# STAT 433: Data Science with R | UW–Madison [View on UW Courses](https://uwcourses.com/courses/STAT_433) ## 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 a885222705431f5e8aee9553cca003a23e7f692c7f6187b3b89ea49ec912983f ### course id STAT 433 ### course uid course\_c7a9aed08e9193ac68e21e89 ### catalog version id 78d296bbcd70d0873ebb1e1edfd0cb4bdcc6baaaf4da72b601d02ae4a7963652 ### course number 433 ### subjects * STAT ### title DATA SCIENCE WITH R ### description Perform Data Science as an iterative (back and forth) process of four different types of activities (data collection, data wrangling, data analysis, communication). Traverse through the five requisite stances (scientist, coder, mathematician, methodologist, skeptic). Develop and hone a broad set of computational tools in R (but not the broadest) and a broad set of statistical/machine learning tools (but not the broadest). Focus on doing these with agility to make the coding "transparent" and serve the large goals of the project. ### requirements text (STAT 333or340) and (MATH 320,340,341,345, or375), graduate/professional standing, or declared in Statistics VISP ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 8c02e87b39dd3cb97fde52f7fb710a04aacacb601a3324d05c614e91735ab0dd ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary STAT 433 teaches an iterative data science process using R, covering data collection, wrangling, analysis, and communication. ### llm topics * Data collection and wrangling * Statistical and machine learning tools * Data science stances ### llm skills * Computational tools in R * Agile coding and project execution * Iterative data science workflow ### llm assumed background * R programming language * Statistical modeling and inference * Linear algebra and calculus ### llm search phrases * data science iterative process * R programming data analysis * statistical machine learning tools * linear algebra for data science * regression analysis R ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash fdce0ff497efceae6b9b7688c288ae0dc1107fae26e458eab9d304f2652fe5a4 #### course id STAT 433 #### current instructors None recorded. #### difficulty workload Historical reviews of Karl Rohe: Reviewers characterize the course as easy with low effort required, though one student felt their time was misused due to disorganization. ```json { "citations": [ { "instructor_name": "Karl Rohe", "review_date": "2021-05-11 05:08:18 +0000 UTC", "review_id": "9687f6b33de0296ae0ccf5da", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1801396", "source_review_id": "UmF0aW5nLTM0NzYxMTk3", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "type": "review" }, { "instructor_name": "Karl Rohe", "review_date": "2021-12-05 23:21:22 +0000 UTC", "review_id": "6567e89a6b3e5ae2c7756063", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1801396", "source_review_id": "UmF0aW5nLTM1Mzc0ODM5", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "type": "review" }, { "instructor_name": "Karl Rohe", "review_date": "2022-10-04 22:04:33 +0000 UTC", "review_id": "7b175aeef47c80a1431bbb57", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1801396", "source_review_id": "UmF0aW5nLTM2Njc3Njgw", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews of Karl Rohe: Karl Rohe is described as knowledgeable and passionate, with students finding his classes enjoyable and easy. However, reviews also cite disorganization, lack of planning, and unclear explanations due to tangents. Some students felt their time was misused, while others appreciated the freedom to explore data independently. ```json { "citations": [ { "instructor_name": "Karl Rohe", "review_date": "2021-05-11 05:08:18 +0000 UTC", "review_id": "9687f6b33de0296ae0ccf5da", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1801396", "source_review_id": "UmF0aW5nLTM0NzYxMTk3", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "type": "review" }, { "instructor_name": "Karl Rohe", "review_date": "2021-12-05 23:21:22 +0000 UTC", "review_id": "6567e89a6b3e5ae2c7756063", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1801396", "source_review_id": "UmF0aW5nLTM1Mzc0ODM5", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "type": "review" }, { "instructor_name": "Karl Rohe", "review_date": "2022-01-25 17:53:35 +0000 UTC", "review_id": "4d2b7408d7d31ddfc2c1b9f8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1801396", "source_review_id": "UmF0aW5nLTM1Nzk1MTkz", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "type": "review" }, { "instructor_name": "Karl Rohe", "review_date": "2022-10-04 22:04:33 +0000 UTC", "review_id": "7b175aeef47c80a1431bbb57", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1801396", "source_review_id": "UmF0aW5nLTM2Njc3Njgw", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "type": "review" }, { "instructor_name": "Karl Rohe", "review_date": "2022-10-04 22:08:17 +0000 UTC", "review_id": "bccc9e74693eb750c57c7735", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1801396", "source_review_id": "UmF0aW5nLTM2Njc3Njg3", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "type": "review" } ] } ``` #### offered false #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Historical