# ISYE 604: Special Topics in Manufacturing and Supply Chain Management | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_604) ## 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 | 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 49cf7960892cf132f71436229c70face8e3f5d48fd72317d8293e1e224c8e341 ### course id ISYE 604 ### course uid course\_e24cd871fe8fd61582f61241 ### catalog version id f094de8ec80ae987b928be7ecad2ddcefe0eba7ca3d026264a06d044796fb760 ### course number 604 ### subjects * ISYE ### title SPECIAL TOPICS IN MANUFACTURING AND SUPPLY CHAIN MANAGEMENT ### description Various special topics in manufacturing systems and supply chain management, such as digital manufacturing technologies, Internet of Things (IoT), supply chain, etc. ### requirements text None ### credits min 1 ### credits max 3 ### credit offering ids * 1272:490:025805 * 1272:490:025805.7 ### llm job id enrich-ecd149b6a6e0877fce2f3d1c ### llm output id 05ab5c1029fb76b366357eea90386cd0e1097f41dede3176d5cb01a0b3d51731 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ISYE 604 covers special topics in manufacturing systems and supply chain management, including digital manufacturing technologies and IoT. ### llm topics * Manufacturing systems * Supply chain management * Digital manufacturing technologies * Internet of Things (IoT) ### llm skills None recorded. ### llm assumed background None recorded. ### llm search phrases * manufacturing systems special topics * supply chain management IoT * digital manufacturing technologies ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash a2612377dd0ee1148236d35b2c63e3a349451d6454c7df633ea45534da7ec342 #### course id ISYE 604 #### current instructors ```json [ { "instructor_uid": "instructor_6f26cace428ec0a26bbed4ad", "message": "No course-specific reviews available", "name": "Raj Veeramani", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] } ] ``` #### difficulty workload Historical reviews of Yonatan Mintz: Multiple reviewers rated the course as extremely difficult, citing a lack of grading guidelines, unclear lectures, and an unhelpful attitude when seeking guidance. ```json { "citations": [ { "instructor_name": "Yonatan Mintz", "review_date": "2024-05-16 04:36:35 +0000 UTC", "review_id": "97f8c198acfc995c2ecd4c56", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3014140", "source_review_id": "UmF0aW5nLTM5NDc1MjIx", "source_url": "https://www.ratemyprofessors.com/professor/3014140", "type": "review" }, { "instructor_name": "Yonatan Mintz", "review_date": "2024-05-16 04:38:57 +0000 UTC", "review_id": "5be126c29baaf89ab3b8bd3b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3014140", "source_review_id": "UmF0aW5nLTM5NDc1MjQx", "source_url": "https://www.ratemyprofessors.com/professor/3014140", "type": "review" }, { "instructor_name": "Yonatan Mintz", "review_date": "2025-04-10 16:35:37 +0000 UTC", "review_id": "f4aa3161ab127529856c29be", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3014140", "source_review_id": "UmF0aW5nLTQwOTEyMTMz", "source_url": "https://www.ratemyprofessors.com/professor/3014140", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews for Yonatan Mintz are polarized. One reviewer praised his engaging lectures and helpfulness, rating the course moderate. Conversely, others described him as rude, unapproachable, and unclear, citing a lack of grading guidelines and poor communication. ```json { "citations": [ { "instructor_name": "Yonatan Mintz", "review_date": "2024-05-13 15:16:57 +0000 UTC", "review_id": "82cecb9cde7d717ceb75ff58", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3014140", "source_review_id": "UmF0aW5nLTM5NDQ5NDI4", "source_url": "https://www.ratemyprofessors.com/professor/3014140", "type": "review" }, { "instructor_name": "Yonatan Mintz", "review_date": "2024-05-16 04:36:35 +0000 UTC", "review_id": "97f8c198acfc995c2ecd4c56", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3014140", "source_review_id": "UmF0aW5nLTM5NDc1MjIx", "source_url": "https://www.ratemyprofessors.com/professor/3014140", "type": "review" }, { "instructor_name": "Yonatan Mintz", "review_date": "2024-05-16 04:38:57 +0000 UTC", "review_id": "5be126c29baaf89ab3b8bd3b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3014140", "source_review_id": "UmF0aW5nLTM5NDc1MjQx", "source_url": "https://www.ratemyprofessors.com/professor/3014140", "type": "review" }, { "instructor_name": "Yonatan Mintz", "review_date": "2025-04-10 16:35:37 +0000 UTC", "review_id": "f4aa3161ab127529856c29be", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3014140", "source_review_id": "UmF0aW5nLTQwOTEyMTMz", "source_url": "https://www.ratemyprofessors.com/professor/3014140", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take One historical review praises Yonatan Mintz for his engaging lectures and helpfulness, while other reviews describe him as rude, unapproachable, and unclear. ```json { "citations": [ { "instructor_name": "Yonatan Mintz", "review_date": "2024-05-13 15:16:57 +0000 UTC", "review_id": "82cecb9cde7d717ceb75ff58", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3014140", "source_review_id": "UmF0aW5nLTM5NDQ5NDI4", "source_url": "https://www.ratemyprofessors.com/professor/3014140", "type": "review" } ] } ``` Recent recorded grades — Fall 2024: 