# LIS 461: Data and Algorithms: Ethics and Policy | UW–Madison [View on UW Courses](https://uwcourses.com/courses/LIS_461) ## 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 e55e9444fffb0d0428d1b0f399cf69f09789a67c1782993b4182da41ac45b2d7 ### course id LIS 461 ### course uid course\_e0809224294be28ec62cda00 ### catalog version id fa713889b58f7508611eed86338916fb7312f5235cd34b60c4ab959064f4fc20 ### course number 461 ### subjects * LIS ### title DATA AND ALGORITHMS: ETHICS AND POLICY ### description An introduction to ethical, legal and policy issues related to analytics, "big data" and algorithms to support decision making. Gain familiarity with major debates and controversies in a variety of contexts. Critically analyze course materials and apply moral reasoning and legal concepts to assess case studies and critique arguments made by others. ### requirements text Sophomore standing. Not open to students with credit forL I S 462. ### credits min 3 ### credits max 3 ### credit offering ids * 1272:544:025394 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id f13725a892c3b5cd3256b2cf984693c9065a9985cac8ab65009a0e8fd2389da3 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary LIS 461 introduces ethical, legal, and policy issues in analytics and algorithms, teaching students to critically analyze debates and apply moral reasoning to case studies. ### llm topics * Ethical, legal, and policy issues in analytics and algorithms * Major debates and controversies in data and algorithmic decision-making * Case study analysis and argument critique ### llm skills * Apply moral reasoning and legal concepts to assess case studies and critique arguments * Analyze major debates and controversies in analytics and big data contexts ### llm assumed background None recorded. ### llm search phrases * data ethics policy * algorithmic bias * big data law * moral reasoning case studies * LIS 461 analytics ethics ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 277f289ee2b14eb5b07807b04ce9a57a32d6ec6323e1fbb482ab978a26a1c487 #### course id LIS 461 #### current instructors ```json [ { "instructor_uid": "instructor_68b98f9ca1f1b84ac3b054f4", "message": "No course-specific reviews available", "name": "B. Hutchins", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Spring 2022: 3.88 GPA, 95.2% A/AB (n=289 letter grades); Fall 2025: 3.92 GPA, 98.4% A/AB (n=126 letter grades); Spring 2026: 3.82 GPA, 95.9% A/AB (n=74 letter grades)." } ] }, { "instructor_uid": "instructor_cf7d268e489e1f6a0938a5d0", "message": "No course-specific reviews available", "name": "Devansh Saxena", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2870191", "summary": [ { "citations": [ { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Spring 2025: 3.91 GPA, 98.1% A/AB (n=54 letter grades); Fall 2025: 3.94 GPA, 100.0% A/AB (n=48 letter grades); Spring 2026: 3.83 GPA, 93.6% A/AB (n=78 letter grades)." } ] }, { "instructor_uid": "instructor_c1c83fb868fd40048de06312", "message": "No course-specific reviews available", "name": "Shreya Lakhera", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] } ] ``` #### difficulty workload Historical reviews of Alan Rubel, Clinton Castro: The course is typically graded on three short papers and in-class assignments, which reviewers describe as easy to manage. However, writing can be time-consuming for those new to philosophical analysis, and dense readings require careful attention to grasp the core arguments. ```json { "citations": [ { "instructor_name": "Alan Rubel", "review_date": "2021-12-16 19:11:46 +0000 UTC", "review_id": "c02ca1bf0e97fe50779d5553", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:581060", "source_review_id": "UmF0aW5nLTM1NTYwMzM3", "source_url": "https://www.ratemyprofessors.com/professor/581060", "type": "review" }, { "instructor_name": "Clinton Castro", "review_date": "2023-12-22 20:48:57 +0000 UTC", "review_id": "c0cf08d94532c12a3a468bc9", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1966167", "source_review_id": "UmF0aW5nLTM4Nzc4NDgx", "source_url": "https://www.ratemyprofessors.com/professor/1966167", "type": "review" }, { "instructor_name": "Clinton Castro", "review_date": "2024-01-22 23:06:01 +0000 UTC", "review_id": "96a602352757ca72cdd2289e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1966167", "source_review_id": "UmF0aW5nLTM4OTEyODMz", "source_url": "https://www.ratemyprofessors.com/professor/1966167", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews of Dane Gogoshin: Dane Gogoshin receives polarized reviews, with some praising her as caring, knowledgeable, and engaging in office hours, while others criticize her