# ECON 570: Fundamentals of Data Analytics for Economists | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ECON_570) ## 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 210c8554ab621b48cf3693ee91a4ae7c2e212b517efafd8c93b912054e939910 ### course id ECON 570 ### course uid course\_05d67a715fdacf96f5e1d957 ### catalog version id 32b6b93aff9db152258259670cb4c12638be930b6fbd624a80be83430ad402dc ### course number 570 ### subjects * ECON ### title FUNDAMENTALS OF DATA ANALYTICS FOR ECONOMISTS ### description Introduction to the data that underlies quantitative economic analysis. Learn how to formulate a research question, access economic data sources, conduct preliminary and formal analysis, and report findings in a professional manner. ### requirements text \[ECON 310, (STAT 240and340), or (STAT 303and333)], and (ECON 301or311) ### credits min 3 ### credits max 4 ### credit offering ids * 1272:296:025570 ### llm job id enrich-03fec27af95860a0bfdd385b ### llm output id b660c15dd91fa4ba738ef3996e509e7bda2aa60337528ead1c7dedefa46a1a48 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ECON 570 introduces the data underlying quantitative economic analysis, teaching students to formulate research questions, access data sources, conduct analysis, and report findings professionally. ### llm topics * Quantitative economic analysis, research question formulation, economic data sources, preliminary and formal analysis, professional reporting. ### llm skills * Formulating research questions, accessing economic data sources, conducting preliminary and formal analysis, and reporting findings professionally. ### llm assumed background * Prerequisites require foundational knowledge in economic data analysis, statistical inference, and the R programming language, typically gained through courses like ECON 310, STAT 240, STAT 340, STAT 303, STAT 333, ECON 301, or ECON 311. * Prerequisites also require intermediate microeconomic theory, typically gained through ECON 301 or ECON 311. ### llm search phrases * ECON 570 data analytics * ECON 570 R programming * ECON 570 statistical inference * ECON 570 prerequisites * ECON 570 research question * ECON 570 economic data sources ### llm requirements status needs\_review ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 3c94f04e7bc55d33e4a4733c8c85ad80df380a14a72307208000176ee3699c08 #### course id ECON 570 #### current instructors ```json [ { "instructor_uid": "instructor_4c21a7647e1bffa3c62331a2", "message": null, "name": "Ashley Swanson", "review_status": "supported", "rmp_instructor_id": "rmp:2915913", "summary": [ { "citations": [ { "instructor_name": "Ashley Swanson", "review_date": "2025-12-26 23:49:20 +0000 UTC", "review_id": "37022ad1a396965a75ec8e82", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2915913", "source_review_id": "UmF0aW5nLTQyNDAyNDIx", "source_url": "https://www.ratemyprofessors.com/professor/2915913", "type": "review" }, { "instructor_name": "Ashley Swanson", "review_date": "2026-01-13 20:51:44 +0000 UTC", "review_id": "f815c7f629de7d7a366fa6d8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2915913", "source_review_id": "UmF0aW5nLTQyNDkxMDY2", "source_url": "https://www.ratemyprofessors.com/professor/2915913", "type": "review" } ], "text": "Ashley Swanson delivers impeccable, interesting, and informative lectures that cover many topics quickly but not deeply. Reviewers describe her as friendly and the class as straightforward with low time consumption, though she is noted as a tough grader despite heavy curving." }, { "citations": [ { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Spring 2024: 3.77 GPA, 88.5% A/AB (n=96 letter grades); Fall 2024: 3.80 GPA, 92.1% A/AB (n=89 letter grades); Fall 2025: 3.79 GPA, 91.5% A/AB (n=82 letter grades)." } ] }, { "instructor_uid": "instructor_85263aa64c973c4ea32c97f0", "message": null, "name": "John Brauer", "review_status": "supported", "rmp_instructor_id": "rmp:3126425", "summary": [ { "citations": [ { "instructor_name": "John Brauer", "review_date": "2025-11-20 19:01:27 +0000 UTC", "review_id": "525ed838d0500e880214f739", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3126425", "source_review_id": "UmF0aW5nLTQxOTE2NjE1", "source_url": "https://www.ratemyprofessors.com/professor/3126425", "type": "review" } ], "text": "John Brauer teaches ECON 570 with a heavy emphasis on coding econometrics in Python, though one reviewer notes he explains little code and the course is mislabeled regarding prerequisites." }, { "citations": [ { "instructor_name": "John Brauer", "review_date": "2026-03-25 21:38:49 +0000 