reviews of Karl Rohe: Karl Rohe is described as knowledgeable and passionate, making the class enjoyable and easy, though some find his teaching disorganized or unclear. ```json { "citations": [ { "instructor_name": "Karl Rohe", "review_date": "2021-05-11 05:08:18 +0000 UTC", "review_id": "9687f6b33de0296ae0ccf5da", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1801396", "source_review_id": "UmF0aW5nLTM0NzYxMTk3", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "type": "review" }, { "instructor_name": "Karl Rohe", "review_date": "2022-01-25 17:53:35 +0000 UTC", "review_id": "4d2b7408d7d31ddfc2c1b9f8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1801396", "source_review_id": "UmF0aW5nLTM1Nzk1MTkz", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "type": "review" }, { "instructor_name": "Karl Rohe", "review_date": "2022-10-04 22:04:33 +0000 UTC", "review_id": "7b175aeef47c80a1431bbb57", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1801396", "source_review_id": "UmF0aW5nLTM2Njc3Njgw", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "type": "review" } ] } ``` Recent recorded grades — Fall 2021: 3.56 GPA, 78.9% A/AB (n=57 letter grades); Fall 2022: 4.00 GPA, 100.0% A/AB (n=63 letter grades). ```json { "citations": [ { "course_id": "STAT 433", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "187405bb-60e6-3b02-8c68-7c806408483f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "STAT 433", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "187405bb-60e6-3b02-8c68-7c806408483f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1232", "type": "grade" } ] } ``` #### student experience Historical reviews of Karl Rohe: Students appreciate Rohe's passion and the freedom to explore data, though tangents are noted as a characteristic of his teaching style. ```json { "citations": [ { "instructor_name": "Karl Rohe", "review_date": "2022-01-25 17:53:35 +0000 UTC", "review_id": "4d2b7408d7d31ddfc2c1b9f8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1801396", "source_review_id": "UmF0aW5nLTM1Nzk1MTkz", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "type": "review" }, { "instructor_name": "Karl Rohe", "review_date": "2022-10-04 22:08:17 +0000 UTC", "review_id": "bccc9e74693eb750c57c7735", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1801396", "source_review_id": "UmF0aW5nLTM2Njc3Njg3", "source_url": "https://www.ratemyprofessors.com/professor/1801396", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history KARL ROHE 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 433", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "187405bb-60e6-3b02-8c68-7c806408483f", "source_record": { "entity_id": "187405bb-60e6-3b02-8c68-7c806408483f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "STAT 433", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "187405bb-60e6-3b02-8c68-7c806408483f", "source_record": { "entity_id": "187405bb-60e6-3b02-8c68-7c806408483f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "STAT 433", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "187405bb-60e6-3b02-8c68-7c806408483f", "source_record": { "entity_id": "187405bb-60e6-3b02-8c68-7c806408483f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "STAT 433", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "187405bb-60e6-3b02-8c68-7c806408483f", "source_record": { "entity_id": "187405bb-60e6-3b02-8c68-7c806408483f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3" ], "condition": null, "course": null, "evidence": "(STAT 333or340) and (MATH 320,340,341,345, or375), graduate/professional standing, or declared in Statistics VISP", "id": "n0", "kind": "any" }, { "children": [ "n4", "n5" ], "condition": null, "course": null, "evidence": "(STAT 333or340) and (MATH 320,340,341,345, or375)", "id": "n1", "kind": "all" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n2", "kind": "condition" }, { "children": [], "condition": "declared in Statistics VISP", "course": null, "evidence": "declared in Statistics VISP", "id": "n3", "kind": "condition" }, { "children": [ "n6", "n7" ], "condition": null, "course": null, "evidence": "(STAT 333or340)", "id": "n4", "kind": "any" }, { "children": [ "n8", "n9", "n10", "n11", "n12" ], "condition": null, "course": null, "evidence": "(MATH 320,340,341,345, or375)", "id": "n5", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 333, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "STAT 333", "id": "n6", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 340, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "340", "id": "n7", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 320, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "MATH 320", "id": "n8", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 340, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "340", "id": "n9", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 341, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "341", "id": "n10", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 345, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "345", "id": "n11", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 375, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "375", "id": "n12", "kind": "course" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_d5f63941bb5f22a09960433e", "source": "madgrades", "source_instructor_id": "5518378", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YONGSU LEE", "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": 4, "quality": 3, "difficulty": 3.75, "quality_count": 4, "difficulty_count": 4, "profile_id": "rmp:2482974", "source_url": "https://www.ratemyprofessors.com/professor/2482974", "match_basis": "exact_name", "observed_at": "2026-09-07 15:57:35.108147+00:00", "courses": { "course_24942ca6acb3a153de2907d5": { "review_count": 4, "quality": 3, "difficulty": 3.75, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 3.5497381529554963, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.733, "graded": 536, "counts": [ 374, 85, 56, 13, 3, 1, 4 ], "sections": 10 }, "instructor_url": "/instructors/YONGSU_LEE--instructor_d5f63941bb5f22a09960433e" }, { "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_53d6506dcfd0a75fd8db60d2", "source": "madgrades", "source_instructor_id": "5833243", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HONGZHI LIU", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.713, "graded": 333, "counts": [ 234, 53, 28, 6, 6, 4, 2 ], "sections": 11 }, "instructor_url": "/instructors/HONGZHI_LIU--instructor_53d6506dcfd0a75fd8db60d2" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 433", "course_uid": "course_c7a9aed08e9193ac68e21e89", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Karl Rohe", "Yong Jae Lee" ], "a": 40, "ab": 5, "b": 7, "bc": 1, "c": 1, "d": 0, "f": 3, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 1, "other": 0, "total": 59, "source_aliases": [ "STAT 433" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 433", "course_uid": "course_c7a9aed08e9193ac68e21e89", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "HONGZHI LIU", "Karl Rohe" ], "a": 63, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 63, "source_aliases": [ "STAT 433" ] } ] ``` ### statistics #### gpa 3.792 #### graded 120 #### counts * 103 * 5 * 7 * 1 * 1 * 0 * 3 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_c7a9aed08e9193ac68e21e89-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_c7a9aed08e9193ac68e21e89-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_c7a9aed08e9193ac68e21e89-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_c7a9aed08e9193ac68e21e89-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_c7a9aed08e9193ac68e21e89-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_c7a9aed08e9193ac68e21e89-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_c7a9aed08e9193ac68e21e89-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_c7a9aed08e9193ac68e21e89-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.7916666666666665 #### count 120 #### university ##### size 1822 ##### gpa Percentile 63 ##### count Percentile 65 ##### median Count 79 ##### 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 | 19 | false | | 2.8–3.2 | 192 | false | | 3.2–3.6 | 509 | false | | 3.6–4.0 | 1101 | true | #### departments ```json [ { "subject": "STAT", "comparison": { "size": 42, "gpaPercentile": 85, "countPercentile": 63, "medianCount": 101, "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": false }, { "range": "3.2–3.6", "count": 15, "current": false }, { "range": "3.6–4.0", "count": 17, "current": true } ] } } ] ``` ### terms #### 1222 ##### term 1222 ##### gpa 3.56140350877193 ##### count 57 ##### university ###### size 1157 ###### gpa Percentile 43 ###### count Percentile 44 ###### 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": 55, "countPercentile": 52, "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 } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 4 ##### count 63 ##### university ###### size 1216 ###### gpa Percentile 95 ###### count Percentile 48 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 356 | false | | 3.6–4.0 | 670 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 32, "gpaPercentile": 100, "countPercentile": 55, "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": false }, { "range": "3.2–3.6", "count": 13, "current": false }, { "range": "3.6–4.0", "count": 8, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 1822 ###### gpa 3.6240093362532595 ###### top Share 80.12965659023806 ###### count 79 ##### STAT ###### size 42 ###### gpa 3.497615509608162 ###### top Share 72.41590095818755 ###### count 101 #### terms ##### 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 ##### 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 ## instructor Trends ```json [ { "uid": "instructor_f7b1a1debf76df893ab42670", "name": "KARL ROHE", "count": 120, "terms": [ { "term": "1222", "count": 57, "sections": 2, "gpa": 3.56140350877193 }, { "term": "1232", "count": 63, "sections": 2, "gpa": 4 } ] }, { "uid": "instructor_53d6506dcfd0a75fd8db60d2", "name": "HONGZHI LIU", "count": 63, "terms": [ { "term": "1232", "count": 63, "sections": 2, "gpa": 4 } ] }, { "uid": "instructor_d5f63941bb5f22a09960433e", "name": "YONGSU LEE", "count": 57, "terms": [ { "term": "1222", "count": 57, "sections": 2, "gpa": 3.56140350877193 } ] } ] ``` ## following None recorded.