# STAT 771: Computational Statistics | UW–Madison [View on UW Courses](https://uwcourses.com/courses/STAT_771) ## 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 d591734a43fcf82aeb16f3d92f9a3789efb1bd690153af62318535e72b11888a ### course id STAT 771 ### course uid course\_c7c2e62609a7d096ae23e826 ### catalog version id 351afb90c6d7b593a4478399001112c91b0705b50cd081a107ab4eb4fae8d2c4 ### course number 771 ### subjects * STAT ### title COMPUTATIONAL STATISTICS ### description Statistical inference from the perspective of computation. Statistical problems include data reduction, parameter estimation, hypothesis testing, prediction, statistical modeling, and both Bayesian and non-Bayesian inference. Computational issues include algorithms for model fitting (optimization), computing standard errors, calculating various model properties (integration), as well as systems to organize and manage data and to deploy computations. ### requirements text Declared in Statistics MS, Statistics PhD, Biomedical Data Science PhD, Biomedical Data Science MS, Business PhD, or Statistics Doctoral Minor ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 07c2bef905e859d457364c19c2e1f1dc371319dfcdfebaa79a971d672a4af3c9 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary STAT 771 teaches computational approaches to statistical inference, covering data reduction, estimation, testing, and modeling via algorithms for optimization and integration. ### llm topics * Core statistical problems: data reduction, parameter estimation, hypothesis testing, prediction, and statistical modeling * Bayesian and non-Bayesian inference methods * Computational issues: optimization, standard error computation, and integration for model properties ### llm skills * Implementing computational algorithms for statistical model fitting, optimization, and integration * Designing systems for data organization, management, and deployment of statistical computations ### llm assumed background None recorded. ### llm search phrases * computational statistics * statistical inference computation * Bayesian non-Bayesian inference algorithms * model fitting optimization integration ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 92a33d12fb164fb40f515fd9668784ffebdf53c20226e19153e11eff865fecc5 #### course id STAT 771 #### current instructors None recorded. #### difficulty workload Historical reviews of Vivak Patel: One review describes lectures as easy to follow and notes that problem sets are optional, with the final exam featuring questions similar to those sets. ```json { "citations": [ { "instructor_name": "Vivak Patel", "review_date": "2021-01-27 17:04:03 +0000 UTC", "review_id": "f5bcbb33179f3514d5fb477d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2630806", "source_review_id": "UmF0aW5nLTM0MzIwODI2", "source_url": "https://www.ratemyprofessors.com/professor/2630806", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews of Vivak Patel: Vivak Patel's teaching receives polarized reviews. Some students found him unhelpful and difficult to understand, while others praised his organization, accessibility, and clear lectures focused on practical application. ```json { "citations": [ { "instructor_name": "Vivak Patel", "review_date": "2020-10-27 23:19:51 +0000 UTC", "review_id": "6bec1b85b9c56dc8d3fa615a", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2630806", "source_review_id": "UmF0aW5nLTMzNzQxMjQz", "source_url": "https://www.ratemyprofessors.com/professor/2630806", "type": "review" }, { "instructor_name": "Vivak Patel", "review_date": "2020-10-29 17:04:49 +0000 UTC", "review_id": "67e2226f94801f330a7f4683", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2630806", "source_review_id": "UmF0aW5nLTMzNzQ4MjUw", "source_url": "https://www.ratemyprofessors.com/professor/2630806", "type": "review" }, { "instructor_name": "Vivak Patel", "review_date": "2021-01-27 17:04:03 +0000 UTC", "review_id": "f5bcbb33179f3514d5fb477d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2630806", "source_review_id": "UmF0aW5nLTM0MzIwODI2", "source_url": "https://www.ratemyprofessors.com/professor/2630806", "type": "review" } ] } ``` #### offered false #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Historical reviews of Vivak Patel: Reviews for Vivak Patel are polarized, ranging from complaints about poor communication and lack of helpfulness to praise for his organization and accessibility. ```json { "citations": [ { "instructor_name": "Vivak Patel", "review_date": "2020-10-27 23:19:51 +0000 UTC", "review_id": "6bec1b85b9c56dc8d3fa615a", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2630806", "source_review_id": "UmF0aW5nLTMzNzQxMjQz", "source_url": "https://www.ratemyprofessors.com/professor/2630806", "type": "review" }, { "instructor_name": "Vivak Patel", "review_date": "2020-10-29 17:04:49 +0000 UTC", "review_id": "67e2226f94801f330a7f4683", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2630806", "source_review_id": "UmF0aW5nLTMzNzQ4MjUw", "source_url": "https://www.ratemyprofessors.com/professor/2630806", "type": "review" }, { "instructor_name": "Vivak Patel", "review_date": "2021-01-27 17:04:03 +0000 UTC", "review_id": "f5bcbb33179f3514d5fb477d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2630806", "source_review_id": "UmF0aW5nLTM0MzIwODI2", "source_url": "https://www.ratemyprofessors.com/professor/2630806", "type": "review" } ] } ``` Recent recorded grades — Fall 2023: 3.66 GPA, 80.6% A/AB (n=31 letter grades); Fall 2024: 3.70 GPA, 82.6% A/AB (n=23 letter grades); Spring 2026: 3.65 GPA, 76.9% A/AB (n=13 letter grades). ```json { "citations": [ { "course_id": "STAT 771", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "3171a2a6-3441-3f48-ba24-be505009cc3e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "STAT 771", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "3171a2a6-3441-3f48-ba24-be505009cc3e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "STAT 771", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "3171a2a6-3441-3f48-ba24-be505009cc3e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Historical reviews of Vivak Patel: Students report conflicting experiences regarding his helpfulness, with some finding him inaccessible while others describe him as very accessible and encouraging. ```json { "citations": [ { "instructor_name": "Vivak Patel", "review_date": "2020-10-27 23:19:51 +0000 UTC", "review_id": "6bec1b85b9c56dc8d3fa615a", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2630806", "source_review_id": "UmF0aW5nLTMzNzQxMjQz", "source_url": "https://www.ratemyprofessors.com/professor/2630806", "type": "review" }, { "instructor_name": "Vivak Patel", "review_date": "2020-10-29 17:04:49 +0000 UTC", "review_id": "67e2226f94801f330a7f4683", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2630806", "source_review_id": "UmF0aW5nLTMzNzQ4MjUw", "source_url": "https://www.ratemyprofessors.com/professor/2630806", "type": "review" }, { "instructor_name": "Vivak Patel", "review_date": "2021-01-27 17:04:03 +0000 UTC", "review_id": "f5bcbb33179f3514d5fb477d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2630806", "source_review_id": "UmF0aW5nLTM0MzIwODI2", "source_url": "https://www.ratemyprofessors.com/professor/2630806", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history VIVAK PATEL is recorded teaching in Fall 2018, Fall 2019, Fall 2020, Fall 2021. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "STAT 771", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "3171a2a6-3441-3f48-ba24-be505009cc3e", "source_record": { "entity_id": "3171a2a6-3441-3f48-ba24-be505009cc3e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1192", "type": "grade" }, { "course_id": "STAT 771", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "3171a2a6-3441-3f48-ba24-be505009cc3e", "source_record": { "entity_id": "3171a2a6-3441-3f48-ba24-be505009cc3e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "STAT 771", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "3171a2a6-3441-3f48-ba24-be505009cc3e", "source_record": { "entity_id": "3171a2a6-3441-3f48-ba24-be505009cc3e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "STAT 771", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "3171a2a6-3441-3f48-ba24-be505009cc3e", "source_record": { "entity_id": "3171a2a6-3441-3f48-ba24-be505009cc3e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "Declared in Statistics MS, Statistics PhD, Biomedical Data Science PhD, Biomedical Data Science MS, Business PhD, or Statistics Doctoral Minor", "course": null, "evidence": "Declared in Statistics MS, Statistics PhD, Biomedical Data Science PhD, Biomedical Data Science MS, Business PhD, or Statistics Doctoral Minor", "id": "n0", "kind": "condition" } ] ``` #### notes * Entire requirement treated as a single verbatim condition. