# EDPSYCH 525: Learning Analytics Theory and Practice | UW–Madison [View on UW Courses](https://uwcourses.com/courses/EDPSYCH_525) ## 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 9fadfd668b7564e3c27cb459f568cd95fe17712a6fd329a8898278a622537fd9 ### course id EDPSYCH 525 ### course uid course\_57e0546fb6f1e3514843dbc7 ### catalog version id 2ccb6a6ff79c259e329841fbcee6b15c1d700ac2b67a514f74ae022fb1a0c659 ### course number 525 ### subjects * EDPSYCH ### title LEARNING ANALYTICS THEORY AND PRACTICE ### description Application of data mining techniques to large educational datasets to gain important insights into how people learn. Examines the spectrum of prevalent learning analytics methods and applications, from institutional effectiveness, to classroom-level interventions, to standardized assessments, and beyond. ### requirements text Graduate/professional standing ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 759a337b53adf63a7d973a3428066a9c33415c8de57c1cbecce0c690037935fd ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary EDPSYCH 525 teaches the application of data mining to educational datasets to understand learning through various analytics methods. ### llm topics * Learning analytics methods and applications * Institutional effectiveness and classroom interventions ### llm skills * Applying data mining techniques to educational data * Gaining insights into learning processes * Examining learning analytics methods and applications ### llm assumed background None recorded. ### llm search phrases * learning analytics * educational data mining * educational datasets * learning insights ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 77f3512ee3e46580f2637ef3a28ec9a67b9abf581deccf457b4e8023adab1d86 #### course id EDPSYCH 525 #### 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 2024: 3.85 GPA, 84.6% A/AB (n=13 letter grades); Spring 2025: 3.95 GPA, 100.0% A/AB (n=11 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=7 letter grades). ```json { "citations": [ { 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history None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "Graduate/professional standing", "course": null, "evidence": "Graduate/professional standing", "id": "n0", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_39886adec737539463705a73", "source": "madgrades", "source_instructor_id": "3785703", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ELIZABETH PIER", "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": 3.56, "graded": 284, "counts": [ 143, 80, 39, 12, 5, 2, 3 ], "sections": 3 }, "instructor_url": "/instructors/ELIZABETH_PIER" }, { "instructor_uid": 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"/instructors/YEYU_WANG--instructor_e038cf19a2ca81c7f3c7a3ff" }, { "instructor_uid": "instructor_63456fc58dde8f8a9f609178", "source": "madgrades", "source_instructor_id": "6119625", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JAEYOON CHOI", "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": 3.452, "graded": 189, "counts": [ 84, 45, 36, 14, 7, 2, 1 ], "sections": 4 }, "instructor_url": "/instructors/JAEYOON_CHOI--instructor_63456fc58dde8f8a9f609178" }, { "instructor_uid": "instructor_aed0339aff9d38c076af8337", "source": "madgrades", "source_instructor_id": "4441637", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JULIE HUNT", "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": 13, "quality": 5, "difficulty": 1.54, "quality_count": 13, "difficulty_count": 13, "profile_id": "rmp:1949857", "source_url": "https://www.ratemyprofessors.com/professor/1949857", "match_basis": "exact_name", "observed_at": "2026-09-07 16:29:36.318930+00:00", "courses": { "course_7cecde7d9bf45f25249b6c22": { "review_count": 5, "quality": 5, "difficulty": 1.8, "quality_count": 5, "difficulty_count": 5 }, "course_2bd086d95836354676b34aae": { "review_count": 4, "quality": 5, "difficulty": 1.75, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 4.187688353664603, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.686, "graded": 1112, "counts": [ 687, 256, 103, 40, 22, 2, 2 ], "sections": 14 }, "instructor_url": "/instructors/JULIE_HUNT" }, { "instructor_uid": "instructor_1f3f65edaef91f4c2c99bf69", "source": "madgrades", "source_instructor_id": "6548247", "identity_basis": "source_id", "identity_status": "source_identified", "name": "XUNYI GAO", "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": 3.896, "graded": 24, "counts": [ 21, 1, 2, 0, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/XUNYI_GAO" }, { "instructor_uid": "instructor_92821ff0b031b95b0d6531f0", "source": "madgrades", "source_instructor_id": "6785316", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DARIANE DRAKE", "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": 3.972, "graded": 18, "counts": [ 17, 1, 0, 0, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/DARIANE_DRAKE--instructor_92821ff0b031b95b0d6531f0" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EDPSYCH 