# EPD 614: Marketing for Technical Professionals | UW–Madison [View on UW Courses](https://uwcourses.com/courses/EPD_614) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T23:19:01.870283+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 132308a2e6646f14a82e6a3c2b7887d454302d9a05517db9e02b946fda033401 ### course id EPD 614 ### course uid course\_244aa1b0f9a460b67dbd2ab5 ### catalog version id 47106d74a5245626c79c0bd67e9d0664637c17a1ef4888f64571cc8a8579c2e9 ### course number 614 ### subjects * EPD ### title MARKETING FOR TECHNICAL PROFESSIONALS ### description Role and contribution of marketing and product management to overall operations; target marketing and market segmentation; product lifecycle positioning; develop product and marketing plan as part of balanced marketing effort; technical perspective on social, ethical, environmental, and sustainability of marketing and product management decisions. ### requirements text Graduate/professional standing. Not open to students declared in Business: Marketing, MBA. ### credits min 3 ### credits max 3 ### credit offering ids * 1272:348:025351 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 6d45b0fbca5609cd47d8b931bd6ad0a6fb87098030d16512aaba12fbc8620e57 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary EPD 614: Marketing for Technical Professionals covers the role of marketing and product management in operations, including segmentation, lifecycle positioning, and sustainable decision-making. ### llm topics * Role of marketing and product management in operations * Target marketing and market segmentation * Product lifecycle positioning * Developing product and marketing plans * Social, ethical, environmental, and sustainability perspectives in marketing ### llm skills * Developing product and marketing plans * Target marketing and market segmentation * Product lifecycle positioning * Technical perspective on social, ethical, environmental, and sustainability of marketing decisions ### llm assumed background None recorded. ### llm search phrases * marketing technical professionals * product management operations * market segmentation product lifecycle * sustainability marketing decisions ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 83255f03fa9f877ceba8b74c442b84d52e49949514667f8ade9df05d8d488338 #### course id EPD 614 #### current instructors ```json [ { "instructor_uid": "instructor_38041b94783d45e76fa3918d", "message": "No course-specific reviews available", "name": "Charles West", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 4.00 GPA, 100.0% A/AB (n=7 letter grades); Fall 2024: 3.85 GPA, 92.3% A/AB (n=13 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=13 letter grades). Includes jointly taught sections." } ] }, { "instructor_uid": "instructor_812278b217ff5b0bac4ca20b", "message": "No course-specific reviews available", "name": "Cynthia West", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 4.00 GPA, 100.0% A/AB (n=7 letter grades); Fall 2024: 3.85 GPA, 92.3% A/AB (n=13 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=13 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Fall 2023: 4.00 GPA, 100.0% A/AB (n=7 letter grades); Fall 2024: 3.85 GPA, 92.3% A/AB (n=13 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=13 letter grades). ```json { "citations": [ { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history CHARLES WEST is recorded teaching in Spring 2020, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` CYNTHIA WEST is recorded teaching in Spring 2020, Fall 2021, Spring 2022, Fall 2022, Spring 2023, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "EPD 614", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "source_record": { "entity_id": "9c85076a-727b-350f-82ec-7e9b8262836d", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2" ], "condition": null, "course": null, "evidence": "Graduate/professional standing. Not open to students declared in Business: Marketing, MBA.", "id": "n0", "kind": "all" }, { "children": [], "condition": "Graduate/professional standing", "course": null, "evidence": "Graduate/professional standing.", "id": "n1", "kind": "condition" }, { "children": [ "n3" ], "condition": null, "course": null, "evidence": "Not open to students declared in Business: Marketing, MBA.", "id": "n2", "kind": "not" }, { "children": [ "n4", "n5" ], "condition": null, "course": null, "evidence": "Not open to students declared in Business: Marketing, MBA.", "id": "n3", "kind": "any" }, { "children": [], "condition": "Not open to students declared in Business: Marketing, MBA", "course": null, "evidence": "Not open to students declared in Business: Marketing, MBA.", "id": "n4", "kind": "condition" }, { "children": [], "condition": "Not open to students declared in Business: Marketing, MBA", "course": null, "evidence": "Not open to students declared in Business: Marketing, MBA.", "id": "n5", "kind": "condition" } ] ``` #### notes * To preserve verbatim text, the full exclusion phrase is used as the condition for both children of the 'any' group. This is logically equivalent to the negation of the disjunction of the specific programs. #### 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\_38041b94783d45e76fa3918d | enrollment | charleswest | netid | source\_identified | Charles West | CHUCK.WEST\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/CHARLES\_WEST | | instructor\_812278b217ff5b0bac4ca20b | enrollment | cewest | netid | source\_identified | Cynthia West | WESTX038\@D.UMN.