3.90 GPA, 100.0% A/AB (n=36 letter grades); Spring 2025: 3.47 GPA, 73.3% A/AB (n=45 letter grades); Fall 2025: 3.82 GPA, 100.0% A/AB (n=47 letter grades). ```json { "citations": [ { "course_id": "ISYE 604", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "7a894c3b-478a-3bc9-a22a-343d4eff275b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ISYE 604", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "7a894c3b-478a-3bc9-a22a-343d4eff275b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ISYE 604", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "7a894c3b-478a-3bc9-a22a-343d4eff275b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience Historical reviews of Yonatan Mintz: Experiences varied significantly; one student found Mintz supportive and interested in teaching, while another reported being dismissed and penalized for asking for grading clarity. ```json { "citations": [ { "instructor_name": "Yonatan Mintz", "review_date": "2024-05-13 15:16:57 +0000 UTC", "review_id": "82cecb9cde7d717ceb75ff58", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3014140", "source_review_id": "UmF0aW5nLTM5NDQ5NDI4", "source_url": "https://www.ratemyprofessors.com/professor/3014140", "type": "review" }, { "instructor_name": "Yonatan Mintz", "review_date": "2024-05-16 04:36:35 +0000 UTC", "review_id": "97f8c198acfc995c2ecd4c56", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3014140", "source_review_id": "UmF0aW5nLTM5NDc1MjIx", "source_url": "https://www.ratemyprofessors.com/professor/3014140", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history YONATAN MINTZ is recorded teaching in Spring 2022, Spring 2023, Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 604", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "7a894c3b-478a-3bc9-a22a-343d4eff275b", "source_record": { "entity_id": "7a894c3b-478a-3bc9-a22a-343d4eff275b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ISYE 604", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "7a894c3b-478a-3bc9-a22a-343d4eff275b", "source_record": { "entity_id": "7a894c3b-478a-3bc9-a22a-343d4eff275b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "ISYE 604", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "7a894c3b-478a-3bc9-a22a-343d4eff275b", "source_record": { "entity_id": "7a894c3b-478a-3bc9-a22a-343d4eff275b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ISYE 604", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "7a894c3b-478a-3bc9-a22a-343d4eff275b", "source_record": { "entity_id": "7a894c3b-478a-3bc9-a22a-343d4eff275b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "None", "course": null, "evidence": "None", "id": "source_requirements", "kind": "condition" } ] ``` #### notes * Display fallback using original requirements text; not an LLM-parsed rule. #### root source\_requirements #### status needs\_review ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ------------- | ----------------------- | -------------------------------- | -------------------------------- | --------------------------- | | instructor\_6f26cace428ec0a26bbed4ad | enrollment | dveerama | netid | source\_identified | Raj Veeramani | RAJ.VEERAMANI\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/RAJ\_VEERAMANI | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:490:025805", "course_id": "ISYE 604", "course_uid": "course_e24cd871fe8fd61582f61241", "term_id": "1272", "source_course_id": "025805", "source_subject_id": "490", "title": "Special Topics in Manufacturing and Supply Chain Management", "credits_min": 1, "credits_max": 3, "typically_offered": "Not Applicable" }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:490:025805.7", "course_id": "ISYE 604", "course_uid": "course_e24cd871fe8fd61582f61241", "term_id": "1272", "source_course_id": "025805.7", "source_subject_id": "490", "title": "Dgtl Transfrmtn of Enterprises", "credits_min": 1, "credits_max": 3, "typically_offered": "Not Applicable" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:30121", "term_id": "1272", "source_section_id": "30121", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 42, "enrolled": 38, "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_58f6cf40228e1a94cbc24937", "source": "madgrades", "source_instructor_id": "2600096", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LEYUAN SHI", "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": 3, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:587712", "source_url": "https://www.ratemyprofessors.com/professor/587712", "match_basis": "exact_name", "observed_at": "2026-09-07 16:23:28.899634+00:00", "courses": { "course_09c039c86b53e8a4f43692e5": { "review_count": 2, "quality": 3, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.5997143486787233, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.452, "graded": 879, "counts": [ 374, 234, 153, 71, 37, 9, 1 ], "sections": 98 }, "instructor_url": "/instructors/LEYUAN_SHI--instructor_58f6cf40228e1a94cbc24937" }, { "instructor_uid": "instructor_6ab356833240257401f32610", "source": "madgrades", "source_instructor_id": "5620720", "identity_basis": "source_id", "identity_status": "source_identified", "name": "XIN WANG", "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": 4, "quality": 3.75, "difficulty": 2.75, "quality_count": 4, "difficulty_count": 