525", "course_uid": "course_57e0546fb6f1e3514843dbc7", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "ELIZABETH PIER", "YEYU WANG" ], "a": 18, "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": 18, "source_aliases": [ "EDPSYCH 525" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EDPSYCH 525", "course_uid": "course_57e0546fb6f1e3514843dbc7", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "JAEYOON CHOI", "JULIE HUNT" ], "a": 11, "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": 11, "source_aliases": [ "EDPSYCH 525" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EDPSYCH 525", "course_uid": "course_57e0546fb6f1e3514843dbc7", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "JULIE HUNT", "XUNYI GAO" ], "a": 11, "ab": 0, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 13, "source_aliases": [ "EDPSYCH 525" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EDPSYCH 525", "course_uid": "course_57e0546fb6f1e3514843dbc7", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "DARIANE DRAKE", "XUNYI GAO" ], "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": [ "EDPSYCH 525" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "EDPSYCH 525", "course_uid": "course_57e0546fb6f1e3514843dbc7", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "DARIANE DRAKE" ], "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": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 8, "source_aliases": [ "EDPSYCH 525" ] } ] ``` ### statistics #### gpa 3.958 #### graded 60 #### counts * 57 * 1 * 2 * 0 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_57e0546fb6f1e3514843dbc7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_57e0546fb6f1e3514843dbc7-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_57e0546fb6f1e3514843dbc7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_57e0546fb6f1e3514843dbc7-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_57e0546fb6f1e3514843dbc7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_57e0546fb6f1e3514843dbc7-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.9583333333333335 #### count 60 #### university ##### size 2947 ##### gpa Percentile 85 ##### count Percentile 26 ##### 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 | 1 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 200 | false | | 3.2–3.6 | 728 | false | | 3.6–4.0 | 2007 | true | #### departments ```json [ { "subject": "EDPSYCH", "comparison": { "size": 36, "gpaPercentile": 49, "countPercentile": 20, "medianCount": 85, "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": 33, "current": true } ] } } ] ``` ### terms #### 1224 ##### term 1224 ##### gpa 4 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | EDPSYCH | | #### 1234 ##### term 1234 ##### gpa 4 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | EDPSYCH | | #### 1244 ##### term 1244 ##### gpa 3.8461538461538463 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | EDPSYCH | | #### 1254 ##### term 1254 ##### gpa 3.9545454545454546 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | EDPSYCH | | #### 1264 ##### term 1264 ##### gpa 4 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | EDPSYCH | | ### benchmarks #### all ##### school ###### size 2947 ###### gpa 3.684503227431485 ###### top Share 83.48969667841149 ###### count 113 ##### EDPSYCH ###### size 36 ###### gpa 3.8852126125481763 ###### top Share 94.4651235251867 ###### count 85 #### terms ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### EDPSYCH ###### size 11 ###### gpa 3.815704952412238 ###### top Share 90.94508310758273 ###### count 86 ##### 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 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ##### 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_1f3f65edaef91f4c2c99bf69", "name": "XUNYI GAO", "count": 24, "terms": [ { "term": "1244", "count": 13, "sections": 1, "gpa": 3.8461538461538463 }, { "term": "1254", "count": 11, "sections": 1, "gpa": 3.9545454545454546 } ] }, { "uid": "instructor_aed0339aff9d38c076af8337", "name": "JULIE HUNT", "count": 24, "terms": [ { "term": "1234", "count": 11, "sections": 1, "gpa": 4 }, { "term": "1244", "count": 13, "sections": 1, "gpa": 3.8461538461538463 } ] }, { "uid": "instructor_39886adec737539463705a73", "name": "ELIZABETH PIER", "count": 18, "terms": [ { "term": "1224", "count": 18, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_92821ff0b031b95b0d6531f0", "name": "DARIANE DRAKE", "count": 18, "terms": [ { "term": "1254", "count": 11, "sections": 1, "gpa": 3.9545454545454546 }, { "term": "1264", "count": 7, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_e038cf19a2ca81c7f3c7a3ff", "name": "YEYU WANG", "count": 18, "terms": [ { "term": "1224", "count": 18, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_63456fc58dde8f8a9f609178", "name": "JAEYOON CHOI", "count": 11, "terms": [ { "term": "1234", "count": 11, "sections": 1, "gpa": 4 } ] } ] ``` ## following None recorded.