lectures as boring and her handling of course structure as dismissive. Reviewers disagree on whether her teaching style is thought-provoking or ineffective, though most agree the content is relevant and grading is fair. ```json { "citations": [ { "instructor_name": "Dane Gogoshin", "review_date": "2024-09-18 21:17:37 +0000 UTC", "review_id": "1b215d5fa7978cbfd4eb47ba", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3030795", "source_review_id": "UmF0aW5nLTM5NzQ5NzQ3", "source_url": "https://www.ratemyprofessors.com/professor/3030795", "type": "review" }, { "instructor_name": "Dane Gogoshin", "review_date": "2024-12-11 14:15:44 +0000 UTC", "review_id": "2db736235afc1ff0a26dce49", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3030795", "source_review_id": "UmF0aW5nLTQwMjE5NTY3", "source_url": "https://www.ratemyprofessors.com/professor/3030795", "type": "review" }, { "instructor_name": "Dane Gogoshin", "review_date": "2025-02-12 22:11:57 +0000 UTC", "review_id": "5d3ac6809e1e55c3687c369e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3030795", "source_review_id": "UmF0aW5nLTQwNjY2NTkw", "source_url": "https://www.ratemyprofessors.com/professor/3030795", "type": "review" }, { "instructor_name": "Dane Gogoshin", "review_date": "2025-04-29 19:43:11 +0000 UTC", "review_id": "ab6ba9075cb36ebce2197638", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3030795", "source_review_id": "UmF0aW5nLTQxMDg5MzAy", "source_url": "https://www.ratemyprofessors.com/professor/3030795", "type": "review" }, { "instructor_name": "Dane Gogoshin", "review_date": "2025-05-04 17:36:40 +0000 UTC", "review_id": "75aa3725227fc97151ffbdd4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3030795", "source_review_id": "UmF0aW5nLTQxMTUxOTky", "source_url": "https://www.ratemyprofessors.com/professor/3030795", "type": "review" }, { "instructor_name": "Dane Gogoshin", "review_date": "2025-12-10 14:51:11 +0000 UTC", "review_id": "ab2398cadae11705c8454bf8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3030795", "source_review_id": "UmF0aW5nLTQyMTQ0ODY1", "source_url": "https://www.ratemyprofessors.com/professor/3030795", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take LIS 461 experiences vary by instructor. Historical reviews praise Alan Rubel’s accessibility and Clinton Castro’s engagement. Recent reviews for Dane Gogoshin are polarized, with some students citing poor feedback handling, while others highly recommend her. ```json { "citations": [ { "instructor_name": "Alan Rubel", "review_date": "2020-12-30 20:13:50 +0000 UTC", "review_id": "60f51a53729bd6bd2dc228b3", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:581060", "source_review_id": "UmF0aW5nLTM0MjE3NjAx", "source_url": "https://www.ratemyprofessors.com/professor/581060", "type": "review" }, { "instructor_name": "Clinton Castro", "review_date": "2024-01-22 23:06:01 +0000 UTC", "review_id": "96a602352757ca72cdd2289e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1966167", "source_review_id": "UmF0aW5nLTM4OTEyODMz", "source_url": "https://www.ratemyprofessors.com/professor/1966167", "type": "review" }, { "instructor_name": "Dane Gogoshin", "review_date": "2024-09-18 21:17:37 +0000 UTC", "review_id": "1b215d5fa7978cbfd4eb47ba", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3030795", "source_review_id": "UmF0aW5nLTM5NzQ5NzQ3", "source_url": "https://www.ratemyprofessors.com/professor/3030795", "type": "review" }, { "instructor_name": "Dane Gogoshin", "review_date": "2025-02-12 22:11:57 +0000 UTC", "review_id": "5d3ac6809e1e55c3687c369e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3030795", "source_review_id": "UmF0aW5nLTQwNjY2NTkw", "source_url": "https://www.ratemyprofessors.com/professor/3030795", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.90 GPA, 97.2% A/AB (n=422 letter grades); Fall 2025: 3.89 GPA, 96.2% A/AB (n=500 letter grades); Spring 2026: 3.79 GPA, 90.9% A/AB (n=320 letter grades). ```json { "citations": [ { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Historical reviews of Clinton Castro, Dane Gogoshin: Students report that attending lectures is highly beneficial for understanding material, though some find them boring or mandatory attendance frustrating. Office hours are recommended for engaging with content, but some instructors have been criticized for ignoring student feedback on class structure. ```json { "citations": [ { "instructor_name": "Clinton Castro", "review_date": "2024-05-06 16:06:17 +0000 UTC", "review_id": "dfe3bfb68c23b60acd8701b3", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:1966167", "source_review_id": "UmF0aW5nLTM5Mzc3MzY3", "source_url": "https://www.ratemyprofessors.com/professor/1966167", "type": "review" }, { "instructor_name": "Dane