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_f371fd2a28dcb497f02e3fc5", "source": "madgrades", "source_instructor_id": "2601916", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MICHAEL NEWTON", "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": 3.776, "graded": 441, "counts": [ 285, 120, 31, 4, 1, 0, 0 ], "sections": 67 }, "instructor_url": "/instructors/MICHAEL_NEWTON--instructor_f371fd2a28dcb497f02e3fc5" }, { "instructor_uid": "instructor_b2acd3224dabe1427205a51f", "source": "madgrades", "source_instructor_id": "4369041", "identity_basis": "source_id", "identity_status": "source_identified", "name": "VIVAK PATEL", "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": 28, "quality": 1.86, "difficulty": 4.39, "quality_count": 28, "difficulty_count": 28, "profile_id": "rmp:2630806", "source_url": "https://www.ratemyprofessors.com/professor/2630806", "match_basis": "exact_name", "observed_at": "2026-09-07 15:59:56.176630+00:00", "courses": { "course_31fb5b7b6bf20ca63e33bd46": { "review_count": 17, "quality": 1.41, "difficulty": 4.76, "quality_count": 17, "difficulty_count": 17 }, "course_0cdbe47e9cba33b1c1a28e66": { "review_count": 8, "quality": 2.62, "difficulty": 3.62, "quality_count": 8, "difficulty_count": 8 }, "course_c7c2e62609a7d096ae23e826": { "review_count": 3, "quality": 2.33, "difficulty": 4.33, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 2.6098690764777484, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.244, "graded": 565, "counts": [ 182, 174, 86, 46, 54, 15, 8 ], "sections": 38 }, "instructor_url": "/instructors/VIVAK_PATEL--instructor_b2acd3224dabe1427205a51f" }, { "instructor_uid": "instructor_a6ceb9dbcbb9539d970f1bbb", "source": "madgrades", "source_instructor_id": "6586881", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CHRISTOPHER GEOGA", "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": 3.564, "graded": 110, "counts": [ 65, 18, 14, 6, 5, 2, 0 ], "sections": 12 }, "instructor_url": "/instructors/CHRISTOPHER_GEOGA--instructor_a6ceb9dbcbb9539d970f1bbb" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 771", "course_uid": "course_c7c2e62609a7d096ae23e826", "term_id": "1094", "term_name": "Spring 2009", "instructors": [ "Michael Newton" ], "a": 18, "ab": 9, "b": 4, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 3, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 34, "source_aliases": [ "STAT 771" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 771", "course_uid": "course_c7c2e62609a7d096ae23e826", "term_id": "1114", "term_name": "Spring 2011", "instructors": [ "Michael Newton" ], "a": 15, "ab": 9, "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": 24, "source_aliases": [ "STAT 771" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 771", "course_uid": "course_c7c2e62609a7d096ae23e826", "term_id": "1154", "term_name": "Spring 2015", "instructors": [ "Michael Newton" ], "a": 15, "ab": 11, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 5, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 32, "source_aliases": [ "STAT 771" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 771", "course_uid": "course_c7c2e62609a7d096ae23e826", "term_id": "1172", "term_name": "Fall 2016", "instructors": [ "Michael Newton" ], "a": 25, "ab": 12, "b": 4, "bc": 1, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 42, "source_aliases": [ "STAT 771" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 771", "course_uid": "course_c7c2e62609a7d096ae23e826", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "Michael Newton" ], "a": 31, "ab": 3, "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": 34, "source_aliases": [ "STAT 771" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 771", "course_uid": "course_c7c2e62609a7d096ae23e826", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "Vivak Patel" ], "a": 2, "ab": 10, "b": 1, "bc": 1, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 14, "source_aliases": [ "STAT 771" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 771", "course_uid": "course_c7c2e62609a7d096ae23e826", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "Vivak Patel" ], "a": 9, "ab": 9, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 20, "source_aliases": [ "STAT 771" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 771", "course_uid": "course_c7c2e62609a7d096ae23e826", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Vivak Patel" ], "a": 0, "ab": 0, "b": 