# ISYE 612: Information Sensing and Analysis for Manufacturing Processes | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_612) ## 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 c793e0bba1814e9c96b1fea151d39c8c5a27024a91ed05895cd3bea1602c600c ### course id ISYE 612 ### course uid course\_9dd3f85bbe4a0de371fc635b ### catalog version id aac8e531d3ca9867619b095ea8d8b25adec4b6ba3ea58c445cd0900a025cbb9f ### course number 612 ### subjects * ISYE ### title INFORMATION SENSING AND ANALYSIS FOR MANUFACTURING PROCESSES ### description Focuses on the sensing and multivariate data modeling and analysis techniques for monitoring, diagnosis, and quality improvement of manufacturing processes. The techniques introduced can find wide applications in health care, financial engineering, service industry applications, human factors, etc. ### requirements text I SY E/​M E  512, graduate/professional standing, or member of Engineering Guest Students ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 28c822a2b0a84dc68ad7ebad1a67f38559e5537c2776ffba2388720e90ac32b6 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ISYE 612 teaches sensing and multivariate data modeling techniques for monitoring, diagnosis, and quality improvement in manufacturing and related industries. ### llm topics * Sensing and multivariate data modeling. * Manufacturing process monitoring and diagnosis. * Applications in healthcare, finance, and service industries. ### llm skills * Sensing and multivariate data modeling and analysis techniques. * Process monitoring, diagnosis, and quality improvement. ### llm assumed background * Foundational knowledge in quality control, process control charts, sampling plans, and reliability models. ### llm search phrases * multivariate data modeling manufacturing * process monitoring diagnosis quality improvement * ISYE 612 information sensing analysis * statistical process control advanced ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 81bbf720f95f96ba94544799e879505e3bad7e50f47d32a27903081eb83edecb #### course id ISYE 612 #### 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 2020: 3.91 GPA, 100.0% A/AB (n=11 letter grades); Spring 2024: 3.81 GPA, 92.3% A/AB (n=13 letter grades); Spring 2025: 3.61 GPA, 88.9% A/AB (n=9 letter grades). ```json { "citations": [ { "course_id": "ISYE 612", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "2f411bdc-dc2a-3343-b94e-ede4467a32d2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "ISYE 612", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "2f411bdc-dc2a-3343-b94e-ede4467a32d2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ISYE 612", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "2f411bdc-dc2a-3343-b94e-ede4467a32d2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "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", "n3" ], "condition": null, "course": null, "evidence": "I SY E/M E 512, graduate/professional standing, or member of Engineering Guest Students", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 512, "minimum_grade": null, "subjects": [ "ISYE", "ME" ], "timing": "prior" }, "evidence": "I SY E/M E 512", "id": "n1", "kind": "course" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n2", "kind": "condition" }, { "children": [], "condition": "member of Engineering Guest Students", "course": null, "evidence": "member of Engineering Guest Students", "id": "n3", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_8cb1ca01d99dd7aebc9796a4", "source": "madgrades", "source_instructor_id": "1453527", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ZHOU SHIYU", "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": 3.453, "graded": 1040, "counts": [ 446, 244, 207, 105, 32, 6, 0 ], "sections": 134 }, "instructor_url": "/instructors/ZHOU_SHIYU--instructor_8cb1ca01d99dd7aebc9796a4" }, { "instructor_uid": "instructor_d9adb903b935b68370538d0d", "source": "madgrades", "source_instructor_id": "4566139", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KAIBO LIU", "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": 3.721, "graded": 608, "counts": [ 413, 103, 56, 28, 5, 2, 1 ], "sections": 65 }, "instructor_url": "/instructors/KAIBO_LIU--instructor_d9adb903b935b68370538d0d" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 612", "course_uid": "course_9dd3f85bbe4a0de371fc635b", "term_id": "1072", "term_name": "Fall 2006", "instructors": [ "ZHOU SHIYU" ], "a": 4, "ab": 4, "b": 1, "bc": 2, "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": [ "ISYE 612" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 612", "course_uid": "course_9dd3f85bbe4a0de371fc635b", "term_id": "1164", "term_name": "Spring 2016", "instructors": [ "Kaibo Liu" ], "a": 5, "ab": 2, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 3, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 10, "source_aliases": [ "ISYE 612" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 