Gogoshin", "review_date": "2024-09-18 21:17:37 +0000 UTC", "review_id": "1b215d5fa7978cbfd4eb47ba", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3030795", "source_review_id": "UmF0aW5nLTM5NzQ5NzQ3", "source_url": "https://www.ratemyprofessors.com/professor/3030795", "type": "review" }, { "instructor_name": "Dane Gogoshin", "review_date": "2024-12-11 14:15:44 +0000 UTC", "review_id": "2db736235afc1ff0a26dce49", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3030795", "source_review_id": "UmF0aW5nLTQwMjE5NTY3", "source_url": "https://www.ratemyprofessors.com/professor/3030795", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history ALAN RUBEL is recorded teaching in Fall 2020, Fall 2021. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" } ] } ``` B. HUTCHINS is recorded teaching in Spring 2022, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` DANE LEIGH GOGOSHIN 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": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` DEVANSH SAXENA 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": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 4, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 5, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "LIS 461", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "source_record": { "entity_id": "f3be6c22-3552-35f1-b926-010b13cbb785", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2" ], "condition": null, "course": null, "evidence": "Sophomore standing. Not open to students with credit forL I S 462.", "id": "n0", "kind": "all" }, { "children": [], "condition": "Sophomore standing", "course": null, "evidence": "Sophomore standing", "id": "n1", "kind": "condition" }, { "children": [ "n3" ], "condition": null, "course": null, "evidence": "Not open to students with credit forL I S 462.", "id": "n2", "kind": "not" }, { "children": [], "condition": null, "course": { "course_number": 462, "minimum_grade": null, "subjects": [ "LIS" ], "timing": "prior" }, "evidence": "Not open to students with credit forL I S 462.", "id": "n3", "kind": "course" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | -------------- | ------------------------ | -------------------------------- | -------------------------------- | ---------------------------- | | instructor\_68b98f9ca1f1b84ac3b054f4 | enrollment | bihutchins | netid | source\_identified | B. Hutchins | BIHUTCHINS\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/B\_HUTCHINS | | instructor\_cf7d268e489e1f6a0938a5d0 | enrollment | dsaxena3 | netid | source\_identified | Devansh Saxena | DEVANSH.SAXENA\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/DEVANSH\_SAXENA | | instructor\_c1c83fb868fd40048de06312 | enrollment | slakhera | netid | source\_identified | Shreya Lakhera | SLAKHERA\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/SHREYA\_LAKHERA | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:544:025394", "course_id": "LIS 461", "course_uid": "course_e0809224294be28ec62cda00", "term_id": "1272", "source_course_id": "025394", "source_subject_id": "544", "title": "Data and Algorithms: Ethics and Policy", "credits_min": 3, "credits_max": 3, "typically_offered": "Not Applicable" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:21510", "term_id": "1272", "source_section_id": "21510", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Online Only", "capacity": 75, "enrolled": 76, "waitlisted": 75, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:36477", "term_id": "1272", "source_section_id": "36477", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 200, "enrolled": 194, "waitlisted": 163, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_dc99818aa7a6f9c9693301ed", "source": "madgrades", "source_instructor_id": "840786", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ALAN RUBEL", "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": 24, "quality": 3.67, "difficulty": 2.75, "quality_count": 24, "difficulty_count": 24, "profile_id": "rmp:581060", "source_url": "https://www.ratemyprofessors.com/professor/581060", "match_basis": "exact_name", "observed_at": "2026-09-07 16:57:15.960866+00:00", "courses": { "course_e0809224294be28ec62cda00": { "review_count": 2, "quality": 3.5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 }, "course_0f3c5b46df0c6f3e2fd183c1": { "review_count": 8, "quality": 2.62, "difficulty": 2.62, "quality_count": 8, "difficulty_count": 8 }, "course_72e3437a60c851a731b2b607": { "review_count": 1, "quality": 2, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.6653117197939067, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.551, "graded": 2058, "counts": [ 1101, 523, 230, 102, 56, 17, 29 ], "sections": 84 }, "instructor_url": "/instructors/ALAN_RUBEL--instructor_dc99818aa7a6f9c9693301ed" }, { "instructor_uid": "instructor_c1317e73aaa027ab4dd2cf0a", "source": "madgrades", "source_instructor_id": "1634724", "identity_basis": "source_id", "identity_status": "source_identified", "name": "B. HUTCHINS", "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": 3.857, "graded": 896, "counts": [ 716, 148, 22, 3, 0, 0, 7 ], "sections": 37 }, "instructor_url": "/instructors/B_HUTCHINS--instructor_c1317e73aaa027ab4dd2cf0a" }, { "instructor_uid": "instructor_749382c717eab7327e77ec4a", "source": "madgrades", "source_instructor_id": "5322533", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BRYAN KNOWLES", "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": 3.688, "graded": 660, "counts": [ 474, 96, 45, 12, 12, 13, 8 ], "sections": 7 }, "instructor_url": "/instructors/BRYAN_KNOWLES--instructor_749382c717eab7327e77ec4a" }, { "instructor_uid": "instructor_abd01a90ac0a9ce127088099", "source": "madgrades", "source_instructor_id": "6374470", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MARTIN KAEHRLE", "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": 3.845, "graded": 579, "counts": [ 492, 50, 17, 7, 4, 7, 2 ], "sections": 4 }, "instructor_url": "/instructors/MARTIN_KAEHRLE--instructor_abd01a90ac0a9ce127088099" }, { "instructor_uid": "instructor_ba4710aae05045b12d258a1e", "source": "madgrades", "source_instructor_id": "5905808", "identity_basis": "source_id", "identity_status": "source_identified", "name": "XERXES MINOCHER", "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": 3.699, "graded": 648, "counts": [ 427, 111, 83, 13, 6, 7, 1 ], "sections": 3 }, "instructor_url": "/instructors/XERXES_MINOCHER--instructor_ba4710aae05045b12d258a1e" }, { "instructor_uid": "instructor_347796367ce49f2883ca6d53", "source": "madgrades", "source_instructor_id": "6409413", "identity_basis": "source_id", "identity_status": "source_identified", "name": "GABRIELLA MARQUEZ", "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": 3.998, "graded": 271, "counts": [ 270, 1, 0, 0, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/GABRIELLA_MARQUEZ--instructor_347796367ce49f2883ca6d53" }, { "instructor_uid": "instructor_45afc7baad17e80c2a6395db", "source": "madgrades", "source_instructor_id": "5026726", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SHIYING LI", "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": 3.848, "graded": 69, "counts": [ 52, 14, 2, 1, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/SHIYING_LI" }, { "instructor_uid": "instructor_bd62ce1553181f6c50c72a0b", "source": "madgrades", "source_instructor_id": "4897400", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CLINTON PACKMAN", "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": 3.823, "graded": 1083, "counts": [ 855, 144, 53, 14, 11, 0, 6 ], "sections": 13 }, "instructor_url": "/instructors/CLINTON_PACKMAN" }, { "instructor_uid": "instructor_ac5b55a3f1e5a526ecd705c1", "source": "madgrades", "source_instructor_id": "6378094", "identity_basis": "source_id", "identity_status": "source_identified", "name": "TALLAL AHMAD", "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": 3.901, "graded": 625, "counts": [ 556, 40, 14, 8, 6, 0, 1 ], "sections": 5 }, "instructor_url": "/instructors/TALLAL_AHMAD--instructor_ac5b55a3f1e5a526ecd705c1" }, { "instructor_uid": "instructor_af603572b291619e9b3e92dc", "source": "madgrades", "source_instructor_id": "6297155", "identity_basis": "source_id", "identity_status": "source_identified", "name": "BURGANDY BASULTO", "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": 3, "quality": 4.67, "difficulty": 1.67, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:3138579", "source_url": "https://www.ratemyprofessors.com/professor/3138579", "match_basis": "exact_name", "observed_at": "2026-09-07 16:50:45.456504+00:00", "courses": { "course_d271e7d703bce2000629b9ba": { "review_count": 3, "quality": 4.67, "difficulty": 1.67, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.79146589873617, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.894, "graded": 374, "counts": [ 318, 42, 7, 5, 2, 0, 0 ], "sections": 6 }, "instructor_url": "/instructors/BURGANDY_BASULTO--instructor_af603572b291619e9b3e92dc" }, { "instructor_uid": "instructor_1369a2e3b23dbdde3b114619", "source": "madgrades", "source_instructor_id": "6688461", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DANE LEIGH GOGOSHIN", "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": 