# ART 409: Digital Fabrication Studio | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ART_409) ## 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 2d89649bdf3eac5f98c53d084f8032a4e62b703ddb38a7b49144cf0189248985 ### course id ART 409 ### course uid course\_90b87f34e9c2ad9c37485b21 ### catalog version id bc5619c0be3f91eb2ab5282b15ed7251a863449ec5b97b09916d8a7f4fa3fae4 ### course number 409 ### subjects * ART ### title DIGITAL FABRICATION STUDIO ### description Introduction to the practice and application of digital fabrication technologies in an artistic context with an emphasis on extending and integrating with traditional material approaches to art production. Includes theoretical readings devoted to the implications of digital and machine technologies on art practice. ### requirements text ART 107or declared in an Art graduate program ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id e7d2d023ca737dd215da8cdbb1fbe3c501881a62501b89ab85cde6e5b4403057 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ART 409 introduces digital fabrication technologies in an artistic context, integrating them with traditional material approaches. ### llm topics * Theoretical implications of digital and machine technologies on art practice. ### llm skills * Practice and application of digital fabrication technologies. * Extending and integrating digital fabrication with traditional material approaches. ### llm assumed background * Foundational digital media techniques including imaging, graphics, and 3D modeling. ### llm search phrases * digital fabrication art * digital fabrication studio * ART 409 digital fabrication * digital fabrication technologies art practice * digital fabrication traditional materials ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash a3ce31eff40a589860255e0609f1af6ebe151801c5f168300cb2c55dc490158f #### course id ART 409 #### 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 672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e9285146d8c7e7f90 #### quick take Recent recorded grades — Fall 2023: 3.25 GPA, 83.3% A/AB (n=6 letter grades); Fall 2024: 3.88 GPA, 87.5% A/AB (n=8 letter grades); Fall 2025: 3.79 GPA, 91.7% A/AB (n=12 letter grades). ```json { "citations": [ { "course_id": "ART 409", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "92974b09-6a34-3d1d-ae26-92205a0ba2e7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ART 409", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "92974b09-6a34-3d1d-ae26-92205a0ba2e7", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ART 409", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "92974b09-6a34-3d1d-ae26-92205a0ba2e7", "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 None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n0", "n1" ], "condition": null, "course": null, "evidence": "ART 107or declared in an Art graduate program", "id": "n2", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 107, "minimum_grade": null, "subjects": [ "ART" ], "timing": "prior" }, "evidence": "ART 107", "id": "n0", "kind": "course" }, { "children": [], "condition": "declared in an Art graduate program", "course": null, "evidence": "declared in an Art graduate program", "id": "n1", "kind": "condition" } ] ``` #### notes None recorded. #### root n2 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_9d89a928f890ed16000283aa", "source": "madgrades", "source_instructor_id": "3637709", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ANNA CAMPBELL", "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, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:2659293", "source_url": "https://www.ratemyprofessors.com/professor/2659293", "match_basis": "exact_name", "observed_at": "2026-09-07 16:54:54.813037+00:00", "courses": { "course_090bb766d1c2866b3ebe564b": { "review_count": 1, "quality": 4, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7360779850423596, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.835, "graded": 448, "counts": [ 369, 40, 26, 6, 4, 1, 2 ], "sections": 57 }, "instructor_url": "/instructors/ANNA_CAMPBELL--instructor_9d89a928f890ed16000283aa" }, { "instructor_uid": "instructor_6788f75654fb29c8c1afead0", "source": "madgrades", "source_instructor_id": "6101343", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CONLEY CLARK", "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": 3.761, "graded": 23, "counts": [ 20, 1, 1, 0, 0, 0, 1 ], "sections": 2 }, "instructor_url": "/instructors/CONLEY_CLARK" }, { "instructor_uid": "instructor_fa85524816d89b73e73b3c28", "source": "madgrades", "source_instructor_id": "4955457", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MEG MITCHELL", "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": 22, "quality": 3.36, "difficulty": 2.5, "quality_count": 22, "difficulty_count": 22, "profile_id": "rmp:1674858", "source_url": "https://www.ratemyprofessors.com/professor/1674858", "match_basis": "exact_name", "observed_at": "2026-09-07 16:19:16.954068+00:00", "courses": { "course_95d48b1ac7a4c6b4599a9502": { "review_count": 22, "quality": 3.36, "difficulty": 2.5, "quality_count": 22, "difficulty_count": 22 } }, "bayesian_quality": 3.5027075159745698, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.816, "graded": 2733, "counts": [ 2273, 241, 116, 28, 28, 20, 27 ], "sections": 80 }, "instructor_url": "/instructors/MEG_MITCHELL--instructor_fa85524816d89b73e73b3c28" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ART 409", "course_uid": "course_90b87f34e9c2ad9c37485b21", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "Anna Campbell" ], "a": 11, "ab": 2, "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": 14, "source_aliases": [ "ART 409" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ART 409", "course_uid": "course_90b87f34e9c2ad9c37485b21", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Anna Campbell" ], "a": 9, "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": 10, "source_aliases": [ "ART 409" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ART 409", "course_uid": "course_90b87f34e9c2ad9c37485b21", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Anna Campbell" ], "a": 5, "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": 5, "source_aliases": [ "ART 409" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ART 409", "course_uid": "course_90b87f34e9c2ad9c37485b21", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Anna Campbell" ], "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": [ "ART 409" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ART 409", "course_uid": "course_90b87f34e9c2ad9c37485b21", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Anna Campbell" ], "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": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 7, "source_aliases": [ "ART 409" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ART 409", "course_uid": "course_90b87f34e9c2ad9c37485b21", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "CONLEY CLARK" ], "a": 4, "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": 6, "source_aliases": [ "ART 409" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ART 409", "course_uid": "course_90b87f34e9c2ad9c37485b21", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Meg Mitchell" ], "a": 7, "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": 8, "source_aliases": [ "ART 409" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ART 409", "course_uid": "course_90b87f34e9c2ad9c37485b21", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Meg Mitchell" ], "a": 10, "ab": 1, "b": 0, "bc": 0, "c": 1, "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": [ "ART 409" ] } ] ``` ### statistics #### gpa 3.803 #### graded 61 #### counts * 50 * 6 * 3 * 0 * 1 * 0 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_90b87f34e9c2ad9c37485b21-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_90b87f34e9c2ad9c37485b21-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_90b87f34e9c2ad9c37485b21-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_90b87f34e9c2ad9c37485b21-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_90b87f34e9c2ad9c37485b21-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_90b87f34e9c2ad9c37485b21-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.80327868852459 #### count 61 #### university ##### size 4029 ##### gpa Percentile 57 ##### count Percentile 27 ##### median Count 112 ##### 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 | 235 | false | | 3.2–3.6 | 1022 | false | | 3.6–4.0 | 2761 | true | #### departments ```json [ { "subject": "ART", "comparison": { "size": 64, "gpaPercentile": 27, "countPercentile": 21, "medianCount": 92.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 1, "current": false }, { "range": "3.6–4.0", "count": 63, "current": true } ] } } ] ``` ### terms #### 1194 ##### term 1194 ##### gpa 3.857142857142857 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | ART | | #### 1204 ##### term 1204 ##### gpa 3.9 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | ART | | #### 1224 ##### term 1224 ##### gpa 4 ##### count 5 ##### departments | subject | comparison | | ------- | ---------- | | ART | | #### 1234 ##### term 1234 ##### gpa 3.8333333333333335 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | ART | | #### 1242 ##### term 1242 ##### gpa 3.25 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | ART | | #### 1252 ##### term 1252 ##### gpa 3.875 ##### count 8 ##### departments | subject | comparison | | ------- | ---------- | | ART | | #### 1262 ##### term 1262 ##### gpa 3.7916666666666665 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | ART | | ### benchmarks #### all ##### school ###### size 4029 ###### gpa 3.693140301872253 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###### count 83 ## instructor Trends ```json [ { "uid": "instructor_9d89a928f890ed16000283aa", "name": "ANNA CAMPBELL", "count": 35, "terms": [ { "term": "1194", "count": 14, "sections": 1, "gpa": 3.857142857142857 }, { "term": "1204", "count": 10, "sections": 1, "gpa": 3.9 }, { "term": "1224", "count": 5, "sections": 1, "gpa": 4 }, { "term": "1234", "count": 6, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_fa85524816d89b73e73b3c28", "name": "MEG MITCHELL", "count": 20, "terms": [ { "term": "1252", "count": 8, "sections": 1, "gpa": 3.875 }, { "term": "1262", "count": 12, "sections": 1, "gpa": 3.7916666666666665 } ] }, { "uid": "instructor_6788f75654fb29c8c1afead0", "name": "CONLEY CLARK", "count": 6, "terms": [ { "term": "1242", "count": 6, "sections": 1, "gpa": 3.25 } ] } ] ``` ## following None recorded.