4, "profile_id": "rmp:2162645", "source_url": "https://www.ratemyprofessors.com/professor/2162645", "match_basis": "exact_name", "observed_at": "2026-09-07 16:39:00.084523+00:00", "courses": { "course_a486f495d47a28ece9f8e181": { "review_count": 1, "quality": 2, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 }, "course_10d2c585c41b0b82531af186": { "review_count": 2, "quality": 4, "difficulty": 3, 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"quality": 2, "difficulty": 4.5, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 3.3830714862888294, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.47, "graded": 218, "counts": [ 107, 41, 36, 24, 8, 1, 1 ], "sections": 28 }, "instructor_url": "/instructors/YONATAN_MINTZ--instructor_8b7e50754dbef8c1a03687c9" }, { "instructor_uid": "instructor_8b7948dd5b99c56839712792", "source": "madgrades", "source_instructor_id": "6489433", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HANTANG QIN", "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": 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_074434b2ab7e90e30f2224f9", "source": "madgrades", "source_instructor_id": "6166290", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CHAORAN WANG", "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": 3.602, "graded": 54, "counts": [ 24, 17, 13, 0, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/CHAORAN_WANG" }, { "instructor_uid": "instructor_ba3575dc438a64b85f39736a", "source": "madgrades", "source_instructor_id": "6216063", "identity_basis": "source_id", "identity_status": "source_identified", "name": "QINYANG HE", "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": 3.565, "graded": 31, "counts": [ 14, 9, 7, 0, 1, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/QINYANG_HE--instructor_ba3575dc438a64b85f39736a" }, { "instructor_uid": "instructor_e6734e4fc897e51310f0240f", "source": "madgrades", "source_instructor_id": "2600861", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DHARMARAJ VEERAMANI", "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": 3.897, "graded": 819, "counts": [ 669, 132, 18, 0, 0, 0, 0 ], "sections": 87 }, "instructor_url": "/instructors/DHARMARAJ_VEERAMANI--instructor_e6734e4fc897e51310f0240f" }, { "instructor_uid": "instructor_52b830a9ef3019e17d1081fb", "source": "madgrades", "source_instructor_id": "6686927", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ANDI WANG", "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": 3.693, "graded": 319, "counts": [ 178, 93, 41, 7, 0, 0, 0 ], "sections": 10 }, "instructor_url": "/instructors/ANDI_WANG--instructor_52b830a9ef3019e17d1081fb" }, { "instructor_uid": "instructor_6f26cace428ec0a26bbed4ad", "source": "enrollment", "source_instructor_id": "dveerama", "identity_basis": "netid", "identity_status": "source_identified", "name": "Raj Veeramani", "email": "RAJ.VEERAMANI@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/RAJ_VEERAMANI" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 604", "course_uid": "course_e24cd871fe8fd61582f61241", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Fuxin Wang", "LEYUAN SHI", "Yonatan Mintz" ], "a": 37, "ab": 25, "b": 7, "bc": 7, "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": 77, "source_aliases": [ "ISYE 604" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 604", "course_uid": "course_e24cd871fe8fd61582f61241", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Hantang Qin" ], "a": 6, "ab": 0, "b": 1, "bc": 0, "c": 0, "d": 1, "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 604" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 604", "course_uid": "course_e24cd871fe8fd61582f61241", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "CHAORAN WANG", "Fuxin Wang", "LEYUAN SHI", "QINYANG HE", "Yonatan Mintz" ], "a": 53, "ab": 25, "b": 17, "bc": 0, "c": 1, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 97, "source_aliases": [ "ISYE 604" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 604", "course_uid": "course_e24cd871fe8fd61582f61241", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Hantang Qin", "Yonatan Mintz" ], "a": 7, "ab": 10, "b": 12, "bc": 10, "c": 5, "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": 45, "source_aliases": [ "ISYE 604" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 604", "course_uid": "course_e24cd871fe8fd61582f61241", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "DHARMARAJ VEERAMANI" ], "a": 29, "ab": 7, "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": 36, "source_aliases": [ "ISYE 604" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 604", "course_uid": "course_e24cd871fe8fd61582f61241", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Andi Wang", "Yonatan Mintz" ], "a": 19, "ab": 14, "b": 5, "bc": 6, "c": 0, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 45, "source_aliases": [ "ISYE 604" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 604", "course_uid": "course_e24cd871fe8fd61582f61241", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "DHARMARAJ VEERAMANI" ], "a": 30, "ab": 17, "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": 47, "source_aliases": [ "ISYE 604" ] } ] ``` ### statistics #### gpa 3.57 #### graded 355 #### counts * 181 * 98 * 42 * 23 * 7 * 3 