# STAT 303: R for Statistics I | UW–Madison [View on UW Courses](https://uwcourses.com/courses/STAT_303) ## 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 a9def072bdd2e5845ed03c90492d2f26db6a23eed03f83627d1001969e26c52e ### course id STAT 303 ### course uid course\_9d705456a9a3f278c1b60cc6 ### catalog version id 57ff2a8be76de00de104fada8425798a0cbd45f2782a88f91e77d7d80db22f7f ### course number 303 ### subjects * STAT ### title R FOR STATISTICS I ### description An understanding of the commonly used statistical language R. Topics will include using R to manipulate data and perform exploratory data analysis. ### requirements text STAT 240,301, 302,312,324,371,MATH/​STAT  310,ECON 310, GEN BUS 303, 304,306,307,317,PSYCH 210,B M E 325,I SY E 210,SOC/​C\&E SOC  360, graduate/professional standing, or declared in Statistics VISP ### credits min 1 ### credits max 1 ### credit offering ids * 1272:932:025055 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id a35302be9061281dae9e5dc601f2d9b29947b4ac916aeb0b383e2f5957ee1ff5 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary STAT 303 teaches using the R language to manipulate data and perform exploratory data analysis. ### llm topics * Data manipulation and exploratory data analysis. ### llm skills * Data manipulation and exploratory data analysis using R. ### llm assumed background * Familiarity with the R programming language for data manipulation and analysis. ### llm search phrases * STAT 303 R statistics * R for statistics I prerequisites * STAT 303 data analysis ### llm requirements status needs\_review ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 1c55e7e371effdc52f14845ec012c75b31a3be05d13634d56c33ffdf93629fbf #### course id STAT 303 #### current instructors ```json [ { "instructor_uid": "instructor_549402aaa3fc02311c4c262e", "message": null, "name": "Bo Yang", "review_status": "supported", "rmp_instructor_id": "rmp:2107418", "summary": [ { "citations": [ { "instructor_name": "Bo Yang", "review_date": "2019-10-23 17:27:30 +0000 UTC", "review_id": "7f851a190730e2c8de0221f9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTMyMzExNzE2", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" }, { "instructor_name": "Bo Yang", "review_date": "2020-10-01 05:33:21 +0000 UTC", "review_id": "451f6f9b84f52eb12df270c9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTMzNjcyNDAy", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" }, { "instructor_name": "Bo Yang", "review_date": "2021-11-01 17:27:44 +0000 UTC", "review_id": "fefe1877cdea0b8d7e1d3561", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTM1MTc1MDQx", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" }, { "instructor_name": "Bo Yang", "review_date": "2022-02-24 01:26:40 +0000 UTC", "review_id": "c6f9d3ea39d14168264fc253", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTM1ODc4NTg3", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" }, { "instructor_name": "Bo Yang", "review_date": "2022-09-15 19:53:36 +0000 UTC", "review_id": "29b7ced4db43a11181adf8a7", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTM2NjQ1MDY3", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" }, { "instructor_name": "Bo Yang", "review_date": "2022-10-05 18:07:43 +0000 UTC", "review_id": "734149220df3fbfe9bcf4a90", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTM2Njc5Nzk2", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" }, { "instructor_name": "Bo Yang", "review_date": "2022-11-21 23:15:26 +0000 UTC", "review_id": "82b6361238d911ad3e25b51b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTM2ODc3MDE3", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" }, { "instructor_name": "Bo Yang", "review_date": "2024-09-20 04:39:53 +0000 UTC", "review_id": "d07cbe15e47a35e7609f6a56", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTM5NzUzOTc2", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" }, { "instructor_name": "Bo Yang", "review_date": "2025-03-12 17:45:46 +0000 UTC", "review_id": "9e63c67807009c1388fb5c05", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTQwNzYyNzQx", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" }, { "instructor_name": "Bo Yang", "review_date": "2026-03-12 21:35:32 +0000 UTC", "review_id": "1ea2c35b6602baf112758469", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTQyNjkzNjgy", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" } ], "text": "Bo