# ISYE 961: Graduate Seminar in Industrial Engineering | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_961) ## 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 093d9da54d1d110d36e1b0b17cce01fe4af42baf94805fb9beb560ca05648b47 ### course id ISYE 961 ### course uid course\_42e5278d96e0902b65a79fb5 ### catalog version id 392e5ff346111cacced769c2d3f0af9391f1c80c475776c6661c0e91c5b64cd7 ### course number 961 ### subjects * ISYE ### title GRADUATE SEMINAR IN INDUSTRIAL ENGINEERING ### description Topics vary. ### requirements text Graduate/professional standing ### credits min 1 ### credits max 3 ### credit offering ids * 1272:490:010365 * 1272:490:010365.13 * 1272:490:010365.15 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 2304f049fe952cbe31bdc3acbf1f789e44af6f57aab1348c8a13696e425317c4 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary A graduate seminar in industrial engineering where topics vary by offering. ### llm topics None recorded. ### llm skills None recorded. ### llm assumed background None recorded. ### llm search phrases * industrial engineering graduate seminar * ISYE 961 topics vary * graduate standing prerequisite ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash eb608ebc60403a777540b7af6fc3d9b4dda3ffa9326fa69f6c60585863ddc636 #### course id ISYE 961 #### current instructors ```json [ { "instructor_uid": "instructor_056b4d3b498dc164f56c64bb", "message": "No course-specific reviews available", "name": "Andi Wang", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:3154967", "summary": [] }, { "instructor_uid": "instructor_8bbc8e36f26eb211664cde7f", "message": "No course-specific reviews available", "name": "Kaibo Liu", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "ISYE 961", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4516d929-3d64-322c-85b0-7048ffe36e34", "source_record": { "entity_id": "4516d929-3d64-322c-85b0-7048ffe36e34", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2025: 4.00 GPA, 100.0% A/AB (n=9 letter grades)." } ] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=8 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=27 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=15 letter grades). ```json { "citations": [ { "course_id": "ISYE 961", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "4516d929-3d64-322c-85b0-7048ffe36e34", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ISYE 961", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "4516d929-3d64-322c-85b0-7048ffe36e34", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "ISYE 961", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "4516d929-3d64-322c-85b0-7048ffe36e34", "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 KAIBO LIU is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 961", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "4516d929-3d64-322c-85b0-7048ffe36e34", "source_record": { "entity_id": "4516d929-3d64-322c-85b0-7048ffe36e34", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### 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 | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | --------- | ------------------- | -------------------------------- | -------------------------------- | ----------------------- | | instructor\_056b4d3b498dc164f56c64bb | enrollment | awang86 | netid | source\_identified | Andi Wang | ANDI.WANG\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/ANDI\_WANG | | instructor\_8bbc8e36f26eb211664cde7f | enrollment | kliu8 | netid | source\_identified | Kaibo Liu | KLIU8\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/KAIBO\_LIU | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:490:010365", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1272", "source_course_id": "010365", "source_subject_id": "490", "title": "Graduate Seminar in Industrial Engineering", "credits_min": 1, "credits_max": 3, "typically_offered": "Occasionally" }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:490:010365.13", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1272", "source_course_id": "010365.13", "source_subject_id": "490", "title": "Doctoral Student Dev Seminar", "credits_min": 1, "credits_max": 3, "typically_offered": "Occasionally" }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:490:010365.15", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1272", "source_course_id": "010365.15", "source_subject_id": "490", "title": "ISyE Colloquium Series", "credits_min": 1, "credits_max": 3, "typically_offered": "Occasionally" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:20736", "term_id": "1272", "source_section_id": "20736", "identity_basis": "class_number", "section_number": "001", "section_type": "SEM", "instruction_mode": "Classroom Instruction", "capacity": 20, "enrolled": 18, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:32075", "term_id": "1272", "source_section_id": "32075", "identity_basis": "class_number", "section_number": "002", "section_type": "SEM", "instruction_mode": "Classroom Instruction", "capacity": 20, "enrolled": 17, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_69acaecbe3f897984597e5a9", "source": "madgrades", "source_instructor_id": "1102923", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PASCALE CARAYON", "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": 3, "quality": 3, "difficulty": 3.67, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:1174922", "source_url": "https://www.ratemyprofessors.com/professor/1174922", "match_basis": "exact_name", "observed_at": "2026-09-07 16:12:47.325456+00:00", "courses": { "course_6f13e98ae68bbc257936b9c2": { "review_count": 1, "quality": 4, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.5736398117796484, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.74, "graded": 467, "counts": [ 284, 130, 48, 3, 2, 0, 0 ], "sections": 98 }, "instructor_url": "/instructors/PASCALE_CARAYON--instructor_69acaecbe3f897984597e5a9" }, { "instructor_uid": "instructor_f140abf49564c858ba3f23db", "source": "madgrades", "source_instructor_id": "196132", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PATRICIA FLATLEY BRENNAN", "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": 3.55, "graded": 270, "counts": [ 127, 78, 47, 11, 4, 1, 2 ], "sections": 70 }, "instructor_url": "/instructors/PATRICIA_FLATLEY_BRENNAN--instructor_f140abf49564c858ba3f23db" }, { "instructor_uid": "instructor_0725a1fc5e7de785afe5d866", "source": "madgrades", "source_instructor_id": "5184287", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LAURA MCLAY", "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": 3.468, "graded": 771, "counts": [ 338, 178, 169, 46, 38, 1, 1 ], "sections": 68 }, "instructor_url": "/instructors/LAURA_MCLAY" }, { "instructor_uid": "instructor_a8e7e2b9fa77aa983afccb3d", "source": "madgrades", "source_instructor_id": "2600299", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ROBERT RADWIN", "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": 1, "difficulty": 1.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:2689714", "source_url": "https://www.ratemyprofessors.com/professor/2689714", "match_basis": "exact_name", "observed_at": "2026-09-07 16:09:30.218657+00:00", "courses": { "course_0ca78bf8e0bb0846affc636f": { "review_count": 2, "quality": 1, "difficulty": 1.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.417896166860541, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.858, "graded": 1720, "counts": [ 1368, 252, 77, 17, 4, 0, 2 ], "sections": 109 }, "instructor_url": "/instructors/ROBERT_RADWIN--instructor_a8e7e2b9fa77aa983afccb3d" }, { "instructor_uid": "instructor_b2d8167579562c73fea3c408", "source": "madgrades", "source_instructor_id": "517723", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JAMES LUEDTKE", "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": 3.29, "graded": 1302, "counts": [ 516, 182, 349, 108, 122, 22, 3 ], "sections": 86 }, "instructor_url": "/instructors/JAMES_LUEDTKE" }, { "instructor_uid": "instructor_b1ca1214b3857dea17803a52", "source": "madgrades", "source_instructor_id": "4385693", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DOUGLAS WIEGMANN", "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": { 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"last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 4, "quality": 1, "difficulty": 3, "quality_count": 4, "difficulty_count": 4, "profile_id": "rmp:2920138", "source_url": "https://www.ratemyprofessors.com/professor/2920138", "match_basis": "exact_name", "observed_at": "2026-09-07 16:37:12.749291+00:00", "courses": { "course_e8a20e535a6c3679f6eda0e2": { "review_count": 4, "quality": 1, "difficulty": 3, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 3.216404819622163, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.539, "graded": 142, "counts": [ 61, 49, 21, 6, 4, 1, 0 ], "sections": 27 }, "instructor_url": "/instructors/HANTANG_QIN--instructor_8b7948dd5b99c56839712792" }, { "instructor_uid": "instructor_b9ee6f39e8faa00902e29001", "source": "madgrades", "source_instructor_id": "6059366", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CARLA MICHINI", "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": 12, "quality": 4.42, "difficulty": 3.25, "quality_count": 12, "difficulty_count": 12, "profile_id": "rmp:2371667", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "match_basis": "exact_name", "observed_at": "2026-09-07 16:49:58.150385+00:00", "courses": { "course_a04e8d794b24e3b81b984774": { "review_count": 7, "quality": 4.57, "difficulty": 3.71, "quality_count": 7, "difficulty_count": 7 }, "course_5aa742b184448a57a07564c5": { "review_count": 