UTC", "review_id": "08c14a1afc55ad0ba0b85f81", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3126425", "source_review_id": "UmF0aW5nLTQyNzM4NzA2", "source_url": "https://www.ratemyprofessors.com/professor/3126425", "type": "review" }, { "instructor_name": "John Brauer", "review_date": "2026-04-29 19:40:26 +0000 UTC", "review_id": "fcd7592603e8813e93d2ccea", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3126425", "source_review_id": "UmF0aW5nLTQyOTcyMjcy", "source_url": "https://www.ratemyprofessors.com/professor/3126425", "type": "review" } ], "text": "Other students found the course easy with low stress and good content, while another reviewer described Brauer as fair and understanding for those who attend class." }, { "citations": [ { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Spring 2025: 3.81 GPA, 92.2% A/AB (n=129 letter grades); Fall 2025: 3.82 GPA, 94.6% A/AB (n=74 letter grades); Spring 2026: 3.79 GPA, 91.1% A/AB (n=157 letter grades)." } ] } ] ``` #### difficulty workload John Brauer's course involves significant Python coding for econometrics, which reviewers find difficult without prior CS or econometrics background, though one Data Science student found it easy. ```json { "citations": [ { "instructor_name": "John Brauer", "review_date": "2025-11-20 19:01:27 +0000 UTC", "review_id": "525ed838d0500e880214f739", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3126425", "source_review_id": "UmF0aW5nLTQxOTE2NjE1", "source_url": "https://www.ratemyprofessors.com/professor/3126425", "type": "review" }, { "instructor_name": "John Brauer", "review_date": "2026-03-25 21:38:49 +0000 UTC", "review_id": "08c14a1afc55ad0ba0b85f81", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3126425", "source_review_id": "UmF0aW5nLTQyNzM4NzA2", "source_url": "https://www.ratemyprofessors.com/professor/3126425", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews for Kim Ruhl describe him as caring, accessible, and clear, with students valuing his supportive feedback and project-based learning. Conversely, recent reviews criticize his lectures as unengaging and report inconsistent grading standards, including a dispute over an F grade for a well-researched paper versus an A+ for a simple suggestion. ```json { "citations": [ { "instructor_name": "Kim Ruhl", "review_date": "2020-09-16 12:34:46 +0000 UTC", "review_id": "5afcb6afa85c590904aa2389", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2417643", "source_review_id": "UmF0aW5nLTMzNjQ3MjE2", "source_url": "https://www.ratemyprofessors.com/professor/2417643", "type": "review" }, { "instructor_name": "Kim Ruhl", "review_date": "2020-10-06 15:06:14 +0000 UTC", "review_id": "9d415c2cd1b7d01af88434b8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2417643", "source_review_id": "UmF0aW5nLTMzNjgxMzY3", "source_url": "https://www.ratemyprofessors.com/professor/2417643", "type": "review" }, { "instructor_name": "Kim Ruhl", "review_date": "2022-05-11 16:46:48 +0000 UTC", "review_id": "ca6d7c28e5eb44327653da25", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2417643", "source_review_id": "UmF0aW5nLTM2MzEwMTQx", "source_url": "https://www.ratemyprofessors.com/professor/2417643", "type": "review" }, { "instructor_name": "Kim Ruhl", "review_date": "2022-05-18 04:07:15 +0000 UTC", "review_id": "697b2d3aafa84b6795649a7c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2417643", "source_review_id": "UmF0aW5nLTM2MzY0ODQ0", "source_url": "https://www.ratemyprofessors.com/professor/2417643", "type": "review" }, { "instructor_name": "Kim Ruhl", "review_date": "2025-02-05 22:28:43 +0000 UTC", "review_id": "e22b5f8d6fce7f5024956ccc", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2417643", "source_review_id": "UmF0aW5nLTQwNjQzNzM0", "source_url": "https://www.ratemyprofessors.com/professor/2417643", "type": "review" }, { "instructor_name": "Kim Ruhl", "review_date": "2025-04-03 02:15:29 +0000 UTC", "review_id": "f782f859bed33c573780c9a2", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2417643", "source_review_id": "UmF0aW5nLTQwODYyOTEw", "source_url": "https://www.ratemyprofessors.com/professor/2417643", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Students report mixed experiences with current instructors Ashley Swanson and John Brauer. Swanson offers clear, fast-paced lectures with tough grading, while Brauer provides valuable Python content and is viewed as fair and understanding. ```json { "citations": [ { "instructor_name": "Ashley Swanson", "review_date": "2025-12-26 23:49:20 +0000 UTC", "review_id": "37022ad1a396965a75ec8e82", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2915913", "source_review_id": "UmF0aW5nLTQyNDAyNDIx", "source_url": "https://www.ratemyprofessors.com/professor/2915913", "type": "review" }, { "instructor_name": "Ashley Swanson", "review_date": "2026-01-13 