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/CYNTHIA\_WEST | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:348:025351", "course_id": "EPD 614", "course_uid": "course_244aa1b0f9a460b67dbd2ab5", "term_id": "1272", "source_course_id": "025351", "source_subject_id": "348", "title": "Marketing for Technical Professionals", "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:1272:23044", "term_id": "1272", "source_section_id": "23044", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Online Only", "capacity": 22, "enrolled": 16, "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_3ef24f196a989c91b2be6091", "source": "madgrades", "source_instructor_id": "6118878", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CYNTHIA WEST", "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": 3.949, "graded": 118, "counts": [ 110, 5, 2, 1, 0, 0, 0 ], "sections": 8 }, "instructor_url": "/instructors/CYNTHIA_WEST--instructor_3ef24f196a989c91b2be6091" }, { "instructor_uid": "instructor_fa34f4cd4432479feeb2a458", "source": "madgrades", "source_instructor_id": "2760831", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CHARLES WEST", "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": 3.959, "graded": 134, "counts": [ 127, 4, 2, 1, 0, 0, 0 ], "sections": 8 }, "instructor_url": "/instructors/CHARLES_WEST--instructor_fa34f4cd4432479feeb2a458" }, { "instructor_uid": "instructor_f744d3c59b049c1e324844b9", "source": "madgrades", "source_instructor_id": "6306740", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HEATHER SMITH", "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": 3.829, "graded": 659, "counts": [ 494, 127, 29, 4, 3, 0, 2 ], "sections": 37 }, "instructor_url": "/instructors/HEATHER_SMITH--instructor_f744d3c59b049c1e324844b9" }, { "instructor_uid": "instructor_38041b94783d45e76fa3918d", "source": "enrollment", "source_instructor_id": "charleswest", "identity_basis": "netid", "identity_status": "source_identified", "name": "Charles West", "email": "CHUCK.WEST@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/CHARLES_WEST" }, { "instructor_uid": "instructor_812278b217ff5b0bac4ca20b", "source": "enrollment", "source_instructor_id": "cewest", "identity_basis": "netid", "identity_status": "source_identified", "name": "Cynthia West", "email": "WESTX038@D.UMN.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/CYNTHIA_WEST" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EPD 614", "course_uid": "course_244aa1b0f9a460b67dbd2ab5", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Charles West", "Cynthia West" ], "a": 18, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 19, "source_aliases": [ "EPD 614" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EPD 614", "course_uid": "course_244aa1b0f9a460b67dbd2ab5", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Cynthia West" ], "a": 6, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 7, "source_aliases": [ "EPD 614" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EPD 614", "course_uid": "course_244aa1b0f9a460b67dbd2ab5", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Charles West", "Cynthia West" ], "a": 27, "ab": 1, "b": 1, "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": 29, "source_aliases": [ "EPD 614" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EPD 614", "course_uid": "course_244aa1b0f9a460b67dbd2ab5", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Charles West", "Cynthia West" ], "a": 10, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 11, "source_aliases": [ "EPD 614" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EPD 614", "course_uid": "course_244aa1b0f9a460b67dbd2ab5", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Charles West", "Cynthia West" ], "a": 18, "ab": 0, "b": 1, "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": 19, "source_aliases": [ "EPD 614" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EPD 614", "course_uid": "course_244aa1b0f9a460b67dbd2ab5", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Charles West", "Cynthia West", "Heather Smith" ], "a": 7, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 