3.897, "graded": 1049, "counts": [ 918, 86, 30, 7, 3, 1, 4 ], "sections": 15 }, "instructor_url": "/instructors/DANE_LEIGH_GOGOSHIN--instructor_1369a2e3b23dbdde3b114619" }, { "instructor_uid": "instructor_f44117c5840c2d3113233681", "source": "madgrades", "source_instructor_id": "6496578", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DEVANSH SAXENA", "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": 3.815, "graded": 364, "counts": [ 261, 78, 22, 1, 1, 1, 0 ], "sections": 15 }, "instructor_url": "/instructors/DEVANSH_SAXENA--instructor_f44117c5840c2d3113233681" }, { "instructor_uid": "instructor_5cd53aad117794764af4c2eb", "source": "madgrades", "source_instructor_id": "6011896", "identity_basis": "source_id", "identity_status": "source_identified", "name": "EMMETT BURGOS", "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": 3.899, "graded": 298, "counts": [ 254, 36, 5, 2, 0, 0, 1 ], "sections": 2 }, "instructor_url": "/instructors/EMMETT_BURGOS--instructor_5cd53aad117794764af4c2eb" }, { "instructor_uid": "instructor_0c4c47577f2d9c02a2e2569b", "source": "madgrades", "source_instructor_id": "6664300", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SHASHWAT NEGI", "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": 3.862, "graded": 199, "counts": [ 168, 19, 6, 4, 1, 0, 1 ], "sections": 1 }, "instructor_url": "/instructors/SHASHWAT_NEGI" }, { "instructor_uid": "instructor_68b98f9ca1f1b84ac3b054f4", "source": "enrollment", "source_instructor_id": "bihutchins", "identity_basis": "netid", "identity_status": "source_identified", "name": "B. Hutchins", "email": "BIHUTCHINS@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/B_HUTCHINS" }, { "instructor_uid": "instructor_c1c83fb868fd40048de06312", "source": "enrollment", "source_instructor_id": "slakhera", "identity_basis": "netid", "identity_status": "source_identified", "name": "Shreya Lakhera", "email": "SLAKHERA@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/SHREYA_LAKHERA" }, { "instructor_uid": "instructor_cf7d268e489e1f6a0938a5d0", "source": "enrollment", "source_instructor_id": "dsaxena3", "identity_basis": "netid", "identity_status": "source_identified", "name": "Devansh Saxena", "email": "DEVANSH.SAXENA@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/DEVANSH_SAXENA" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 461", "course_uid": "course_e0809224294be28ec62cda00", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Alan Rubel" ], "a": 77, "ab": 32, "b": 8, "bc": 1, "c": 2, "d": 0, "f": 2, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 2, "no_work": 0, "not_reported": 0, "other": 0, "total": 124, "source_aliases": [ "LIS 461" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 461", "course_uid": "course_e0809224294be28ec62cda00", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Alan Rubel" ], "a": 107, "ab": 38, "b": 8, "bc": 2, "c": 0, "d": 1, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 2, "no_work": 0, "not_reported": 0, "other": 0, "total": 159, "source_aliases": [ "LIS 461" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 461", "course_uid": "course_e0809224294be28ec62cda00", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "B. Hutchins" ], "a": 241, "ab": 34, "b": 11, "bc": 2, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 289, "source_aliases": [ "LIS 461" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 461", "course_uid": "course_e0809224294be28ec62cda00", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "BRYAN KNOWLES", "MARTIN KAEHRLE" ], "a": 229, "ab": 28, "b": 12, "bc": 6, "c": 4, "d": 4, "f": 2, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 285, "source_aliases": [ "LIS 461" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 461", "course_uid": "course_e0809224294be28ec62cda00", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "MARTIN KAEHRLE", "XERXES MINOCHER" ], "a": 263, "ab": 22, "b": 5, "bc": 1, "c": 0, "d": 3, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 294, "source_aliases": [ "LIS 461" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 461", "course_uid": "course_e0809224294be28ec62cda00", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "CLINTON PACKMAN", "GABRIELLA MARQUEZ", "Siming Li" ], "a": 305, "ab": 13, "b": 2, "bc": 1, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 322, "source_aliases": [ "LIS 461" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 461", "course_uid": "course_e0809224294be28ec62cda00", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "BURGANDY BASULTO", "CLINTON PACKMAN", "TALLAL AHMAD" ], "a": 299, "ab": 32, "b": 9, "bc": 8, "c": 6, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 355, "source_aliases": [ "LIS 461" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 461", "course_uid": "course_e0809224294be28ec62cda00", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "BURGANDY BASULTO", "Dane Leigh Gogoshin", "Devansh Saxena", "TALLAL AHMAD" ], "a": 386, "ab": 28, "b": 8, "bc": 2, "c": 1, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 427, "source_aliases": [ "LIS 461" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 461", "course_uid": "course_e0809224294be28ec62cda00", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Dane Leigh Gogoshin", "Devansh Saxena", "EMMETT BURGOS" ], "a": 360, "ab": 50, "b": 9, "bc": 2, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 422, "source_aliases": [ "LIS 461" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 461", "course_uid": "course_e0809224294be28ec62cda00", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "B. Hutchins", "CLINTON PACKMAN", "Dane Leigh Gogoshin", "Devansh Saxena", "SHASHWAT NEGI" ], "a": 422, "ab": 59, "b": 11, "bc": 6, "c": 1, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 500, "source_aliases": [ "LIS 461" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "LIS 461", "course_uid": "course_e0809224294be28ec62cda00", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "B. Hutchins", "Dane Leigh Gogoshin", "Devansh Saxena", "TALLAL AHMAD" ], "a": 237, "ab": 54, "b": 21, "bc": 2, "c": 3, "d": 2, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 320, "source_aliases": [ "LIS 461" ] } ] ``` ### statistics #### gpa 3.869 #### graded 3491 #### counts * 2926 * 390 * 104 * 33 * 17 * 10 * 11 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_e0809224294be28ec62cda00-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_e0809224294be28ec62cda00-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_e0809224294be28ec62cda00-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_e0809224294be28ec62cda00-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_e0809224294be28ec62cda00-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_e0809224294be28ec62cda00-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_e0809224294be28ec62cda00-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_e0809224294be28ec62cda00-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_e0809224294be28ec62cda00-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_e0809224294be28ec62cda00-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.869235176167287 #### count 3491 #### university ##### size 4570 ##### gpa Percentile 67 ##### count Percentile 98 ##### median Count 131 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 12 | false | | 2.8–3.2 | 234 | false | | 3.2–3.6 | 1109 | false | | 3.6–4.0 | 3215 | true | #### departments ```json [ { "subject": "LIS", "comparison": { "size": 63, "gpaPercentile": 50, "countPercentile": 100, "medianCount": 168, "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": 5, "current": false }, { "range": "3.6–4.0", "count": 58, "current": true } ] } } ] ``` ### terms #### 1212 ##### term 1212 ##### gpa 3.692622950819672 ##### count 122 ##### university ###### size 1111 ###### gpa Percentile 56 ###### count Percentile 73 ###### median Count 68 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 4 | false | | 2.8–3.2 | 159 | false | | 3.2–3.6 | 337 | false | | 3.6–4.0 | 611 | true | ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1222 ##### term 1222 ##### gpa 3.7643312101910826 ##### count 157 ##### university ###### size 1157 ###### gpa Percentile 66 ###### count Percentile 82 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 351 | false | | 3.6–4.0 | 614 | true | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 11, "gpaPercentile": 0, "countPercentile": 90, "medianCount": 73, "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": 0, "current": false }, { "range": "3.6–4.0", "count": 11, "current": true } ] } } ] ``` #### 1224 ##### term 1224 ##### gpa 3.878892733564014 ##### count 289 ##### university ###### size 1171 ###### gpa Percentile 79 ###### count Percentile 93 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 21 | false | | 2.8–3.2 | 173 | false | | 3.2–3.6 | 358 | false | | 3.6–4.0 | 616 | true | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 12, "gpaPercentile": 55, "countPercentile": 100, "medianCount": 54.