20:51:44 +0000 UTC", "review_id": "f815c7f629de7d7a366fa6d8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2915913", "source_review_id": "UmF0aW5nLTQyNDkxMDY2", "source_url": "https://www.ratemyprofessors.com/professor/2915913", "type": "review" }, { "instructor_name": "John Brauer", "review_date": "2026-03-25 21:38:49 +0000 UTC", "review_id": "08c14a1afc55ad0ba0b85f81", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3126425", "source_review_id": "UmF0aW5nLTQyNzM4NzA2", "source_url": "https://www.ratemyprofessors.com/professor/3126425", "type": "review" }, { "instructor_name": "John Brauer", "review_date": "2026-04-29 19:40:26 +0000 UTC", "review_id": "fcd7592603e8813e93d2ccea", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3126425", "source_review_id": "UmF0aW5nLTQyOTcyMjcy", "source_url": "https://www.ratemyprofessors.com/professor/3126425", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.81 GPA, 92.2% A/AB (n=129 letter grades); Fall 2025: 3.80 GPA, 92.9% A/AB (n=156 letter grades); Spring 2026: 3.79 GPA, 91.1% A/AB (n=157 letter grades). ```json { "citations": [ { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Ashley Swanson is praised for impeccable, interesting lectures and fairness despite tough grading. John Brauer is viewed as fair and understanding, with students noting that attending class and paying attention leads to an enjoyable experience. ```json { "citations": [ { "instructor_name": "Ashley Swanson", "review_date": "2025-12-26 23:49:20 +0000 UTC", "review_id": "37022ad1a396965a75ec8e82", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2915913", "source_review_id": "UmF0aW5nLTQyNDAyNDIx", "source_url": "https://www.ratemyprofessors.com/professor/2915913", "type": "review" }, { "instructor_name": "Ashley Swanson", "review_date": "2026-01-13 20:51:44 +0000 UTC", "review_id": "f815c7f629de7d7a366fa6d8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2915913", "source_review_id": "UmF0aW5nLTQyNDkxMDY2", "source_url": "https://www.ratemyprofessors.com/professor/2915913", "type": "review" }, { "instructor_name": "John Brauer", "review_date": "2026-04-29 19:40:26 +0000 UTC", "review_id": "fcd7592603e8813e93d2ccea", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3126425", "source_review_id": "UmF0aW5nLTQyOTcyMjcy", "source_url": "https://www.ratemyprofessors.com/professor/3126425", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history ASHLEY SWANSON is recorded teaching in Spring 2023, Spring 2024, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` JOHN BRAUER is recorded teaching in Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` KIM RUHL is recorded teaching in Spring 2020, Spring 2022, Fall 2023. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ECON 570", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "source_record": { "entity_id": "c9f62259-cfaa-3752-836f-e3eb4457a903", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n5" ], "condition": null, "course": null, "evidence": "[ECON 310, (STAT 240and340), or (STAT 303and333)], and (ECON 301or311)", "id": "n0", "kind": "all" }, { "children": [ "n2", "n3", "n4" ], "condition": null, "course": null, "evidence": "[ECON 310, (STAT 240and340), or (STAT 303and333)]", "id": "n1", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 310, "minimum_grade": null, "subjects": [ "ECON" ], "timing": "prior" }, "evidence": "ECON 310", "id": "n2", "kind": "course" }, { "children": [ "n6", "n7" ], "condition": null, "course": null, "evidence": "(STAT 240and340)", "id": "n3", "kind": "all" }, { "children": [ "n8", "n9" ], "condition": null, "course": null, "evidence": "(STAT 303and333)", "id": "n4", "kind": "all" }, { "children": [ "n10", "n11" ], "condition": null, "course": null, "evidence": "(ECON 301or311)", "id": "n5", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 240, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "STAT 240", "id": "n6", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 340, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "340", "id": "n7", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 303, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "STAT 303", "id": "n8", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 333, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "333", "id": "n9", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 301, "minimum_grade": null, "subjects": [ "ECON" ], "timing": "prior" }, "evidence": "ECON 301", "id": "n10", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 311, "minimum_grade": null, "subjects": [ "ECON" ], "timing": "prior" }, "evidence": "311", "id": "n11", "kind": "course" } ] ``` #### notes * STAT 340, STAT 333, and ECON 311 are