Yang receives widespread criticism for poor lecture quality, dismissiveness, and lack of accessibility, with reviewers citing passive-aggressive behavior and unhelpful office hours. While one review notes sensible structure and another finds him merely okay, the majority report significant frustration with his teaching style and communication." }, { "citations": [ { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Spring 2025: 3.83 GPA, 92.9% A/AB (n=127 letter grades); Fall 2025: 3.94 GPA, 96.2% A/AB (n=160 letter grades); Spring 2026: 3.95 GPA, 97.5% A/AB (n=161 letter grades). Includes jointly taught sections." } ] }, { "instructor_uid": "instructor_4d0f89219b9efbef40920d35", "message": null, "name": "John Gillett", "review_status": "supported", "rmp_instructor_id": "rmp:1567077", "summary": [ { "citations": [ { "instructor_name": "John Gillett", "review_date": "2020-05-28 02:07:06 +0000 UTC", "review_id": "b4c3b01cc6fa6104d1e10e45", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1567077", "source_review_id": "UmF0aW5nLTMzMzgwMDE1", "source_url": "https://www.ratemyprofessors.com/professor/1567077", "type": "review" }, { "instructor_name": "John Gillett", "review_date": "2021-08-06 16:00:33 +0000 UTC", "review_id": "91430a1c0e58979452ff0122", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1567077", "source_review_id": "UmF0aW5nLTM1MDEwNzI5", "source_url": "https://www.ratemyprofessors.com/professor/1567077", "type": "review" }, { "instructor_name": "John Gillett", "review_date": "2022-03-31 03:30:28 +0000 UTC", "review_id": "c30c087b50e941d17a5503ac", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1567077", "source_review_id": "UmF0aW5nLTM2MDAwMjQ5", "source_url": "https://www.ratemyprofessors.com/professor/1567077", "type": "review" }, { "instructor_name": "John Gillett", "review_date": "2024-07-02 14:15:14 +0000 UTC", "review_id": "f0528c77bcfcf630a815db8f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1567077", "source_review_id": "UmF0aW5nLTM5NjA1MzIy", "source_url": "https://www.ratemyprofessors.com/professor/1567077", "type": "review" } ], "text": "John Gillett is praised for accessible online lectures, proactive assistance, and helpful explanations of R applications. Reviewers note his willingness to answer questions and support students with minimal CS experience." }, { "citations": [ { "instructor_name": "John Gillett", "review_date": "2024-06-14 21:38:51 +0000 UTC", "review_id": "4bdec4b284dae4c8968e466e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1567077", "source_review_id": "UmF0aW5nLTM5NTcyNjkz", "source_url": "https://www.ratemyprofessors.com/professor/1567077", "type": "review" } ], "text": "Some students report difficulty hearing recorded lectures and finding examples hard to replicate. This reviewer also notes a hands-off grading style and challenges in applying examples to different contexts." }, { "citations": [ { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Fall 2024: 3.46 GPA, 69.4% A/AB (n=36 letter grades); Fall 2025: 3.47 GPA, 72.7% A/AB (n=33 letter grades); Spring 2026: 3.72 GPA, 90.0% A/AB (n=30 letter grades). Includes jointly taught sections." } ] }, { "instructor_uid": "instructor_05c51e51dfbeab703c25aeaf", "message": "No course-specific reviews available", "name": "Ming Pei", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] }, { "instructor_uid": "instructor_f0cd815c302d74748eeeee6d", "message": "No course-specific reviews available", "name": "Zhifeng Chen", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Spring 2025: 3.83 GPA, 92.9% A/AB (n=127 letter grades); Fall 2025: 3.94 GPA, 96.2% A/AB (n=160 letter grades); Spring 2026: 3.95 GPA, 97.5% A/AB (n=161 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload The course involves multiple quizzes, homework assignments, and an exam, with reviewers noting the workload is substantial despite the straightforward nature of the tasks. ```json { "citations": [ { "instructor_name": "Bo Yang", "review_date": "2020-10-01 05:33:21 +0000 UTC", "review_id": "451f6f9b84f52eb12df270c9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTMzNjcyNDAy", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" }, { "instructor_name": "John Gillett", "review_date": "2021-08-06 16:00:33 +0000 