7, "source_aliases": [ "EPD 614" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EPD 614", "course_uid": "course_244aa1b0f9a460b67dbd2ab5", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Charles West", "Cynthia West" ], "a": 11, "ab": 1, "b": 0, "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": 13, "source_aliases": [ "EPD 614" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EPD 614", "course_uid": "course_244aa1b0f9a460b67dbd2ab5", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Charles West", "Cynthia West" ], "a": 13, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 13, "source_aliases": [ "EPD 614" ] } ] ``` ### statistics #### gpa 3.949 #### graded 118 #### counts * 110 * 5 * 2 * 1 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_244aa1b0f9a460b67dbd2ab5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_244aa1b0f9a460b67dbd2ab5-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_244aa1b0f9a460b67dbd2ab5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_244aa1b0f9a460b67dbd2ab5-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_244aa1b0f9a460b67dbd2ab5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_244aa1b0f9a460b67dbd2ab5-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_244aa1b0f9a460b67dbd2ab5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_244aa1b0f9a460b67dbd2ab5-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.9491525423728815 #### count 118 #### university ##### size 3992 ##### gpa Percentile 82 ##### count Percentile 51 ##### median Count 113 ##### 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 | 15 | false | | 2.8–3.2 | 212 | false | | 3.2–3.6 | 1007 | false | | 3.6–4.0 | 2758 | true | #### departments ```json [ { "subject": "EPD", "comparison": { "size": 25, "gpaPercentile": 88, "countPercentile": 88, "medianCount": 67, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 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": 22, "current": true } ] } } ] ``` ### terms #### 1204 ##### term 1204 ##### gpa 3.973684210526316 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | EPD | | #### 1222 ##### term 1222 ##### gpa 3.9285714285714284 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | EPD | | #### 1224 ##### term 1224 ##### gpa 3.9482758620689653 ##### count 29 ##### departments | subject | comparison | | ------- | ---------- | | EPD | | #### 1232 ##### term 1232 ##### gpa 3.9545454545454546 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | EPD | | #### 1234 ##### term 1234 ##### gpa 3.9473684210526314 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | EPD | | #### 1242 ##### term 1242 ##### gpa 4 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | EPD | | #### 1252 ##### term 1252 ##### gpa 3.8461538461538463 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | EPD | | #### 1262 ##### term 1262 ##### gpa 4 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | EPD | | ### benchmarks #### all ##### school ###### size 3992 ###### gpa 3.697507028269926 ###### top Share 84.25740745790915 ###### count 113 ##### EPD ###### size 25 ###### gpa 3.7951055981277735 ###### top Share 92.13157404149231 ###### count 67 #### terms ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ##### 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 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ## instructor Trends ```json [ { "uid": "instructor_3ef24f196a989c91b2be6091", "name": "CYNTHIA WEST", "count": 118, "terms": [ { "term": "1204", "count": 19, "sections": 1, "gpa": 3.973684210526316 }, { "term": "1222", "count": 7, "sections": 1, "gpa": 3.9285714285714284 }, { "term": "1224", "count": 29, "sections": 1, "gpa": 3.9482758620689653 }, { "term": "1232", "count": 11, "sections": 1, "gpa": 3.9545454545454546 }, { "term": "1234", "count": 19, "sections": 1, "gpa": 3.9473684210526314 }, { "term": "1242", "count": 7, "sections": 1, "gpa": 4 }, { "term": "1252", "count": 13, "sections": 1, "gpa": 3.8461538461538463 }, { "term": "1262", "count": 13, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_fa34f4cd4432479feeb2a458", "name": "CHARLES WEST", "count": 111, "terms": [ { "term": "1204", "count": 19, "sections": 1, "gpa": 3.973684210526316 }, { "term": "1224", "count": 29, "sections": 1, "gpa": 3.9482758620689653 }, { "term": "1232", "count": 11, "sections": 1, "gpa": 3.9545454545454546 }, { "term": "1234", "count": 19, "sections": 1, "gpa": 3.9473684210526314 }, { "term": "1242", "count": 7, "sections": 1, "gpa": 4 }, { "term": "1252", "count": 13, "sections": 1, "gpa": 3.8461538461538463 }, { "term": "1262", "count": 13, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_f744d3c59b049c1e324844b9", "name": "HEATHER SMITH", "count": 7, "terms": [ { "term": "1242", "count": 7, "sections": 1, "gpa": 4 } ] } ] ``` ## following None recorded.