5, "quality": 4.2, "difficulty": 2.6, "quality_count": 5, "difficulty_count": 5 } }, "bayesian_quality": 3.944803614716622, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.12, "graded": 922, "counts": [ 325, 122, 206, 101, 124, 31, 13 ], "sections": 29 }, "instructor_url": "/instructors/CARLA_MICHINI--instructor_b9ee6f39e8faa00902e29001" }, { "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" }, { "instructor_uid": "instructor_056b4d3b498dc164f56c64bb", "source": "enrollment", "source_instructor_id": "awang86", "identity_basis": "netid", "identity_status": "source_identified", "name": "Andi Wang", "email": "ANDI.WANG@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/ANDI_WANG" }, { "instructor_uid": "instructor_8bbc8e36f26eb211664cde7f", "source": "enrollment", "source_instructor_id": "kliu8", "identity_basis": "netid", "identity_status": "source_identified", "name": "Kaibo Liu", "email": "KLIU8@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/KAIBO_LIU" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1074", "term_name": "Spring 2007", "instructors": [ "PASCALE CARAYON" ], "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": [ "ISYE 961" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1082", "term_name": "Fall 2007", "instructors": [ "PATRICIA FLATLEY BRENNAN" ], "a": 10, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 2, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 12, "source_aliases": [ "ISYE 961" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1114", "term_name": "Spring 2011", "instructors": [ "PATRICIA FLATLEY BRENNAN" ], "a": 6, "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": 3, "other": 0, "total": 9, "source_aliases": [ "ISYE 961" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "LAURA MCLAY" ], "a": 16, "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": 16, "source_aliases": [ "ISYE 961" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "LAURA MCLAY" ], "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 961" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "LAURA MCLAY" ], "a": 8, "ab": 0, "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": 9, "source_aliases": [ "ISYE 961" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "JAMES LUEDTKE", "LAURA MCLAY", "Robert Radwin" ], "a": 23, "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": 24, "source_aliases": [ "ISYE 961" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Douglas Wiegmann" ], "a": 9, "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": 9, "source_aliases": [ "ISYE 961" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "LAURA MCLAY" ], "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 961" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Douglas Wiegmann" ], "a": 13, "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": 13, "source_aliases": [ "ISYE 961" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Hantang Qin" ], "a": 8, "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": 8, "source_aliases": [ "ISYE 961" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Carla Michini", "Kaibo Liu" ], "a": 27, "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": 27, "source_aliases": [ "ISYE 961" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 961", "course_uid": "course_42e5278d96e0902b65a79fb5", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Carla Michini" ], "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 961" ] } ] ``` ### statistics #### gpa 3.974 #### graded 170 #### counts * 168 * 1 * 0 * 0 * 0 * 0 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_42e5278d96e0902b65a79fb5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_42e5278d96e0902b65a79fb5-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_42e5278d96e0902b65a79fb5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_42e5278d96e0902b65a79fb5-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_42e5278d96e0902b65a79fb5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_42e5278d96e0902b65a79fb5-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_42e5278d96e0902b65a79fb5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_42e5278d96e0902b65a79fb5-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.973529411764706 #### count 170 #### university ##### size 4761 ##### gpa Percentile 90 ##### count Percentile 58 ##### median Count 132 ##### 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 | 295 | false | | 3.2–3.6 | 1261 | false | | 3.6–4.0 | 3194 | true | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 58, "gpaPercentile": 96, "countPercentile": 42, "medianCount": 188, "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": 12, "current": false }, { "range": "3.6–4.0", "count": 42, "current": true } ] } } ] ``` ### terms #### 1074 ##### term 1074 ##### gpa 4 