UTC", "review_id": "91430a1c0e58979452ff0122", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1567077", "source_review_id": "UmF0aW5nLTM1MDEwNzI5", "source_url": "https://www.ratemyprofessors.com/professor/1567077", "type": "review" }, { "instructor_name": "John Gillett", "review_date": "2024-06-14 21:38:51 +0000 UTC", "review_id": "4bdec4b284dae4c8968e466e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1567077", "source_review_id": "UmF0aW5nLTM5NTcyNjkz", "source_url": "https://www.ratemyprofessors.com/professor/1567077", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews of Alexander Covington: Alexander Covington's course relies on self-learning via online videos, with exams covering extensive details from homework. Reviewers report extremely high workload, tough grading, and a lack of homework solutions or feedback, leading some to avoid subsequent courses. ```json { "citations": [ { "instructor_name": "Alexander Covington", "review_date": "2020-10-02 09:58:31 +0000 UTC", "review_id": "3894215b5148ea7fefc36e3e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2489613", "source_review_id": "UmF0aW5nLTMzNjc0NjQ1", "source_url": "https://www.ratemyprofessors.com/professor/2489613", "type": "review" }, { "instructor_name": "Alexander Covington", "review_date": "2020-10-04 22:03:17 +0000 UTC", "review_id": "add386fb61fd3c96502c9600", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2489613", "source_review_id": "UmF0aW5nLTMzNjc3ODAy", "source_url": "https://www.ratemyprofessors.com/professor/2489613", "type": "review" }, { "instructor_name": "Alexander Covington", "review_date": "2020-10-04 22:16:30 +0000 UTC", "review_id": "8b010b29b755a83f8f4f7a0f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2489613", "source_review_id": "UmF0aW5nLTMzNjc3ODMw", "source_url": "https://www.ratemyprofessors.com/professor/2489613", "type": "review" } ] } ``` #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take John Gillett receives high praise for clear explanations, accessible support, and well-structured online materials, making the course manageable even for students with minimal coding experience. ```json { "citations": [ { "instructor_name": "John Gillett", "review_date": "2020-05-28 02:07:06 +0000 UTC", "review_id": "b4c3b01cc6fa6104d1e10e45", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1567077", "source_review_id": "UmF0aW5nLTMzMzgwMDE1", "source_url": "https://www.ratemyprofessors.com/professor/1567077", "type": "review" }, { "instructor_name": "John Gillett", "review_date": "2022-03-31 03:30:28 +0000 UTC", "review_id": "c30c087b50e941d17a5503ac", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1567077", "source_review_id": "UmF0aW5nLTM2MDAwMjQ5", "source_url": "https://www.ratemyprofessors.com/professor/1567077", "type": "review" }, { "instructor_name": "John Gillett", "review_date": "2024-07-02 14:15:14 +0000 UTC", "review_id": "f0528c77bcfcf630a815db8f", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1567077", "source_review_id": "UmF0aW5nLTM5NjA1MzIy", "source_url": "https://www.ratemyprofessors.com/professor/1567077", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.83 GPA, 92.9% A/AB (n=127 letter grades); Fall 2025: 3.86 GPA, 92.2% A/AB (n=193 letter grades); Spring 2026: 3.91 GPA, 96.3% A/AB (n=191 letter grades). ```json { "citations": [ { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Bo Yang is frequently criticized for poor lecture quality, lack of accessibility, and dismissive communication, forcing students to rely heavily on self-study and external resources to succeed. ```json { "citations": [ { "instructor_name": "Bo Yang", "review_date": "2019-10-23 17:27:30 +0000 UTC", "review_id": "7f851a190730e2c8de0221f9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTMyMzExNzE2", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" }, { "instructor_name": "Bo Yang", "review_date": "2021-11-01 17:27:44 +0000 UTC", "review_id": "fefe1877cdea0b8d7e1d3561", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTM1MTc1MDQx", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" }, { "instructor_name": "Bo Yang", "review_date": "2022-10-05 18:07:43 +0000 UTC", "review_id": "734149220df3fbfe9bcf4a90", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTM2Njc5Nzk2", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" }, { "instructor_name": "Bo Yang", "review_date": "2025-03-12 17:45:46 +0000 UTC", "review_id": "9e63c67807009c1388fb5c05", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2107418", "source_review_id": "UmF0aW5nLTQwNzYyNzQx", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history ALEXANDER COVINGTON is recorded teaching in Fall 2019, Fall 2020. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" } ] } ``` BO YANG is recorded teaching in Fall 2019, Spring 2020, Fall 2020, Fall 2021, Spring 2022, Fall 2022, 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 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", 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"run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", 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"run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", 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"source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` JOHN GILLETT is recorded teaching in Fall 2024, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` ZHIFENG CHEN is recorded teaching in 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 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "STAT 303", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "source_record": { "entity_id": "b44fc5f6-5217-3e0a-948e-79476de38bbf", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3", "n4", "n5", "n6", "n7", "n8", "n9", "n10", "n11", "n12", "n13", "n14", "n15", "n16", "n17", "n18", "n19" ], "condition": null, "course": null, "evidence": "STAT 240,301, 302,312,324,371,MATH/STAT 310,ECON 310, GEN BUS 303, 304,306,307,317,PSYCH 210,B M E 325,I SY E 210,SOC/C&E SOC 360, graduate/professional standing, or declared in Statistics VISP", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 240, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" 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"course": null, "evidence": "graduate/professional standing", "id": "n18", "kind": "condition" }, { "children": [], "condition": "declared in Statistics VISP", "course": null, "evidence": "declared in Statistics VISP", "id": "n19", "kind": "condition" } ] ``` #### notes * Requirement parsed from text. #### root n0 #### status needs\_review ### instructors ```json [ { "instructor_uid": "instructor_549402aaa3fc02311c4c262e", "source": "enrollment", "source_instructor_id": "byang76", "identity_basis": "netid", "identity_status": "source_identified", "name": "Bo Yang", "email": "BYANG76@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": 56, "quality": 1.68, "difficulty": 3.7, "quality_count": 56, "difficulty_count": 56, "profile_id": "rmp:2107418", "source_url": "https://www.ratemyprofessors.com/professor/2107418", "match_basis": "exact_name", "observed_at": "2026-09-07 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"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/MING_PEI" }, { "instructor_uid": "instructor_f0cd815c302d74748eeeee6d", "source": "enrollment", "source_instructor_id": "zchen925", "identity_basis": "netid", "identity_status": "source_identified", "name": "Zhifeng Chen", "email": "ZCHEN925@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/ZHIFENG_CHEN" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:932:025055", "course_id": "STAT 303", "course_uid": "course_9d705456a9a3f278c1b60cc6", "term_id": "1272", "source_course_id": "025055", "source_subject_id": "932", "title": "R for Statistics I", "credits_min": 1, "credits_max": 1, "typically_offered": "Fall, Spring" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:20184", "term_id": "1272", "source_section_id": "20184", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 45, "enrolled": 27, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-10-04 05:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:20185", "term_id": "1272", "source_section_id": "20185", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 3, "enrolled": 3, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-10-04 05:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", 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"last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 67, "quality": 4.39, "difficulty": 2.66, "quality_count": 67, "difficulty_count": 67, "profile_id": "rmp:1567077", "source_url": "https://www.ratemyprofessors.com/professor/1567077", "match_basis": "exact_name", "observed_at": "2026-09-07 