6, "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": 6, "source_aliases": [ "STAT 771" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 771", "course_uid": "course_c7c2e62609a7d096ae23e826", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Vivak Patel" ], "a": 0, "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": 0, "source_aliases": [ "STAT 771" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 771", "course_uid": "course_c7c2e62609a7d096ae23e826", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Michael Newton" ], "a": 11, "ab": 9, "b": 6, "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": 26, "source_aliases": [ "STAT 771" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 771", "course_uid": "course_c7c2e62609a7d096ae23e826", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Michael Newton" ], "a": 16, "ab": 9, "b": 6, "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": 31, "source_aliases": [ "STAT 771" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 771", "course_uid": "course_c7c2e62609a7d096ae23e826", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Christopher Geoga" ], "a": 14, "ab": 5, "b": 3, "bc": 1, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 23, "source_aliases": [ "STAT 771" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "STAT 771", "course_uid": "course_c7c2e62609a7d096ae23e826", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Christopher Geoga" ], "a": 7, "ab": 3, "b": 3, "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": 13, "source_aliases": [ "STAT 771" ] } ] ``` ### statistics #### gpa 3.708 #### graded 291 #### counts * 163 * 89 * 36 * 3 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_c7c2e62609a7d096ae23e826-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_c7c2e62609a7d096ae23e826-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_c7c2e62609a7d096ae23e826-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_c7c2e62609a7d096ae23e826-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_c7c2e62609a7d096ae23e826-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_c7c2e62609a7d096ae23e826-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_c7c2e62609a7d096ae23e826-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_c7c2e62609a7d096ae23e826-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.7079037800687287 #### count 291 #### university ##### size 4462 ##### gpa Percentile 48 ##### count Percentile 71 ##### median Count 136 ##### 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 | 336 | false | | 3.2–3.6 | 1276 | false | | 3.6–4.0 | 2841 | true | #### departments ```json [ { "subject": "STAT", "comparison": { "size": 68, "gpaPercentile": 64, "countPercentile": 54, "medianCount": 270.5, "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": 32, "current": false }, { "range": "3.6–4.0", "count": 27, "current": true } ] } } ] ``` ### terms #### 1094 ##### term 1094 ##### gpa 3.725806451612903 ##### count 31 ##### university ###### size 758 ###### gpa Percentile 78 ###### count Percentile 3 ###### median Count 71 ###### 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 | 35 | false | | 2.8–3.2 | 226 | false | | 3.2–3.6 | 259 | false | | 3.6–4.0 | 236 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 13, "gpaPercentile": 100, "countPercentile": 0, "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": 6, "current": false }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 1, "current": true } ] } } ] ``` #### 1114 ##### term 1114 ##### gpa 3.8125 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | STAT | | #### 1154 ##### term 1154 ##### gpa 3.759259259259259 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | STAT | | #### 1172 ##### term 1172 ##### gpa 3.7261904761904763 ##### count 42 ##### university ###### size 991 ###### gpa Percentile 72 ###### count Percentile 24 ###### 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 | 0 | false | | 2.4–2.8 | 22 | false | | 2.8–3.2 | 226 | false | | 3.2–3.6 | 353 | false | | 3.6–4.0 | 390 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 25, "gpaPercentile": 96, "countPercentile": 17, "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": 1, "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": 3, "current": true } ] } } ] ``` #### 1184 ##### term 1184 ##### gpa 3.9558823529411766 ##### count 34 ##### university ###### size 1010 ###### gpa Percentile 92 ###### count Percentile 7 ###### 