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 0, "current": false }, { "range": "3.6–4.0", "count": 12, "current": true } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.778947368421053 ##### count 285 ##### university ###### size 1216 ###### gpa Percentile 67 ###### count Percentile 92 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 356 | false | | 3.6–4.0 | 670 | true | ##### departments | subject | comparison | | ------- | ---------- | | LIS | | #### 1234 ##### term 1234 ##### gpa 3.9098639455782314 ##### count 294 ##### university ###### size 1188 ###### gpa Percentile 82 ###### count Percentile 93 ###### 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": "LIS", "comparison": { "size": 12, "gpaPercentile": 82, "countPercentile": 100, "medianCount": 52.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 0, "current": false }, { "range": "3.6–4.0", "count": 12, "current": true } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.9688473520249223 ##### count 321 ##### university ###### size 1295 ###### gpa Percentile 92 ###### count Percentile 93 ###### 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": "LIS", "comparison": { "size": 21, "gpaPercentile": 95, "countPercentile": 95, "medianCount": 71, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 18, "current": true } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.850704225352113 ##### count 355 ##### university ###### size 1241 ###### gpa Percentile 75 ###### count Percentile 94 ###### 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": "LIS", "comparison": { "size": 23, "gpaPercentile": 59, "countPercentile": 100, "medianCount": 43, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 1, "current": false }, { "range": "3.6–4.0", "count": 21, "current": true } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.927230046948357 ##### count 426 ##### university ###### size 1333 ###### gpa Percentile 85 ###### count Percentile 95 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 115 | false | | 3.2–3.6 | 431 | false | | 3.6–4.0 | 773 | true | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 22, "gpaPercentile": 81, "countPercentile": 95, "medianCount": 64, "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": 2, "current": false }, { "range": "3.6–4.0", "count": 20, "current": true } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.9028436018957344 ##### count 422 ##### university ###### size 1289 ###### gpa Percentile 82 ###### count Percentile 96 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 128 | false | | 3.2–3.6 | 379 | false | | 3.6–4.0 | 765 | true | ##### departments ```json [ { "subject": "LIS", "comparison": { "size": 22, "gpaPercentile": 86, "countPercentile": 100, "medianCount": 71.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 19, "current": true } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.889 ##### count 500 ##### university ###### size 1320 ###### gpa Percentile 77 ###### count Percentile 96 ###### 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": "LIS", "comparison": { "size": 22, "gpaPercentile": 62, "countPercentile": 100, "medianCount": 89.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 17, "current": true } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.790625 ##### count 320 ##### university ###### size 1283 ###### gpa Percentile 61 ###### count Percentile 94 ###### 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": "LIS", "comparison": { "size": 26, "gpaPercentile": 48, "countPercentile": 100, "medianCount": 68.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 4, "current": false }, { "range": "3.6–4.0", "count": 22, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4570 ###### gpa 3.7016416494854725 ###### top Share 84.44184475152247 ###### count 131 ##### LIS ###### size 63 ###### gpa 3.828275912763781 ###### top Share 92.23079512449945 ###### count 168 #### terms ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### LIS ###### size 11 ###### gpa 3.8787860078339502 ###### top Share 94.66576641579059 ###### count 73 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### LIS ###### size 12 ###### gpa 3.881349891576495 ###### top Share 94.91067374910642 ###### count 54.5 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### LIS ###### size 12 ###### gpa 3.823506024254057 ###### top Share 92.61444646373904 ###### count 52.5 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### LIS ###### size 21 ###### gpa 3.7798109571537672 ###### top Share 89.96354041118646 ###### count 71 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### LIS ###### size 23 ###### gpa 3.7785046032731033 ###### top Share 90.26192741317158 ###### count 43 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### LIS ###### size 22 ###### gpa 3.812010001587644 ###### top Share 91.12079947643103 ###### count 64 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### LIS ###### size 