16:31:37.860973+00:00", "courses": { "course_64851c516bf8195a88f81cc4": { "review_count": 12, "quality": 4.42, "difficulty": 2.92, "quality_count": 12, "difficulty_count": 12 }, "course_a420e635de610c245d2c3002": { "review_count": 2, "quality": 4, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 }, "course_bf80347054c4234ada79c07e": { "review_count": 2, "quality": 5, "difficulty": 2, "quality_count": 2, "difficulty_count": 2 }, "course_31fb5b7b6bf20ca63e33bd46": { "review_count": 21, "quality": 4.05, "difficulty": 2.81, "quality_count": 21, "difficulty_count": 21 }, "course_9d705456a9a3f278c1b60cc6": { "review_count": 5, "quality": 4.8, "difficulty": 3, 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"https://www.ratemyprofessors.com/professor/2107418", "match_basis": "exact_name", "observed_at": "2026-09-07 16:51:41.195101+00:00", "courses": { "course_9d705456a9a3f278c1b60cc6": { "review_count": 20, "quality": 1.65, "difficulty": 3.7, "quality_count": 20, "difficulty_count": 20 }, "course_e593b86c370a0c671af794df": { "review_count": 16, "quality": 2.12, "difficulty": 3.88, "quality_count": 16, "difficulty_count": 16 }, "course_1b76508145789f8fbc49d1fa": { "review_count": 8, "quality": 1.75, "difficulty": 3.62, "quality_count": 8, "difficulty_count": 8 }, "course_2364ea4d92955fbad9988956": { "review_count": 2, "quality": 1, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 }, "course_24942ca6acb3a153de2907d5": { "review_count": 2, "quality": 1, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 }, "course_06abb97e9793bf858754daa3": { "review_count": 1, "quality": 2, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 2.2009699430385776, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/BO_YANG" }, { "instructor_uid": "instructor_f0cd815c302d74748eeeee6d", "source": "enrollment", "source_instructor_id": "zchen925", "identity_basis": "netid", "identity_status": "source_identified", "name": "Zhifeng Chen", "email": "ZCHEN925@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/ZHIFENG_CHEN" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 303", "course_uid": "course_9d705456a9a3f278c1b60cc6", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "ALEXANDER COVINGTON", "BEHZAD AALIPUR HAFSHEJANI", "BOWEN HU", "Bo Yang", "Derek Bean", "Siming Li" ], "a": 123, "ab": 20, "b": 18, "bc": 7, "c": 5, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, 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0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 194, "source_aliases": [ "STAT 303" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 303", "course_uid": "course_9d705456a9a3f278c1b60cc6", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "ALEJANDRO CALLE-SALDARRIAGA", "Bo Yang", "John Gillett", "Zhifeng Chen" ], "a": 171, "ab": 13, "b": 3, "bc": 2, "c": 2, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 191, "source_aliases": [ "STAT 303" ] } ] ``` ### statistics #### gpa 3.736 #### graded 1628 #### counts * 1213 * 168 * 150 * 43 * 38 * 9 * 7 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_9d705456a9a3f278c1b60cc6-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_9d705456a9a3f278c1b60cc6-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_9d705456a9a3f278c1b60cc6-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_9d705456a9a3f278c1b60cc6-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_9d705456a9a3f278c1b60cc6-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_9d705456a9a3f278c1b60cc6-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_9d705456a9a3f278c1b60cc6-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_9d705456a9a3f278c1b60cc6-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_9d705456a9a3f278c1b60cc6-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_9d705456a9a3f278c1b60cc6-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.736179361179361 #### count 1628 #### university ##### size 4772 ##### gpa Percentile 45 ##### count Percentile 95 ##### median Count 140 ##### 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 | 9 | false | | 2.8–3.2 | 229 | false | | 3.2–3.6 | 1135 | false | | 3.6–4.0 | 3399 | true | #### departments ```json [ { "subject": "STAT", "comparison": { "size": 74, "gpaPercentile": 64, "countPercentile": 92, "medianCount": 210, "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": false }, { "range": "3.2–3.6", "count": 32, "current": false }, { "range": "3.6–4.0", "count": 35, "current": true } ] } } ] ``` ### terms #### 1202 ##### term 1202 ##### gpa 3.6982758620689653 ##### count 174 ##### university ###### size 1102 ###### gpa Percentile 65 ###### count Percentile 85 ###### median Count 68 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 218 | false | | 3.2–3.6 | 371 | false | | 3.6–4.0 | 498 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 30, "gpaPercentile": 79, "countPercentile": 90, "medianCount": 80.5, "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": 10, "current": false }, { "range": "3.2–3.6", "count": 11, "current": false }, { "range": "3.6–4.0", "count": 9, "current": true } ] } } ] ``` #### 1204 ##### term 1204 ##### gpa 3.6025641025641026 ##### count 78 ##### university ###### size 1012 ###### gpa Percentile 33 ###### count Percentile 59 ###### median Count 65.5 ###### 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 | 1 | false | | 2.8–3.2 | 25 | false | | 3.2–3.6 | 301 | false | | 3.6–4.0 | 685 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 27, "gpaPercentile": 42, "countPercentile": 69, "medianCount": 56, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 11, "current": false }, { "range": "3.6–4.0", "count": 16, "current": true } ] } } ] ``` #### 1212 ##### term 1212 ##### gpa 3.361111111111111 ##### count 108 ##### university ###### size 1111 ###### gpa Percentile 24 ###### count Percentile 71 ###### median Count 68 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 4 | false | | 2.8–3.2 | 159 | false | | 3.2–3.6 | 337 | true | | 3.6–4.0 | 611 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 25, "gpaPercentile": 42, "countPercentile": 58, "medianCount": 100, "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": false }, { "range": "3.2–3.6", "count": 10, "current": true }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1222 ##### term 1222 ##### gpa 3.7419354838709675 ##### count 93 ##### university ###### size 1157 ###### gpa Percentile 63 ###### count Percentile 64 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 351 | false | | 3.6–4.0 | 614 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 32, "gpaPercentile": 68, "countPercentile": 68, "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": false }, { "range": "3.6–4.0", "count": 13, "current": true } ] } } ] ``` #### 1224 ##### term 1224 ##### gpa 3.5943396226415096 ##### count 106 ##### university ###### size 1171 ###### gpa Percentile 47 ###### count Percentile 73 ###### 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 | true | | 3.6–4.0 | 616 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 27, "gpaPercentile": 58, "countPercentile": 58, "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": true }, { "range": "3.6–4.0", "count": 11, "current": false } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.5309278350515463 ##### count 97 ##### university ###### size 1216 ###### gpa Percentile 39 ###### count Percentile 66 ###### 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 | true | | 3.6–4.0 | 670 | false | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 32, "gpaPercentile": 65, "countPercentile": 68, "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": true }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1234 ##### term 1234 ##### gpa 3.739669421487603 ##### count 121 ##### university ###### size 1188 ###### gpa Percentile 62 ###### count Percentile 76 ###### 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 | false | | 3.2–3.6 | 374 | false | | 3.6–4.0 | 650 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 25, "gpaPercentile": 88, "countPercentile": 71, "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": false }, { "range": "3.2–3.6", "count": 12, "current": false }, { "range": "3.6–4.0", "count": 7, "current": true } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.8451327433628317 ##### count 113 ##### university ###### size 1295 ###### gpa Percentile 73 ###### count Percentile 72 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 162 | false | | 3.2–3.6 | 394 | false | | 3.6–4.0 | 726 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 34, "gpaPercentile": 79, "countPercentile": 76, "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": false }, { "range": "3.2–3.6", "count": 