mentioned in requirements\_text but are not present in the provided linked\_courses list. These are treated as verbatim condition leaves requiring review for canonical identity. #### root n0 #### status needs\_review ### instructors ```json [ { "instructor_uid": "instructor_4c21a7647e1bffa3c62331a2", "source": "enrollment", "source_instructor_id": "swanson25", "identity_basis": "netid", "identity_status": "source_identified", "name": "Ashley Swanson", "email": "SWANSON25@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 2, "quality": 4.5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:2915913", "source_url": "https://www.ratemyprofessors.com/professor/2915913", "match_basis": "exact_name", "observed_at": "2026-09-07 16:54:00.812546+00:00", "courses": { "course_05d67a715fdacf96f5e1d957": { "review_count": 2, "quality": 4.5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.7360779850423596, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/ASHLEY_SWANSON" }, { "instructor_uid": "instructor_96d371ae42cc78fab4505ef6", "source": "enrollment", "source_instructor_id": "esoboleva", "identity_basis": "netid", "identity_status": "source_identified", "name": "ELIZAVETA Soboleva", "email": "ESOBOLEVA@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/ELIZAVETA_SOBOLEVA" }, { "instructor_uid": "instructor_85263aa64c973c4ea32c97f0", "source": "enrollment", "source_instructor_id": "jbrauer", "identity_basis": "netid", "identity_status": "source_identified", "name": "John Brauer", "email": "JBRAUER@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 3, "quality": 3.67, "difficulty": 3, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:3126425", "source_url": "https://www.ratemyprofessors.com/professor/3126425", "match_basis": "exact_name", "observed_at": "2026-09-07 16:31:48.717833+00:00", "courses": { "course_05d67a715fdacf96f5e1d957": { "review_count": 3, "quality": 3.67, "difficulty": 3, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.6610311161274747, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/JOHN_BRAUER" }, { "instructor_uid": "instructor_2a137387cb3e0e22ba79b779", "source": "enrollment", "source_instructor_id": "sliu962", "identity_basis": "netid", "identity_status": "source_identified", "name": "Sifei Liu", "email": "SLIU962@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/SIFEI_LIU" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:296:025570", "course_id": "ECON 570", "course_uid": "course_05d67a715fdacf96f5e1d957", "term_id": "1272", "source_course_id": "025570", "source_subject_id": "296", "title": "Fundamentals of Data Analytics for Economists", "credits_min": 3, "credits_max": 4, "typically_offered": "Not Applicable" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:27231", "term_id": "1272", "source_section_id": "27231", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 96, "enrolled": 94, "waitlisted": 9, "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:1272:27232", "term_id": "1272", "source_section_id": "27232", "identity_basis": "class_number", "section_number": "301", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 24, "enrolled": 24, "waitlisted": 1, "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:1272:27454", "term_id": "1272", "source_section_id": "27454", "identity_basis": "class_number", "section_number": "302", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 24, "enrolled": 23, "waitlisted": 5, "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:1272:27455", "term_id": "1272", "source_section_id": "27455", "identity_basis": "class_number", "section_number": "303", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 24, "enrolled": 24, "waitlisted": 3, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:27456", "term_id": "1272", "source_section_id": "27456", "identity_basis": "class_number", "section_number": "304", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 24, "enrolled": 23, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:31628", "term_id": "1272", "source_section_id": "31628", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 96, "enrolled": 96, "waitlisted": 2, "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:1272:31813", "term_id": "1272", "source_section_id": "31813", "identity_basis": "class_number", "section_number": "311", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 24, "enrolled": 24, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:31814", "term_id": "1272", "source_section_id": "31814", "identity_basis": "class_number", "section_number": "312", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 24, "enrolled": 24, "waitlisted": 