612", "course_uid": "course_9dd3f85bbe4a0de371fc635b", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "Kaibo Liu" ], "a": 15, "ab": 4, "b": 0, "bc": 2, "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": 21, "source_aliases": [ "ISYE 612" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 612", "course_uid": "course_9dd3f85bbe4a0de371fc635b", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Kaibo Liu" ], "a": 9, "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": 11, "source_aliases": [ "ISYE 612" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 612", "course_uid": "course_9dd3f85bbe4a0de371fc635b", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Kaibo Liu" ], "a": 9, "ab": 3, "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": 13, "source_aliases": [ "ISYE 612" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 612", "course_uid": "course_9dd3f85bbe4a0de371fc635b", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Kaibo Liu" ], "a": 3, "ab": 5, "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": 9, "source_aliases": [ "ISYE 612" ] } ] ``` ### statistics #### gpa 3.736 #### graded 72 #### counts * 45 * 20 * 3 * 4 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_9dd3f85bbe4a0de371fc635b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_9dd3f85bbe4a0de371fc635b-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_9dd3f85bbe4a0de371fc635b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_9dd3f85bbe4a0de371fc635b-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_9dd3f85bbe4a0de371fc635b-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_9dd3f85bbe4a0de371fc635b-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.736111111111111 #### count 72 #### university ##### size 3182 ##### gpa Percentile 54 ##### count Percentile 38 ##### median Count 96 ##### 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 | 21 | false | | 2.8–3.2 | 260 | false | | 3.2–3.6 | 935 | false | | 3.6–4.0 | 1966 | true | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 45, "gpaPercentile": 55, "countPercentile": 25, "medianCount": 124, "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": 2, "current": false }, { "range": "3.2–3.6", "count": 15, "current": false }, { "range": "3.6–4.0", "count": 28, "current": true } ] } } ] ``` ### terms #### 1072 ##### term 1072 ##### gpa 3.4545454545454546 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1164 ##### term 1164 ##### gpa 3.857142857142857 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1184 ##### term 1184 ##### gpa 3.761904761904762 ##### count 21 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1204 ##### term 1204 ##### gpa 3.909090909090909 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1244 ##### term 1244 ##### gpa 3.8076923076923075 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1254 ##### term 1254 ##### gpa 3.611111111111111 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | ### benchmarks #### all ##### school ###### size 3182 ###### gpa 3.645796484617553 ###### top Share 80.99677367154686 ###### count 96 ##### ISYE ###### size 45 ###### gpa 3.6735018185893358 ###### top Share 83.07347801548332 ###### count 124 #### terms ##### 1072 ###### school ###### size 723 ###### gpa 3.344595727439471 ###### top Share 62.012941427864526 ###### count 67 ##### 1164 ###### school ###### size 965 ###### gpa 3.46491230798535 ###### top Share 69.92376287143657 ###### count 68 ###### ISYE ###### size 19 ###### gpa 3.629939118306125 ###### top Share 80.5561261302253 ###### count 49 ##### 1184 ###### school ###### size 1010 ###### gpa 3.47925290354517 ###### top Share 70.86270937115944 ###### count 68 ###### ISYE ###### size 22 ###### gpa 3.5566129214689735 ###### top Share 75.3813579514971 ###### count 57 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### ISYE ###### size 21 ###### gpa 3.826924971533834 ###### top Share 92.62448121984468 ###### count 57 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### ISYE ###### size 21 ###### gpa 3.5955893406830746 ###### top Share 77.54199035575564 ###### count 55 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### ISYE ###### size 22 ###### gpa 3.6580253054677003 ###### top Share 83.06204049789541 ###### count 58 ## instructor Trends ```json [ { "uid": "instructor_d9adb903b935b68370538d0d", "name": "KAIBO LIU", "count": 61, "terms": [ { "term": "1164", "count": 7, "sections": 1, "gpa": 3.857142857142857 }, { "term": "1184", "count": 21, "sections": 1, "gpa": 3.761904761904762 }, { "term": "1204", "count": 11, "sections": 1, "gpa": 3.909090909090909 }, { "term": "1244", "count": 13, "sections": 1, "gpa": 3.8076923076923075 }, { "term": "1254", "count": 9, "sections": 1, "gpa": 3.611111111111111 } ] }, { "uid": "instructor_8cb1ca01d99dd7aebc9796a4", "name": "ZHOU SHIYU", "count": 11, "terms": [ { "term": "1072", "count": 11, "sections": 1, "gpa": 3.4545454545454546 } ] } ] ``` ## following None recorded.