# ISYE 615: Production Systems Control | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_615) ## 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 | 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version id 8db5d03af6693b94ecb8f9dce0aadbb8f64d230103ee9724709ce1031e919037 ### course id ISYE 615 ### course uid course\_428f9d683305a64ed0ef304f ### catalog version id 5ee40461296e63c4e56c99db6cdcbce870182316fd84c0e49708b3ad14324653 ### course number 615 ### subjects * ISYE ### title PRODUCTION SYSTEMS CONTROL ### description An intermediate to advanced course stressing the application of recent operations research techniques to production planning, scheduling and inventory control. ### requirements text I SY E 315,320, and323and (STAT/​MATH  310,STAT 312orSTAT/​MATH  431), graduate/professional standing, or member of Engineering Guest Students ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 365a28b61b2b85ca5c5db0450026cec18822215e502cdca58405da696176c960 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ISYE 615 Production Systems Control is an intermediate to advanced course applying operations research techniques to production planning, scheduling, and inventory control. ### llm topics * Production planning * Scheduling * Inventory control * Operations research techniques ### llm skills * Applying operations research techniques to production planning, scheduling, and inventory control. ### llm assumed background * Prerequisites in production planning, simulation, deterministic optimization, and statistical inference. * Calculus and linear algebra background. ### llm search phrases * production planning scheduling inventory control * operations research techniques production * ISYE 615 production systems control * advanced operations research applications ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 07bdc628b6c1f1f5e5c289b921160b35cc78660488297da666c33df6921930e7 #### course id ISYE 615 #### 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: 4.00 GPA, 100.0% A/AB (n=11 letter grades); Spring 2025: 3.94 GPA, 100.0% A/AB (n=9 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=15 letter grades). ```json { "citations": [ { "course_id": "ISYE 615", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "a40d7dfe-9d5a-33e1-a5c1-db1e24c39704", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ISYE 615", "run_id": "20260907T155543-ce3781c4", "source_record": { 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"source_aliases": [ "ISYE 615" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 615", "course_uid": "course_428f9d683305a64ed0ef304f", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "SUSAN OTTMANN" ], "a": 10, "ab": 3, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 3, "no_work": 0, "not_reported": 0, "other": 0, "total": 18, "source_aliases": [ "ISYE 615" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 615", "course_uid": "course_428f9d683305a64ed0ef304f", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "SUSAN OTTMANN" ], "a": 26, "ab": 1, "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": 29, "source_aliases": [ "ISYE 615" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 615", "course_uid": "course_428f9d683305a64ed0ef304f", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "SUSAN OTTMANN", "XUEDONG DING" ], "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": [ "ISYE 615" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 615", "course_uid": "course_428f9d683305a64ed0ef304f", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "XUEDONG DING" ], "a": 8, "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": 9, "source_aliases": [ "ISYE 615" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 615", "course_uid": "course_428f9d683305a64ed0ef304f", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "XUEDONG DING" ], "a": 15, "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": 15, "source_aliases": [ "ISYE 615" ] } ] ``` ### statistics #### gpa 3.718 #### graded 360 #### counts * 226 * 82 * 42 * 7 * 2 * 0 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_428f9d683305a64ed0ef304f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_428f9d683305a64ed0ef304f-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_428f9d683305a64ed0ef304f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_428f9d683305a64ed0ef304f-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_428f9d683305a64ed0ef304f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_428f9d683305a64ed0ef304f-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.7180555555555554 #### count 360 #### university ##### size 4053 ##### gpa Percentile 49 ##### count Percentile 72 ##### median Count 158 ##### 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 | 10 | false | | 2.8–3.2 | 284 | false | | 3.2–3.6 | 1113 | false | | 3.6–4.0 | 2646 | true | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 53, "gpaPercentile": 40, "countPercentile": 58, "medianCount": 250, "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": 3, "current": false }, { "range": "3.2–3.6", "count": 15, "current": false }, { "range": "3.6–4.0", "count": 35, "current": true } ] } } ] ``` ### terms #### 1114 ##### term 1114 ##### gpa 3.603448275862069 ##### count 29 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1124 ##### term 1124 ##### gpa 3.6785714285714284 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1134 ##### term 1134 ##### gpa 3.4 ##### count 40 ##### university ###### size 852 ###### gpa Percentile 48 ###### count Percentile 21 ###### median Count 66 ###### 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 | 2 | false | | 2.4–2.8 | 30 | false | | 2.8–3.2 | 229 | false | | 3.2–3.6 | 304 | true | | 3.6–4.0 | 287 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 18, "gpaPercentile": 35, "countPercentile": 41, "medianCount": 44.5, "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": 4, "current": false }, { "range": "3.2–3.6", "count": 5, "current": true }, { "range": "3.6–4.0", "count": 9, "current": false } ] } } ] ``` #### 1144 ##### term 1144 ##### gpa 3.7142857142857144 