# EDPSYCH 551: Quantitative Ethnography | UW–Madison [View on UW Courses](https://uwcourses.com/courses/EDPSYCH_551) ## 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 | | 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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 872b92d36c1a01a0b582b67db7340c57b6e9fe90ab06acdb560ecbc7be04c04c ### course id EDPSYCH 551 ### course uid course\_c4d56eb8c64b3cf09903d7a4 ### catalog version id 8e560ea036cdacf44110b37797a3cc1db31276cb422543dc7edeb74aa2c86919 ### course number 551 ### subjects * EDPSYCH ### title QUANTITATIVE ETHNOGRAPHY ### description Explores the theoretical foundations and practical use of quantitative ethnography, focusing on new insights in the field of cognitive modeling and automated coding and their use in applied fields such as anthropology, education, market research, product development, assessment, and training. ### requirements text ED PSYCH 301or graduate/professional standing ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 956cdb35ca910d7757a60d0868c73e125c8d923ce6ef88f09d333c73000e5d9b ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Explores theoretical foundations and practical use of quantitative ethnography in applied fields ### llm topics * Cognitive modeling and automated coding * Applied fields including anthropology, education, and market research ### llm skills * Quantitative ethnography * Cognitive modeling and automated coding ### llm assumed background * Foundational learning theories and cognitive aspects of learning * Understanding cognitive, social, and affective dimensions of learning ### llm search phrases * quantitative ethnography * cognitive modeling * automated coding * EDPSYCH 551 * quantitative methods education ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash cac886de7e95728b189dc1afa406cc7f5db87536c79a5607aba06b3426b2fb99 #### course id EDPSYCH 551 #### current instructors None recorded. #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered false #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Spring 2019: 3.36 GPA, 85.7% A/AB (n=7 letter grades); Spring 2025: 4.00 GPA, 100.0% A/AB (n=7 letter grades); Spring 2026: 3.83 GPA, 100.0% A/AB (n=6 letter grades). ```json { "citations": [ { "course_id": "EDPSYCH 551", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ed59cd69-4d53-31e0-84e9-8ea6fa43c0a2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "EDPSYCH 551", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ed59cd69-4d53-31e0-84e9-8ea6fa43c0a2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "EDPSYCH 551", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ed59cd69-4d53-31e0-84e9-8ea6fa43c0a2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2" ], "condition": null, "course": null, "evidence": "ED PSYCH 301or graduate/professional standing", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 301, "minimum_grade": null, "subjects": [ "EDPSYCH" ], "timing": "prior" }, "evidence": "ED PSYCH 301", "id": "n1", "kind": "course" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n2", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_87890c9efc61f0dbf9118ee2", "source": "madgrades", "source_instructor_id": "3368626", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DAVID SHAFFER", "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": 3.932, "graded": 310, "counts": [ 287, 18, 2, 0, 1, 0, 2 ], "sections": 89 }, "instructor_url": "/instructors/DAVID_SHAFFER--instructor_87890c9efc61f0dbf9118ee2" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EDPSYCH 551", "course_uid": "course_c4d56eb8c64b3cf09903d7a4", "term_id": "1164", "term_name": "Spring 2016", "instructors": [ "David Shaffer" ], "a": 11, "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": 12, "source_aliases": [ "EDPSYCH 551" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EDPSYCH 551", "course_uid": "course_c4d56eb8c64b3cf09903d7a4", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "David Shaffer" ], "a": 5, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 7, "source_aliases": [ "EDPSYCH 551" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EDPSYCH 551", "course_uid": "course_c4d56eb8c64b3cf09903d7a4", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "David Shaffer" ], "a": 0, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 0, "source_aliases": [ "EDPSYCH 551" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EDPSYCH 551", "course_uid": "course_c4d56eb8c64b3cf09903d7a4", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "David Shaffer" ], "a": 0, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 0, "source_aliases": [ "EDPSYCH 551" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EDPSYCH 551", "course_uid": "course_c4d56eb8c64b3cf09903d7a4", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "David Shaffer" ], "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": [ "EDPSYCH 551" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EDPSYCH 551", "course_uid": "course_c4d56eb8c64b3cf09903d7a4", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "David Shaffer" ], "a": 4, "ab": 2, "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": 6, "source_aliases": [ "EDPSYCH 551" ] } ] ``` ### statistics #### gpa 3.812 #### graded 32 #### counts * 27 * 4 * 0 * 0 * 0 * 0 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_c4d56eb8c64b3cf09903d7a4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_c4d56eb8c64b3cf09903d7a4-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_c4d56eb8c64b3cf09903d7a4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_c4d56eb8c64b3cf09903d7a4-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_c4d56eb8c64b3cf09903d7a4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_c4d56eb8c64b3cf09903d7a4-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.8125 #### count 32 #### university ##### size 3144 ##### gpa Percentile 61 ##### count Percentile 2 ##### median Count 108 ##### 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 | 13 | false | | 2.8–3.2 | 199 | false | | 3.2–3.6 | 805 | false | | 3.6–4.0 | 2127 | true | #### departments ```json [ { "subject": "EDPSYCH", "comparison": { "size": 39, "gpaPercentile": 16, "countPercentile": 5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 36, "current": true } ] } } ] ``` ### terms #### 1164 ##### term 1164 ##### gpa 3.9583333333333335 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | EDPSYCH | | #### 1194 ##### term 1194 ##### gpa 3.357142857142857 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | EDPSYCH | | #### 1254 ##### term 1254 ##### gpa 4 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | EDPSYCH | | #### 1264 ##### term 1264 ##### gpa 3.8333333333333335 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | EDPSYCH | | ### benchmarks #### all ##### school ###### size 3144 ###### gpa 3.6810353893008276 ###### top Share 83.32821525427832 ###### count 108 ##### EDPSYCH ###### size 39 ###### gpa 3.8898141860612134 ###### top Share 95.02471659363987 ###### count 79 #### terms ##### 1164 ###### school ###### size 965 ###### gpa 3.46491230798535 ###### top Share 69.92376287143657 ###### count 68 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### EDPSYCH ###### size 10 ###### gpa 3.8712140602871883 ###### top Share 94.492174885663 ###### count 81 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### EDPSYCH ###### size 10 ###### gpa 3.7514046425316914 ###### top Share 86.83075344784126 ###### count 83.5 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### EDPSYCH ###### size 11 ###### gpa 3.6814609783640293 ###### top Share 84.59639603695635 ###### count 66 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ## instructor Trends ```json [ { "uid": "instructor_87890c9efc61f0dbf9118ee2", "name": "DAVID SHAFFER", "count": 32, "terms": [ { "term": "1164", "count": 12, "sections": 1, "gpa": 3.9583333333333335 }, { "term": "1194", "count": 7, "sections": 1, "gpa": 3.357142857142857 }, { "term": "1254", "count": 7, "sections": 1, "gpa": 4 }, { "term": "1264", "count": 6, "sections": 1, "gpa": 3.8333333333333335 } ] } ] ``` ## following None recorded.