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1082 ##### term 1082 ##### gpa 4 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1114 ##### term 1114 ##### gpa 4 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1202 ##### term 1202 ##### gpa 4 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1212 ##### term 1212 ##### gpa 4 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1222 ##### term 1222 ##### gpa 3.5555555555555554 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1232 ##### term 1232 ##### gpa 3.9791666666666665 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1242 ##### term 1242 ##### gpa 4 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1244 ##### term 1244 ##### gpa 4 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1252 ##### term 1252 ##### gpa 4 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1254 ##### term 1254 ##### gpa 4 ##### count 8 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1262 ##### term 1262 ##### gpa 4 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1264 ##### term 1264 ##### gpa 4 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | ### benchmarks #### all ##### school ###### size 4761 ###### gpa 3.6807191893346927 ###### top Share 83.16003784056058 ###### count 132 ##### ISYE ###### size 58 ###### gpa 3.682925083079691 ###### top Share 83.35509524105485 ###### count 188 #### terms ##### 1074 ###### school ###### size 695 ###### gpa 3.3616924722887376 ###### top Share 63.22509110105764 ###### count 69 ##### 1082 ###### school ###### size 723 ###### gpa 3.3583896732335172 ###### top Share 62.932746798940194 ###### count 68 ##### 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 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ###### ISYE ###### size 20 ###### gpa 3.5732402503094702 ###### top Share 77.47106780381264 ###### count 60.5 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### ISYE ###### size 20 ###### gpa 3.6720523848313853 ###### top Share 82.3691054858035 ###### count 63 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### ISYE ###### size 24 ###### gpa 3.5982967550887195 ###### top Share 79.26400318090532 ###### count 48.5 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### ISYE ###### size 24 ###### gpa 3.6150976595453543 ###### top Share 79.79311993423791 ###### count 53 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### ISYE ###### size 23 ###### gpa 3.58121958026649 ###### top Share 78.36753571915544 ###### count 51 ##### 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 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### ISYE ###### size 24 ###### gpa 3.591512973394995 ###### top Share 76.60599070514075 ###### 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 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### ISYE ###### size 25 ###### gpa 3.6267703884700335 ###### top Share 79.39124378770292 ###### count 52 ##### 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_0725a1fc5e7de785afe5d866", "name": "LAURA MCLAY", "count": 59, "terms": [ { "term": "1202", "count": 16, "sections": 1, "gpa": 4 }, { "term": "1212", "count": 15, "sections": 1, "gpa": 4 }, { "term": "1222", "count": 9, "sections": 1, "gpa": 3.5555555555555554 }, { "term": "1232", "count": 8, "sections": 1, "gpa": 3.9375 }, { "term": "1244", "count": 11, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_b9ee6f39e8faa00902e29001", "name": "CARLA MICHINI", "count": 33, "terms": [ { "term": "1262", "count": 18, "sections": 1, "gpa": 4 }, { "term": "1264", "count": 15, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_b1ca1214b3857dea17803a52", "name": "DOUGLAS WIEGMANN", "count": 22, "terms": [ { "term": "1242", "count": 9, "sections": 1, "gpa": 4 }, { "term": "1252", "count": 13, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_b2d8167579562c73fea3c408", "name": "JAMES LUEDTKE", "count": 16, "terms": [ { "term": "1232", "count": 16, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_f140abf49564c858ba3f23db", "name": "PATRICIA FLATLEY BRENNAN", "count": 16, "terms": [ { "term": "1082", "count": 10, "sections": 1, "gpa": 4 }, { "term": "1114", "count": 6, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_d9adb903b935b68370538d0d", "name": "KAIBO LIU", "count": 9, "terms": [ { "term": "1262", "count": 9, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_8b7948dd5b99c56839712792", "name": "HANTANG QIN", "count": 8, "terms": [ { "term": "1254", "count": 8, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_a8e7e2b9fa77aa983afccb3d", "name": "ROBERT RADWIN", "count": 8, "terms": [ { "term": "1232", "count": 8, "sections": 1, "gpa": 3.9375 } ] }, { "uid": "instructor_69acaecbe3f897984597e5a9", "name": "PASCALE CARAYON", "count": 7, "terms": [ { "term": "1074", "count": 7, "sections": 1, "gpa": 4 } ] } ] ``` ## following None recorded.