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 | 26 | false | | 2.8–3.2 | 210 | false | | 3.2–3.6 | 355 | false | | 3.6–4.0 | 418 | true | ##### departments ```json [ { "subject": "STAT", "comparison": { "size": 25, "gpaPercentile": 92, "countPercentile": 4, "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": 8, "current": true } ] } } ] ``` #### 1192 ##### term 1192 ##### gpa 3.4642857142857144 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | STAT | | #### 1202 ##### term 1202 ##### gpa 3.675 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | STAT | | #### 1212 ##### term 1212 ##### gpa 3 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | STAT | | #### 1232 ##### term 1232 ##### gpa 3.5961538461538463 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | STAT | | #### 1242 ##### term 1242 ##### gpa 3.661290322580645 ##### count 31 ##### university ###### size 1295 ###### gpa Percentile 50 ###### count Percentile 4 ###### 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": 67, "countPercentile": 6, "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 } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.6956521739130435 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | STAT | | #### 1264 ##### term 1264 ##### gpa 3.6538461538461537 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | STAT | | ### benchmarks #### all ##### school ###### size 4462 ###### gpa 3.660947694601709 ###### top Share 81.92719186446807 ###### count 136 ##### STAT ###### size 68 ###### gpa 3.54333244444774 ###### top Share 75.70782878263192 ###### count 270.5 #### terms ##### 1094 ###### school ###### size 758 ###### gpa 3.3891454428111527 ###### top Share 64.36369814389255 ###### count 71 ###### STAT ###### size 13 ###### gpa 3.2192958075537375 ###### top Share 55.66253049989985 ###### count 67 ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ###### STAT ###### size 14 ###### gpa 3.1808388037128617 ###### top Share 54.20460480857422 ###### count 76 ##### 1154 ###### school ###### size 935 ###### gpa 3.4282378385810093 ###### top Share 67.66674668721691 ###### count 63 ###### STAT ###### size 19 ###### gpa 3.247335845906281 ###### top Share 58.329434774225824 ###### count 57 ##### 1172 ###### school ###### size 991 ###### gpa 3.465129042641772 ###### top Share 69.42600667567366 ###### count 67 ###### STAT ###### size 25 ###### gpa 3.3324928117291264 ###### top Share 61.945618937548005 ###### count 56 ##### 1184 ###### school ###### size 1010 ###### gpa 3.47925290354517 ###### top Share 70.86270937115944 ###### count 68 ###### STAT ###### size 25 ###### gpa 3.460210558661105 ###### top Share 70.42953406269322 ###### count 70 ##### 1192 ###### school ###### size 1077 ###### gpa 3.50327634323125 ###### top Share 72.44641925727845 ###### count 67 ###### STAT ###### size 27 ###### gpa 3.349790708103796 ###### top Share 62.94637491184082 ###### count 74 ##### 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 ##### 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 ##### 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 ##### 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 ##### 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 ##### 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_f371fd2a28dcb497f02e3fc5", "name": "MICHAEL NEWTON", "count": 215, "terms": [ { "term": "1094", "count": 31, "sections": 1, "gpa": 3.725806451612903 }, { "term": "1114", "count": 24, "sections": 1, "gpa": 3.8125 }, { "term": "1154", "count": 27, "sections": 1, "gpa": 3.759259259259259 }, { "term": "1172", "count": 42, "sections": 1, "gpa": 3.7261904761904763 }, { "term": "1184", "count": 34, "sections": 1, "gpa": 3.9558823529411766 }, { "term": "1232", "count": 26, "sections": 1, "gpa": 3.5961538461538463 }, { "term": "1242", "count": 31, "sections": 1, "gpa": 3.661290322580645 } ] }, { "uid": "instructor_b2acd3224dabe1427205a51f", "name": "VIVAK PATEL", "count": 40, "terms": [ { "term": "1192", "count": 14, "sections": 1, "gpa": 3.4642857142857144 }, { "term": "1202", "count": 20, "sections": 1, "gpa": 3.675 }, { "term": "1212", "count": 6, "sections": 1, "gpa": 3 } ] }, { "uid": "instructor_a6ceb9dbcbb9539d970f1bbb", "name": "CHRISTOPHER GEOGA", "count": 36, "terms": [ { "term": "1252", "count": 23, "sections": 1, "gpa": 3.6956521739130435 }, { "term": "1264", "count": 13, "sections": 1, "gpa": 3.6538461538461537 } ] } ] ``` ## following None recorded.