13, "current": false }, { "range": "3.6–4.0", "count": 13, "current": true } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.792372881355932 ##### count 118 ##### university ###### size 1241 ###### gpa Percentile 67 ###### count Percentile 76 ###### 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 | false | | 3.2–3.6 | 373 | false | | 3.6–4.0 | 706 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 29, "gpaPercentile": 89, "countPercentile": 75, "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": false }, { "range": "3.2–3.6", "count": 13, "current": false }, { "range": "3.6–4.0", "count": 8, "current": true } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.770642201834862 ##### count 109 ##### university ###### size 1333 ###### gpa Percentile 62 ###### count Percentile 70 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 115 | false | | 3.2–3.6 | 431 | false | | 3.6–4.0 | 773 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 32, "gpaPercentile": 90, "countPercentile": 68, "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": false }, { "range": "3.2–3.6", "count": 14, "current": false }, { "range": "3.6–4.0", "count": 9, "current": true } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.826771653543307 ##### count 127 ##### university ###### size 1289 ###### gpa Percentile 69 ###### count Percentile 79 ###### 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 | false | | 3.2–3.6 | 379 | false | | 3.6–4.0 | 765 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 28, "gpaPercentile": 78, "countPercentile": 78, "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": false }, { "range": "3.2–3.6", "count": 11, "current": false }, { "range": "3.6–4.0", "count": 11, "current": true } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.8575129533678756 ##### count 193 ##### university ###### size 1320 ###### gpa Percentile 72 ###### count Percentile 86 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | false | | 3.6–4.0 | 797 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 29, "gpaPercentile": 86, "countPercentile": 79, "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": false }, { "range": "3.2–3.6", "count": 12, "current": false }, { "range": "3.6–4.0", "count": 8, "current": true } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.913612565445026 ##### count 191 ##### university ###### size 1283 ###### gpa Percentile 82 ###### count Percentile 86 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 20 | false | | 2.8–3.2 | 130 | false | | 3.2–3.6 | 343 | false | | 3.6–4.0 | 789 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 26, "gpaPercentile": 96, "countPercentile": 80, "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": false }, { "range": "3.2–3.6", "count": 9, "current": false }, { "range": "3.6–4.0", "count": 7, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4772 ###### gpa 3.7072110043885127 ###### top Share 84.79051322118589 ###### count 140 ##### STAT ###### size 74 ###### gpa 3.588116026726468 ###### top Share 77.85715546634837 ###### count 210 #### terms ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ###### STAT ###### size 30 ###### gpa 3.4022744829589433 ###### top Share 67.29048111947832 ###### count 80.5 ##### 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 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### STAT ###### size 25 ###### gpa 3.4555542540486095 ###### top Share 69.54152339778892 ###### count 100 ##### 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_a10182c6e5241212aadf03e5", "name": "BO YANG", "count": 1407, "terms": [ { "term": "1202", "count": 82, "sections": 2, "gpa": 3.6890243902439024 }, { "term": "1204", "count": 78, "sections": 2, "gpa": 3.6025641025641026 }, { "term": "1212", "count": 78, "sections": 2, "gpa": 3.25 }, { "term": "1222", "count": 93, "sections": 4, "gpa": 3.7419354838709675 }, { "term": "1224", "count": 106, "sections": 3, "gpa": 3.5943396226415096 }, { "term": "1232", "count": 97, "sections": 4, "gpa": 3.5309278350515463 }, { "term": "1234", "count": 121, "sections": 4, "gpa": 3.739669421487603 }, { "term": "1242", "count": 113, "sections": 4, "gpa": 3.8451327433628317 }, { "term": "1244", "count": 118, "sections": 4, "gpa": 3.792372881355932 }, { "term": "1252", "count": 73, "sections": 2, "gpa": 3.9246575342465753 }, { "term": "1254", "count": 