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1154 ##### term 1154 ##### gpa 3.9210526315789473 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1164 ##### term 1164 ##### gpa 3.8684210526315788 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1174 ##### term 1174 ##### gpa 3.78 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1184 ##### term 1184 ##### gpa 3.730769230769231 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1194 ##### term 1194 ##### gpa 3.342857142857143 ##### count 35 ##### university ###### size 1040 ###### gpa Percentile 34 ###### count Percentile 10 ###### median Count 67 ###### 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 | 23 | false | | 2.8–3.2 | 220 | false | | 3.2–3.6 | 342 | true | | 3.6–4.0 | 454 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 22, "gpaPercentile": 14, "countPercentile": 14, "medianCount": 65, "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": 3, "current": false }, { "range": "3.2–3.6", "count": 5, "current": true }, { "range": "3.6–4.0", "count": 14, "current": false } ] } } ] ``` #### 1204 ##### term 1204 ##### gpa 3.90625 ##### count 32 ##### university ###### size 1012 ###### gpa Percentile 76 ###### count Percentile 6 ###### median Count 65.5 ###### 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 | 1 | false | | 2.8–3.2 | 25 | false | | 3.2–3.6 | 301 | false | | 3.6–4.0 | 685 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 21, "gpaPercentile": 55, "countPercentile": 0, "medianCount": 57, "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": 18, "current": true } ] } } ] ``` #### 1224 ##### term 1224 ##### gpa 3.7666666666666666 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1234 ##### term 1234 ##### gpa 3.913793103448276 ##### count 29 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1244 ##### term 1244 ##### gpa 4 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1254 ##### term 1254 ##### gpa 3.9444444444444446 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1264 ##### term 1264 ##### gpa 4 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | ### benchmarks #### all ##### school ###### size 4053 ###### gpa 3.6679729118498114 ###### top Share 82.43669451692391 ###### count 158 ##### ISYE ###### size 53 ###### gpa 3.6984991292918763 ###### top Share 84.31881997990916 ###### count 250 #### terms ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ###### ISYE ###### size 11 ###### gpa 3.412841793537643 ###### top Share 66.98646701950561 ###### count 44 ##### 1124 ###### school ###### size 821 ###### gpa 3.406589342026613 ###### top Share 66.35774230127205 ###### count 67 ###### ISYE ###### size 13 ###### gpa 3.5687689324418694 ###### top Share 73.75416475235485 ###### count 44 ##### 1134 ###### school ###### size 852 ###### gpa 3.4138934207568203 ###### top Share 66.35946578182744 ###### count 66 ###### ISYE ###### size 18 ###### gpa 3.5162768347554625 ###### top Share 75.28474381169617 ###### count 44.5 ##### 1144 ###### school ###### size 878 ###### gpa 3.4092443327803017 ###### top Share 65.95978235963416 ###### count 64 ###### ISYE ###### size 14 ###### gpa 3.4927104441409336 ###### top Share 71.50317287737518 ###### count 52 ##### 1154 ###### school ###### size 935 ###### gpa 3.4282378385810093 ###### top Share 67.66674668721691 ###### count 63 ###### ISYE ###### size 15 ###### gpa 3.5190347673022537 ###### top Share 74.22854110198433 ###### count 51 ##### 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 ##### 1174 ###### school ###### size 955 ###### gpa 3.4597947384071412 ###### top Share 69.5290038366363 ###### count 69 ###### ISYE ###### size 20 ###### gpa 3.548290744949521 ###### top Share 73.96475892889286 ###### count 57.5 ##### 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 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ###### ISYE ###### size 22 ###### gpa 3.629795980115166 ###### top Share 79.27647395270196 ###### count 65 ##### 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 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### ISYE ###### size 25 ###### gpa 3.662696584191052 ###### top Share 81.34147885567297 ###### count 48 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### ISYE ###### size 24 ###### gpa 3.6495043911288954 ###### top Share 80.48020872988452 ###### count 53 ##### 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 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### ISYE ###### size 22 ###### gpa 3.691810114676891 ###### top Share 83.93896862155151 ###### count 56.5 ## instructor Trends ```json [ { "uid": "instructor_6af5cdbb9121a19c181935d8", "name": "JINGSHAN LI", "count": 255, "terms": [ { "term": "1114", "count": 29, "sections": 1, "gpa": 3.603448275862069 }, { "term": "1124", "count": 28, "sections": 1, "gpa": 3.6785714285714284 }, { "term": "1134", "count": 40, "sections": 1, "gpa": 3.4 }, { "term": "1144", "count": 28, "sections": 1, "gpa": 3.7142857142857144 }, { "term": "1154", "count": 19, "sections": 1, "gpa": 3.9210526315789473 }, { "term": "1164", "count": 19, "sections": 1, "gpa": 3.8684210526315788 }, { "term": "1174", "count": 25, "sections": 1, "gpa": 3.78 }, { "term": "1194", "count": 35, "sections": 2, "gpa": 3.342857142857143 }, { "term": "1204", "count": 32, "sections": 2, "gpa": 3.90625 } ] }, { "uid": "instructor_7e2d26f878e48db51cdcc8ba", "name": "SUSAN OTTMANN", "count": 55, "terms": [ { "term": "1224", "count": 15, "sections": 1, "gpa": 3.7666666666666666 }, { "term": "1234", "count": 29, "sections": 1, "gpa": 3.913793103448276 }, { "term": "1244", "count": 11, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_e6a1bd30f7d3fca789596b81", "name": "XUEDONG DING", "count": 35, "terms": [ { "term": "1244", "count": 11, "sections": 1, "gpa": 4 }, { "term": "1254", "count": 9, "sections": 1, "gpa": 3.9444444444444446 }, { "term": "1264", "count": 15, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_5052b4fde5a1c92ed58e81c8", "name": "HYO KYUNG LEE", "count": 26, "terms": [ { "term": "1184", "count": 26, "sections": 1, "gpa": 3.730769230769231 } ] } ] ``` ## following None recorded.