2, "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:1272:31815", "term_id": "1272", "source_section_id": "31815", "identity_basis": "class_number", "section_number": "313", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 24, "enrolled": 24, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:31816", "term_id": "1272", "source_section_id": "31816", "identity_basis": "class_number", "section_number": "314", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 24, "enrolled": 24, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_96116ba006cf5df62b017631", "source": "madgrades", "source_instructor_id": "404762", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KIM RUHL", "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": 10, "quality": 4.2, "difficulty": 2.8, "quality_count": 10, "difficulty_count": 10, "profile_id": "rmp:2417643", "source_url": "https://www.ratemyprofessors.com/professor/2417643", "match_basis": "exact_name", "observed_at": "2026-09-07 16:25:51.705255+00:00", "courses": { "course_05d67a715fdacf96f5e1d957": { "review_count": 6, "quality": 3.67, "difficulty": 2.5, "quality_count": 6, "difficulty_count": 6 }, "course_c580bd1525da3edb6cd052d9": { "review_count": 1, "quality": 5, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 }, "course_7657616b432ed8fee5f3bdf3": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_bd45503e7f4482b76be7807d": { "review_count": 2, "quality": 5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.839790522364397, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.763, "graded": 834, "counts": [ 543, 214, 60, 11, 5, 0, 1 ], "sections": 35 }, "instructor_url": "/instructors/KIM_RUHL--instructor_96116ba006cf5df62b017631" }, { "instructor_uid": "instructor_f7e78e66fad312ca7e5c3703", "source": "madgrades", "source_instructor_id": "3267947", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ASHLEY SWANSON", "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": 2, "quality": 4.5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:2915913", "source_url": "https://www.ratemyprofessors.com/professor/2915913", "match_basis": "exact_name", "observed_at": "2026-09-07 16:54:00.812546+00:00", "courses": { "course_05d67a715fdacf96f5e1d957": { "review_count": 2, "quality": 4.5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.7360779850423596, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.795, "graded": 622, "counts": [ 416, 160, 44, 1, 1, 0, 0 ], "sections": 17 }, "instructor_url": "/instructors/ASHLEY_SWANSON--instructor_f7e78e66fad312ca7e5c3703" }, { "instructor_uid": "instructor_05d19ef1ce520cf0edf78fac", "source": "madgrades", "source_instructor_id": "6292684", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MITCHELL VALD?S BOBES", "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": 3.237, "graded": 691, "counts": [ 234, 170, 144, 62, 47, 25, 9 ], "sections": 3 }, "instructor_url": "/instructors/MITCHELL_VALD%3FS_BOBES" }, { "instructor_uid": "instructor_758a8dfd09be5dc55fb50e03", "source": "madgrades", "source_instructor_id": "6457025", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SATYEN PANDITA", "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": 3.343, "graded": 299, "counts": [ 120, 68, 57, 27, 19, 5, 3 ], "sections": 2 }, "instructor_url": "/instructors/SATYEN_PANDITA--instructor_758a8dfd09be5dc55fb50e03" }, { "instructor_uid": "instructor_3a824064edc53443868fba3e", "source": "madgrades", "source_instructor_id": "4176020", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JOHN BRAUER", "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": 3.67, "difficulty": 3, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:3126425", "source_url": "https://www.ratemyprofessors.com/professor/3126425", "match_basis": "exact_name", "observed_at": "2026-09-07 16:31:48.717833+00:00", "courses": { "course_05d67a715fdacf96f5e1d957": { "review_count": 3, "quality": 3.67, "difficulty": 3, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.6610311161274747, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.691, "graded": 478, "counts": [ 288, 113, 55, 16, 6, 0, 0 ], "sections": 8 }, "instructor_url": "/instructors/JOHN_BRAUER--instructor_3a824064edc53443868fba3e" }, { "instructor_uid": "instructor_2a137387cb3e0e22ba79b779", "source": "enrollment", "source_instructor_id": "sliu962", "identity_basis": "netid", "identity_status": "source_identified", "name": "Sifei Liu", "email": "SLIU962@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/SIFEI_LIU" }, { "instructor_uid": "instructor_4c21a7647e1bffa3c62331a2", "source": "enrollment", "source_instructor_id": "swanson25", "identity_basis": "netid", "identity_status": "source_identified", "name": "Ashley Swanson", "email": "SWANSON25@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 