercentile": 23, "countPercentile": 87, "medianCount": 60.5, "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": 11, "current": true }, { "range": "3.2–3.6", "count": 13, "current": false }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1234 ##### term 1234 ##### gpa 3.050724637681159 ##### count 276 ##### university ###### size 1188 ###### gpa Percentile 8 ###### count Percentile 92 ###### median Count 65 ###### 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 | 3 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 144 | true | | 3.2–3.6 | 374 | false | | 3.6–4.0 | 650 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 25, "gpaPercentile": 13, "countPercentile": 83, "medianCount": 67, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 5, "current": true }, { "range": "3.2–3.6", "count": 12, "current": false }, { "range": "3.6–4.0", "count": 7, "current": false } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 2.9076517150395778 ##### count 379 ##### university ###### size 1295 ###### gpa Percentile 2 ###### count Percentile 95 ###### 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 | true | | 3.2–3.6 | 394 | false | | 3.6–4.0 | 726 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 34, "gpaPercentile": 12, "countPercentile": 91, "medianCount": 55, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 7, "current": true }, { "range": "3.2–3.6", "count": 13, "current": false }, { "range": "3.6–4.0", "count": 13, "current": false } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 2.989955357142857 ##### count 448 ##### university ###### size 1241 ###### gpa Percentile 4 ###### count Percentile 97 ###### median Count 65 ###### 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 | 9 | false | | 2.8–3.2 | 151 | true | | 3.2–3.6 | 373 | false | | 3.6–4.0 | 706 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 29, "gpaPercentile": 14, "countPercentile": 93, "medianCount": 62, "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": 8, "current": true }, { "range": "3.2–3.6", "count": 13, "current": false }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 2.9878345498783454 ##### count 411 ##### university ###### size 1333 ###### gpa Percentile 3 ###### count Percentile 95 ###### 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 | true | | 3.2–3.6 | 431 | false | | 3.6–4.0 | 773 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 32, "gpaPercentile": 13, "countPercentile": 94, "medianCount": 70.5, "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": 9, "current": true }, { "range": "3.2–3.6", "count": 14, "current": false }, { "range": "3.6–4.0", "count": 9, "current": false } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 2.935840707964602 ##### count 452 ##### university ###### size 1289 ###### gpa Percentile 3 ###### count Percentile 96 ###### 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 | 0 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 128 | true | | 3.2–3.6 | 379 | false | | 3.6–4.0 | 765 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 28, "gpaPercentile": 7, "countPercentile": 96, "medianCount": 70, "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": 6, "current": true }, { "range": "3.2–3.6", "count": 11, "current": false }, { "range": "3.6–4.0", "count": 11, "current": false } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.0401002506265664 ##### count 399 ##### university ###### size 1320 ###### gpa Percentile 5 ###### count Percentile 94 ###### 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 | true | | 3.2–3.6 | 381 | false | | 3.6–4.0 | 797 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 29, "gpaPercentile": 11, "countPercentile": 93, "medianCount": 81, "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": 9, "current": true }, { "range": "3.2–3.6", "count": 12, "current": false }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 2.8305288461538463 ##### count 416 ##### university ###### size 1283 ###### gpa Percentile 2 ###### count Percentile 95 ###### 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 | true | | 3.2–3.6 | 343 | false | | 3.6–4.0 | 789 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 26, "gpaPercentile": 0, "countPercentile": 92, "medianCount": 66, "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": 10, "current": true }, { "range": "3.2–3.6", "count": 9, "current": false }, { "range": "3.6–4.0", "count": 7, "current": false } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4588 ###### gpa 3.707628931292806 ###### top Share 84.83202713605087 ###### count 130 ##### STAT ###### size 72 ###### gpa 3.600123438510032 ###### top Share 78.38919965768646 ###### count 200 #### terms ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### STAT ###### size 27 ###### gpa 3.6537351147420534 ###### top Share 80.87794592686507 ###### count 56 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### STAT ###### size 32 ###### gpa 3.4861059411832307 ###### top Share 71.46520654148341 ###### count 55.5 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### STAT ###### size 27 ###### gpa 3.4650681869904103 ###### top Share 69.88606041738046 ###### count 74 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### STAT ###### size 32 ###### gpa 3.4024781451477413 ###### top Share 66.63145704464162 ###### count 60.5 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### STAT ###### size 25 ###### gpa 3.396227416481204 ###### top Share 66.8429997070879 ###### count 67 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### STAT ###### size 34 ###### gpa 3.4558758327213903 ###### top Share 69.10154863162224 ###### count 55 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### STAT ###### size 29 ###### gpa 3.390846810323202 ###### top Share 64.2629736611174 ###### count 62 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### STAT ###### size 32 ###### gpa 3.423918594183889 ###### top Share 68.17668754351217 ###### count 70.5 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### STAT ###### size 28 ###### gpa 3.4752654121860003 ###### top Share 68.35873780152826 ###### count 70 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### STAT ###### size 29 ###### gpa 3.415022952129974 ###### top Share 64.95385808199006 ###### count 81 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### STAT ###### size 26 ###### gpa 3.343399816676682 ###### top Share 63.23102425546245 ###### count 66 ## instructor Trends ```json [ { "uid": "instructor_a37aaac156a2021f5b113095", "name": "BI CHENG WU", "count": 1437, "terms": [ { "term": "1222", "count": 158, "sections": 1, "gpa": 3.2468354430379747 }, { "term": "1224", "count": 225, "sections": 2, "gpa": 3.64 }, { "term": "1234", "count": 139, "sections": 1, "gpa": 3.115107913669065 }, { "term": "1242", "count": 139, "sections": 1, "gpa": 2.9100719424460433 }, { "term": "1244", "count": 130, "sections": 1, "gpa": 2.9038461538461537 }, { "term": "1252", "count": 301, "sections": 3, "gpa": 3.036544850498339 }, { "term": "1254", "count": 207, "sections": 2, "gpa": 2.9613526570048307 }, { "term": "1264", "count": 138, "sections": 1, "gpa": 2.847826086956522 } ] }, { "uid": "instructor_790897fa73723f2b354fcb19", "name": "BRIAN POWERS", "count": 1240, "terms": [ { "term": "1234", "count": 137, "sections": 1, "gpa": 2.9854014598540144 }, { "term": "1242", "count": 240, "sections": 2, "gpa": 2.90625 }, { "term": "1244", "count": 218, "sections": 2, "gpa": 3.020642201834862 }, { "term": "1252", "count": 110, "sections": 1, "gpa": 2.8545454545454545 }, { "term": "1254", "count": 245, "sections": 2, "gpa": 2.914285714285714 }, { "term": "1262", "count": 198, "sections": 1, "gpa": 3.0025252525252526 }, { "term": "1264", "count": 92, "sections": 1, "gpa": 2.8369565217391304 } ] }, { "uid": "instructor_6cad7c24de51315540604b40", "name": "KEITH LEVIN", "count": 409, "terms": [ { "term": "1222", "count": 158, "sections": 1, "gpa": 3.2468354430379747 }, { "term": "1232", "count": 251, "sections": 2, "gpa": 3.1135458167330676 } ] }, { "uid": "instructor_f5c2a5601f5f4ad72befd3e1", "name": "YONGYI GUO", "count": 286, "terms": [ { "term": "1244", "count": 100, "sections": 1, "gpa": 3.035 }, { "term": "1264", "count": 186, "sections": 1, "gpa": 2.814516129032258 } ] }, { "uid": "instructor_862a61219afe05b2a1dac6ce", "name": "SAHIFA SIDDIQUA", "count": 201, "terms": [ { "term": "1262", "count": 201, "sections": 1, "gpa": 3.0771144278606966 } ] }, { "uid": "instructor_f7b1a1debf76df893ab42670", "name": "KARL ROHE", "count": 21, "terms": [ { "term": "1204", "count": 21, "sections": 1, "gpa": 3.8095238095238093 } ] } ] ``` ## following | code | title | | ---------------- | ---------------------------------------------------------- | | ACTSCI 300 | PROBABILITY FOR ACTUARIES | | ACTSCI 640 | ACTUARIAL STATISTICS FOR RISK MODELING | | ACTSCI 650 | FUNDAMENTALS OF LONG-TERM ACTUARIAL MODELING | | ACTSCI 652 | FUNDAMENTALS OF SHORT-TERM ACTUARIAL MODELING | | ACTSCI 654 | REGRESSION AND TIME SERIES FOR ACTUARIES | | ACTSCI 655 | HEALTH ANALYTICS | | ACTSCI 657 | RISK ANALYTICS | | BMI/STAT 620 | STATISTICS IN HUMAN GENETICS | | COMPSCI 540 | INTRODUCTION TO ARTIFICIAL INTELLIGENCE | | COMPSCI 541 | THEORY & ALGORITHMS FOR DATA SCIENCE | | COMPSCI 566 | INTRODUCTION TO COMPUTER VISION | | COMPSCI 580 | INTELLIGENT ROBOTICS | | COMPSCI/STAT 471 | INTRODUCTION TO COMPUTATIONAL STATISTICS | | ECON 400 | INTRODUCTION TO APPLIED ECONOMETRICS | | ECON 570 | FUNDAMENTALS OF DATA ANALYTICS FOR ECONOMISTS | | ECON 695 | TOPICS IN ECONOMIC DATA ANALYSIS | | GENBUS 656 | FOUNDATIONS OF STATISTICAL LEARNING FOR BUSINESS ANALYTICS | | ISYE 445 | ENGINEERING SUPPLY CHAIN MANAGEMENT FOR LOGISTICS | | ISYE 562 | HUMAN FACTORS OF DATA SCIENCE AND MACHINE LEARNING | | ISYE 625 | LOGISTICS SYSTEMS DESIGN | | ISYE 649 | INTERACTIVE DATA ANALYTICS | | PSYCH 225 | RESEARCH METHODS | | STAT 349 | INTRODUCTION TO TIME SERIES | | STAT 351 | INTRODUCTORY NONPARAMETRIC STATISTICS | | STAT 411 | AN INTRODUCTION TO SAMPLE SURVEY THEORY AND METHODS | | STAT 421 | APPLIED CATEGORICAL DATA ANALYSIS | | STAT 424 | STATISTICAL EXPERIMENTAL DESIGN | | STAT 433 | DATA SCIENCE WITH R | | STAT 441 | ADVANCED SPORTS ANALYTICS | | STAT 443 | CLASSIFICATION AND REGRESSION TREES | | STAT 456 | APPLIED MULTIVARIATE ANALYSIS | | STAT 461 | FINANCIAL STATISTICS | | STAT 575 | STATISTICAL METHODS FOR SPATIAL DATA | ## projection ### target 1272 ### gpa 3.0388220620508855 ### grades | grade | percentage | | ----- | ------------------ | | A | 26.37246774614093 | | AB | 14.125317332871665 | | B | 27.28610592073878 | | BC | 13.801064909259003 | | C | 14.753816494317887 | | D | 3.0851115314743804 | | F | 0.5761160651973446 | ### source Terms * 1262 * 1252 * 1242 * 1232 * 1222 ### source Count 1598 ### same Season true ### historical Range * 2.907651715039578 * 3.2468354430379747 ### backtest #### terms 3 #### gpa Error 0.12676576272856602 #### mix Error 12.03969955651897