127, "sections": 4, "gpa": 3.826771653543307 }, { "term": "1262", "count": 160, "sections": 3, "gpa": 3.9375 }, { "term": "1264", "count": 161, "sections": 3, "gpa": 3.950310559006211 } ] }, { "uid": "instructor_bc7547c463578e6a6f5351b8", "name": "ZHIFENG CHEN", "count": 557, "terms": [ { "term": "1252", "count": 109, "sections": 4, "gpa": 3.770642201834862 }, { "term": "1254", "count": 127, "sections": 4, "gpa": 3.826771653543307 }, { "term": "1262", "count": 160, "sections": 3, "gpa": 3.9375 }, { "term": "1264", "count": 161, "sections": 3, "gpa": 3.950310559006211 } ] }, { "uid": "instructor_3477a452ad67417e33b0075e", "name": "NURSULTAN AZHIMURATOV", "count": 352, "terms": [ { "term": "1234", "count": 121, "sections": 4, "gpa": 3.739669421487603 }, { "term": "1242", "count": 113, "sections": 4, "gpa": 3.8451327433628317 }, { "term": "1244", "count": 118, "sections": 4, "gpa": 3.792372881355932 } ] }, { "uid": "instructor_c3485b02711ec2c4ee562800", "name": "BOWEN HU", "count": 153, "terms": [ { "term": "1202", "count": 45, "sections": 1, "gpa": 3.533333333333333 }, { "term": "1212", "count": 108, "sections": 3, "gpa": 3.361111111111111 } ] }, { "uid": "instructor_f4374005946a9d4008a85a55", "name": "PO-KUEI CHEN", "count": 106, "terms": [ { "term": "1224", "count": 106, "sections": 3, "gpa": 3.5943396226415096 } ] }, { "uid": "instructor_c29c695b537eb30977ee94b5", "name": "JOHN GILLETT", "count": 99, "terms": [ { "term": "1252", "count": 36, "sections": 2, "gpa": 3.4583333333333335 }, { "term": "1262", "count": 33, "sections": 2, "gpa": 3.4696969696969697 }, { "term": "1264", "count": 30, "sections": 2, "gpa": 3.716666666666667 } ] }, { "uid": "instructor_a37b284fdb63145ca5b3de91", "name": "ZHONGLING LIAO", "count": 97, "terms": [ { "term": "1232", "count": 97, "sections": 4, "gpa": 3.5309278350515463 } ] }, { "uid": "instructor_1172e88b5ae6ba42f3343950", "name": "BEHZAD AALIPUR HAFSHEJANI", "count": 94, "terms": [ { "term": "1202", "count": 94, "sections": 2, "gpa": 3.845744680851064 } ] }, { "uid": "instructor_446a70d6c59b0e42240d024b", "name": "ZHUOYAN XU", "count": 93, "terms": [ { "term": "1222", "count": 93, "sections": 4, "gpa": 3.7419354838709675 } ] }, { "uid": "instructor_53d6506dcfd0a75fd8db60d2", "name": "HONGZHI LIU", "count": 78, "terms": [ { "term": "1204", "count": 78, "sections": 2, "gpa": 3.6025641025641026 } ] }, { "uid": "instructor_086d91a37c96e21beccd134b", "name": "ALEXANDER COVINGTON", "count": 77, "terms": [ { "term": "1202", "count": 47, "sections": 1, "gpa": 3.872340425531915 }, { "term": "1212", "count": 30, "sections": 1, "gpa": 3.65 } ] }, { "uid": "instructor_776a80367ac941071d85ded3", "name": "DEREK BEAN", "count": 45, "terms": [ { "term": "1202", "count": 45, "sections": 1, "gpa": 3.533333333333333 } ] }, { "uid": "instructor_cb916b081d4445a99ae52c5c", "name": "SIJING LI", "count": 45, "terms": [ { "term": "1202", "count": 45, "sections": 1, "gpa": 3.533333333333333 } ] }, { "uid": "instructor_f239799e8b1d244fb8b0f240", "name": "SIXU LI", "count": 33, "terms": [ { "term": "1262", "count": 33, "sections": 2, "gpa": 3.4696969696969697 } ] }, { "uid": "instructor_a59c61b3722745796d3a19b6", "name": "ALEJANDRO CALLE-SALDARRIAGA", "count": 30, "terms": [ { "term": "1264", "count": 30, "sections": 2, "gpa": 3.716666666666667 } ] } ] ``` ## following | code | title | | -------- | --------------------------------------------- | | ECON 400 | INTRODUCTION TO APPLIED ECONOMETRICS | | ECON 570 | FUNDAMENTALS OF DATA ANALYTICS FOR ECONOMISTS | | ECON 695 | TOPICS IN ECONOMIC DATA ANALYSIS | | STAT 304 | R FOR STATISTICS II | | STAT 333 | APPLIED REGRESSION ANALYSIS | | STAT 405 | DATA SCIENCE COMPUTING PROJECT | | STAT 436 | STATISTICAL DATA VISUALIZATION | ## projection ### target 1272 ### interval #### lower 3.5 #### upper 4 #### coverage 80 #### terms 5 ### gpa 3.770657870159423 ### grades | grade | percentage | | ----- | ------------------- | | A | 78.79883574452758 | | AB | 7.952215871530588 | | B | 7.768854624994671 | | BC | 2.3337428256957007 | | C | 2.125767640010582 | | D | 0.6452322682305067 | | F | 0.37535102501036177 | ### source Terms * 1262 * 1252 * 1242 * 1232 * 1222 ### source Count 605 ### same Season true ### historical Range * 3.5309278350515467 * 3.857512953367876 ### backtest #### terms 5 #### gpa Error 0.16956238911573704 #### mix Error 16.797433464179676