2, "quality": 4.5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:2915913", "source_url": "https://www.ratemyprofessors.com/professor/2915913", "match_basis": "exact_name", "observed_at": "2026-09-07 16:54:00.812546+00:00", "courses": { "course_05d67a715fdacf96f5e1d957": { "review_count": 2, "quality": 4.5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.7360779850423596, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/ASHLEY_SWANSON" }, { "instructor_uid": "instructor_85263aa64c973c4ea32c97f0", "source": "enrollment", "source_instructor_id": "jbrauer", "identity_basis": "netid", "identity_status": "source_identified", "name": "John Brauer", "email": "JBRAUER@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 3, "quality": 3.67, "difficulty": 3, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:3126425", "source_url": "https://www.ratemyprofessors.com/professor/3126425", "match_basis": "exact_name", "observed_at": "2026-09-07 16:31:48.717833+00:00", "courses": { "course_05d67a715fdacf96f5e1d957": { "review_count": 3, "quality": 3.67, "difficulty": 3, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.6610311161274747, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/JOHN_BRAUER" }, { "instructor_uid": "instructor_96d371ae42cc78fab4505ef6", "source": "enrollment", "source_instructor_id": "esoboleva", "identity_basis": "netid", "identity_status": "source_identified", "name": "ELIZAVETA Soboleva", "email": "ESOBOLEVA@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/ELIZAVETA_SOBOLEVA" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 570", "course_uid": "course_05d67a715fdacf96f5e1d957", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Kim Ruhl" ], "a": 59, "ab": 15, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 2, "no_work": 0, "not_reported": 0, "other": 0, "total": 78, "source_aliases": [ "ECON 570" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 570", "course_uid": "course_05d67a715fdacf96f5e1d957", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Kim Ruhl" ], "a": 62, "ab": 22, "b": 12, "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": 96, "source_aliases": [ "ECON 570" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 570", "course_uid": "course_05d67a715fdacf96f5e1d957", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Ashley Swanson" ], "a": 60, "ab": 23, "b": 11, "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": 94, "source_aliases": [ "ECON 570" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 570", "course_uid": "course_05d67a715fdacf96f5e1d957", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Kim Ruhl", "MITCHELL VALD?S BOBES", "SATYEN PANDITA" ], "a": 81, "ab": 24, "b": 12, "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": 117, "source_aliases": [ "ECON 570" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 570", "course_uid": "course_05d67a715fdacf96f5e1d957", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Ashley Swanson" ], "a": 64, "ab": 21, "b": 10, "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": 96, "source_aliases": [ "ECON 570" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 570", "course_uid": "course_05d67a715fdacf96f5e1d957", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Ashley Swanson" ], "a": 60, "ab": 22, "b": 7, "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": 89, "source_aliases": [ "ECON 570" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 570", "course_uid": "course_05d67a715fdacf96f5e1d957", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "John Brauer" ], "a": 90, "ab": 29, "b": 10, "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": 129, "source_aliases": [ "ECON 570" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 570", "course_uid": "course_05d67a715fdacf96f5e1d957", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Ashley Swanson", "John Brauer" ], "a": 106, "ab": 39, "b": 11, "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": 156, "source_aliases": [ "ECON 570" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECON 570", "course_uid": "course_05d67a715fdacf96f5e1d957", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "John Brauer" ], "a": 107, "ab": 36, "b": 13, "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": 157, "source_aliases": [ "ECON 570" ] } ] ``` ### statistics #### gpa 3.796 #### graded 1010 #### counts * 689 * 231 * 88 * 2 