22 ###### gpa 3.7638187275898236 ###### top Share 89.4253626336275 ###### count 71.5 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### LIS ###### size 22 ###### gpa 3.7696395303678063 ###### top Share 89.8756587241882 ###### count 89.5 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### LIS ###### size 26 ###### gpa 3.7763648214424603 ###### top Share 89.64354345968482 ###### count 68.5 ## instructor Trends ```json [ { "uid": "instructor_1369a2e3b23dbdde3b114619", "name": "DANE LEIGH GOGOSHIN", "count": 1018, "terms": [ { "term": "1252", "count": 332, "sections": 3, "gpa": 3.963855421686747 }, { "term": "1254", "count": 368, "sections": 3, "gpa": 3.902173913043478 }, { "term": "1262", "count": 199, "sections": 1, "gpa": 3.8618090452261304 }, { "term": "1264", "count": 119, "sections": 1, "gpa": 3.76890756302521 } ] }, { "uid": "instructor_bd62ce1553181f6c50c72a0b", "name": "CLINTON PACKMAN", "count": 694, "terms": [ { "term": "1242", "count": 271, "sections": 2, "gpa": 3.9981549815498156 }, { "term": "1244", "count": 296, "sections": 2, "gpa": 3.8614864864864864 }, { "term": "1262", "count": 127, "sections": 1, "gpa": 3.8858267716535435 } ] }, { "uid": "instructor_ac5b55a3f1e5a526ecd705c1", "name": "TALLAL AHMAD", "count": 625, "terms": [ { "term": "1244", "count": 296, "sections": 2, "gpa": 3.8614864864864864 }, { "term": "1252", "count": 280, "sections": 2, "gpa": 3.9732142857142856 }, { "term": "1264", "count": 49, "sections": 1, "gpa": 3.7244897959183674 } ] }, { "uid": "instructor_abd01a90ac0a9ce127088099", "name": "MARTIN KAEHRLE", "count": 579, "terms": [ { "term": "1232", "count": 285, "sections": 2, "gpa": 3.778947368421053 }, { "term": "1234", "count": 294, "sections": 2, "gpa": 3.9098639455782314 } ] }, { "uid": "instructor_c1317e73aaa027ab4dd2cf0a", "name": "B. HUTCHINS", "count": 489, "terms": [ { "term": "1224", "count": 289, "sections": 2, "gpa": 3.878892733564014 }, { "term": "1262", "count": 126, "sections": 1, "gpa": 3.9166666666666665 }, { "term": "1264", "count": 74, "sections": 2, "gpa": 3.824324324324324 } ] }, { "uid": "instructor_5cd53aad117794764af4c2eb", "name": "EMMETT BURGOS", "count": 298, "terms": [ { "term": "1254", "count": 298, "sections": 2, "gpa": 3.8993288590604025 } ] }, { "uid": "instructor_ba4710aae05045b12d258a1e", "name": "XERXES MINOCHER", "count": 294, "terms": [ { "term": "1234", "count": 294, "sections": 2, "gpa": 3.9098639455782314 } ] }, { "uid": "instructor_749382c717eab7327e77ec4a", "name": "BRYAN KNOWLES", "count": 285, "terms": [ { "term": "1232", "count": 285, "sections": 2, "gpa": 3.778947368421053 } ] }, { "uid": "instructor_dc99818aa7a6f9c9693301ed", "name": "ALAN RUBEL", "count": 279, "terms": [ { "term": "1212", "count": 122, "sections": 2, "gpa": 3.692622950819672 }, { "term": "1222", "count": 157, "sections": 2, "gpa": 3.7643312101910826 } ] }, { "uid": "instructor_347796367ce49f2883ca6d53", "name": "GABRIELLA MARQUEZ", "count": 271, "terms": [ { "term": "1242", "count": 271, "sections": 2, "gpa": 3.9981549815498156 } ] }, { "uid": "instructor_f44117c5840c2d3113233681", "name": "DEVANSH SAXENA", "count": 222, "terms": [ { "term": "1252", "count": 42, "sections": 1, "gpa": 3.7142857142857144 }, { "term": "1254", "count": 54, "sections": 2, "gpa": 3.9074074074074074 }, { "term": "1262", "count": 48, "sections": 1, "gpa": 3.9375 }, { "term": "1264", "count": 78, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_0c4c47577f2d9c02a2e2569b", "name": "SHASHWAT NEGI", "count": 199, "terms": [ { "term": "1262", "count": 199, "sections": 1, "gpa": 3.8618090452261304 } ] }, { "uid": "instructor_af603572b291619e9b3e92dc", "name": "BURGANDY BASULTO", "count": 111, "terms": [ { "term": "1244", "count": 59, "sections": 1, "gpa": 3.7966101694915255 }, { "term": "1252", "count": 52, "sections": 1, "gpa": 3.8653846153846154 } ] }, { "uid": "instructor_45afc7baad17e80c2a6395db", "name": "SHIYING LI", "count": 50, "terms": [ { "term": "1242", "count": 50, "sections": 1, "gpa": 3.81 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### interval #### lower 3.66 #### upper 4 #### coverage 80 #### terms 4 ### gpa 3.881347411702903 ### grades | grade | percentage | | ----- | ------------------- | | A | 85.30262223158496 | | AB | 10.290985561304959 | | B | 2.48215865765331 | | BC | 1.0038796935486505 | | C | 0.32912598716626523 | | D | 0.2913755982190901 | | F | 0.29985227052275853 | ### source Terms * 1262 * 1252 * 1242 * 1232 * 1222 ### source Count 1689 ### same Season true ### historical Range * 3.764331210191083 * 3.968847352024922 ### backtest #### terms 4 #### gpa Error 0.09041727201739835 #### mix Error 12.265755764831804