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_05d67a715fdacf96f5e1d957-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_05d67a715fdacf96f5e1d957-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_05d67a715fdacf96f5e1d957-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_05d67a715fdacf96f5e1d957-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_05d67a715fdacf96f5e1d957-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_05d67a715fdacf96f5e1d957-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_05d67a715fdacf96f5e1d957-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_05d67a715fdacf96f5e1d957-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_05d67a715fdacf96f5e1d957-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_05d67a715fdacf96f5e1d957-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.7955445544554456 #### count 1010 #### university ##### size 4300 ##### gpa Percentile 54 ##### count Percentile 94 ##### median Count 118 ##### 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 | 11 | false | | 2.8–3.2 | 216 | false | | 3.2–3.6 | 1010 | false | | 3.6–4.0 | 3063 | true | #### departments ```json [ { "subject": "ECON", "comparison": { "size": 100, "gpaPercentile": 74, "countPercentile": 90, "medianCount": 155, "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": 16, "current": false }, { "range": "3.2–3.6", "count": 42, "current": false }, { "range": "3.6–4.0", "count": 42, "current": true } ] } } ] ``` ### terms #### 1204 ##### term 1204 ##### gpa 3.875 ##### count 76 ##### university ###### size 1012 ###### gpa Percentile 70 ###### count Percentile 58 ###### median Count 65.5 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 1 | false | | 2.8–3.2 | 25 | false | | 3.2–3.6 | 301 | false | | 3.6–4.0 | 685 | true | ##### departments ```json [ { "subject": "ECON", "comparison": { "size": 33, "gpaPercentile": 91, "countPercentile": 47, "medianCount": 79, "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": 18, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` #### 1224 ##### term 1224 ##### gpa 3.7604166666666665 ##### count 96 ##### university ###### size 1171 ###### gpa Percentile 64 ###### count Percentile 67 ###### 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": "ECON", "comparison": { "size": 37, "gpaPercentile": 83, "countPercentile": 72, "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": 15, "current": false }, { "range": "3.2–3.6", "count": 15, "current": false }, { "range": "3.6–4.0", "count": 7, "current": true } ] } } ] ``` #### 1234 ##### term 1234 ##### gpa 3.7606382978723403 ##### count 94 ##### university ###### size 1188 ###### gpa Percentile 64 ###### count Percentile 66 ###### 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": "ECON", "comparison": { "size": 36, "gpaPercentile": 89, "countPercentile": 69, "medianCount": 70.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 15, "current": false }, { "range": "3.2–3.6", "count": 15, "current": false }, { "range": "3.6–4.0", "count": 6, "current": true } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.7948717948717947 ##### count 117 ##### university ###### size 1295 ###### gpa Percentile 67 ###### count Percentile 73 ###### 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": "ECON", "comparison": { "size": 44, "gpaPercentile": 91, "countPercentile": 74, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 13, "current": false }, { "range": "3.2–3.6", "count": 19, "current": false }, { "range": "3.6–4.0", "count": 11, "current": true } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.7708333333333335 ##### count 96 ##### university ###### size 1241 ###### gpa Percentile 64 ###### count Percentile 69 ###### 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": "ECON", "comparison": { "size": 36, "gpaPercentile": 91, "countPercentile": 66, "medianCount": 85.5, "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": 12, "current": false }, { "range": "3.2–3.6", "count": 16, "current": false }, { "range": "3.6–4.0", "count": 8, "current": true } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.797752808988764 ##### count 89 ##### university ###### size 1333 ###### gpa Percentile 66 ###### count Percentile 61 ###### 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": "ECON", "comparison": { "size": 46, "gpaPercentile": 96, "countPercentile": 64, "medianCount": 74, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 8, "current": false }, { "range": "3.2–3.6", "count": 26, "current": false }, { "range": "3.6–4.0", "count": 12, "current": true } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.810077519379845 ##### count 129 ##### university ###### size 1289 ###### gpa Percentile 68 ###### count Percentile 79 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 128 | false | | 3.2–3.6 | 379 | false | | 3.6–4.0 | 765 | true | ##### departments ```json [ { "subject": "ECON", "comparison": { "size": 39, "gpaPercentile": 92, "countPercentile": 74, "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": 12, "current": false }, { "range": "3.2–3.6", "count": 17, "current": false }, { "range": "3.6–4.0", "count": 10, "current": true } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.8044871794871793 ##### count 156 ##### university ###### size 1320 ###### gpa Percentile 64 ###### count Percentile 81 ###### 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": "ECON", "comparison": { "size": 40, "gpaPercentile": 90, "countPercentile": 77, "medianCount": 65.5, "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": 21, "current": false }, { "range": "3.6–4.0", "count": 10, "current": true } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.7929936305732483 ##### count 157 ##### university ###### size 1283 ###### gpa Percentile 62 ###### count Percentile 82 ###### 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": "ECON", "comparison": { "size": 37, "gpaPercentile": 92, "countPercentile": 75, "medianCount": 53, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 10, "current": false }, { "range": "3.2–3.6", "count": 16, "current": false }, { "range": "3.6–4.0", "count": 11, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4300 ###### gpa 3.7061059638625498 ###### top Share 84.72657596125212 ###### count 118 ##### ECON ###### size 100 ###### gpa 3.5636395445403872 ###### top Share 75.10495998405392 ###### count 155 #### terms ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### ECON ###### size 33 ###### gpa 3.5818404132725767 ###### top Share 77.38790104739134 ###### count 79 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### ECON ###### size 37 ###### gpa 3.358824647431352 ###### top Share 62.02356029673636 ###### count 71 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### ECON ###### size 36 ###### gpa 3.338494521920077 ###### top Share 61.825472132927935 ###### count 70.5 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### ECON ###### size 44 ###### gpa 3.382488776849895 ###### top Share 64.71357517027587 ###### count 70 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### ECON ###### size 36 ###### gpa 3.386885708485864 ###### top Share 63.919049551615416 ###### count 85.5 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### ECON ###### size 46 ###### gpa 3.4251846784024935 ###### top Share 66.33912567216377 ###### count 74 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### ECON ###### size 39 ###### gpa 3.4082741335226703 ###### top Share 66.64551412266185 ###### count 73 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### ECON ###### size 40 ###### gpa 3.446407481735755 ###### top Share 68.17148103554868 ###### count 65.5 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### ECON ###### size 37 ###### gpa 3.41582518818968 ###### top Share 66.18686699083136 ###### count 53 ## instructor Trends ```json [ { "uid": "instructor_f7e78e66fad312ca7e5c3703", "name": "ASHLEY SWANSON", "count": 361, "terms": [ { "term": "1234", "count": 94, "sections": 1, "gpa": 3.7606382978723403 }, { "term": "1244", "count": 96, "sections": 1, "gpa": 3.7708333333333335 }, { "term": "1252", "count": 89, "sections": 1, "gpa": 3.797752808988764 }, { "term": "1262", "count": 82, "sections": 1, "gpa": 3.7865853658536586 } ] }, { "uid": "instructor_3a824064edc53443868fba3e", "name": "JOHN BRAUER", "count": 360, "terms": [ { "term": "1254", "count": 129, "sections": 2, "gpa": 3.810077519379845 }, { "term": "1262", "count": 74, "sections": 1, "gpa": 3.824324324324324 }, { "term": "1264", "count": 157, "sections": 2, "gpa": 3.7929936305732483 } ] }, { "uid": "instructor_96116ba006cf5df62b017631", "name": "KIM RUHL", "count": 289, "terms": [ { "term": "1204", "count": 76, "sections": 1, "gpa": 3.875 }, { "term": "1224", "count": 96, "sections": 1, "gpa": 3.7604166666666665 }, { "term": "1242", "count": 117, "sections": 1, "gpa": 3.7948717948717947 } ] }, { "uid": "instructor_05d19ef1ce520cf0edf78fac", "name": "MITCHELL VALD?S BOBES", "count": 117, "terms": [ { "term": "1242", "count": 117, "sections": 1, "gpa": 3.7948717948717947 } ] }, { "uid": "instructor_758a8dfd09be5dc55fb50e03", "name": "SATYEN PANDITA", "count": 117, "terms": [ { "term": "1242", "count": 117, "sections": 1, "gpa": 3.7948717948717947 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### gpa 3.799757121063991 ### grades | grade | percentage | | ----- | ------------------ | | A | 68.11024365822671 | | AB | 23.730936896344883 | | B | 8.158819445428396 | | BC | 0 | | C | 0 | | D | 0 | | F | 0 | ### source Terms * 1262 * 1252 * 1242 ### source Count 362 ### same Season true ### historical Range * 3.7948717948717947 * 3.8044871794871797 ### backtest #### terms 3 #### gpa Error 0.009458234396696241 #### mix Error 2.5385036696552845