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_e24cd871fe8fd61582f61241-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_e24cd871fe8fd61582f61241-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_e24cd871fe8fd61582f61241-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_e24cd871fe8fd61582f61241-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_e24cd871fe8fd61582f61241-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_e24cd871fe8fd61582f61241-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_e24cd871fe8fd61582f61241-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_e24cd871fe8fd61582f61241-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_e24cd871fe8fd61582f61241-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_e24cd871fe8fd61582f61241-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.5704225352112675 #### count 355 #### university ##### size 3910 ##### gpa Percentile 28 ##### count Percentile 81 ##### median Count 109 ##### 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 | 15 | false | | 2.8–3.2 | 223 | false | | 3.2–3.6 | 994 | true | | 3.6–4.0 | 2678 | false | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 47, "gpaPercentile": 24, "countPercentile": 76, "medianCount": 146, "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": 13, "current": true }, { "range": "3.6–4.0", "count": 31, "current": false } ] } } ] ``` ### terms #### 1224 ##### term 1224 ##### gpa 3.5844155844155843 ##### count 77 ##### university ###### size 1171 ###### gpa Percentile 46 ###### count Percentile 58 ###### median Count 64 ###### 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 | 3 | false | | 2.4–2.8 | 21 | false | | 2.8–3.2 | 173 | false | | 3.2–3.6 | 358 | true | | 3.6–4.0 | 616 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 25, "gpaPercentile": 42, "countPercentile": 83, "medianCount": 48, "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": 1, "current": false }, { "range": "3.2–3.6", "count": 10, "current": true }, { "range": "3.6–4.0", "count": 14, "current": false } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.5 ##### count 8 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1234 ##### term 1234 ##### gpa 3.6443298969072164 ##### count 97 ##### university ###### size 1188 ###### gpa Percentile 50 ###### count Percentile 68 ###### median Count 65 ###### 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 | 3 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 144 | false | | 3.2–3.6 | 374 | false | | 3.6–4.0 | 650 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 24, "gpaPercentile": 43, "countPercentile": 87, "medianCount": 53, "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": 1, "current": false }, { "range": "3.2–3.6", "count": 7, "current": false }, { "range": "3.6–4.0", "count": 16, "current": true } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 2.977777777777778 ##### count 45 ##### university ###### size 1241 ###### gpa Percentile 4 ###### count Percentile 29 ###### median Count 65 ###### 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 | 9 | false | | 2.8–3.2 | 151 | true | | 3.2–3.6 | 373 | false | | 3.6–4.0 | 706 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 21, "gpaPercentile": 0, "countPercentile": 15, "medianCount": 55, "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": true }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 12, "current": false } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.9027777777777777 ##### count 36 ##### university ###### size 1333 ###### gpa Percentile 81 ###### count Percentile 13 ###### median Count 69 ###### 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 | 14 | false | | 2.8–3.2 | 115 | false | | 3.2–3.6 | 431 | false | | 3.6–4.0 | 773 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 24, "gpaPercentile": 74, "countPercentile": 4, "medianCount": 55, "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": 7, "current": false }, { "range": "3.6–4.0", "count": 13, "current": true } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.466666666666667 ##### count 45 ##### university ###### size 1289 ###### gpa Percentile 29 ###### count Percentile 28 ###### 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 | 0 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 128 | false | | 3.2–3.6 | 379 | true | | 3.6–4.0 | 765 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 22, "gpaPercentile": 33, "countPercentile": 19, "medianCount": 58, "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": 6, "current": true }, { "range": "3.6–4.0", "count": 14, "current": false } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.8191489361702127 ##### count 47 ##### university ###### size 1320 ###### gpa Percentile 66 ###### count Percentile 29 ###### median Count 70 ###### 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 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | false | | 3.6–4.0 | 797 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 25, "gpaPercentile": 58, "countPercentile": 33, "medianCount": 52, "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": 5, "current": false }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 15, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 3910 ###### gpa 3.689769548197937 ###### top Share 83.74499278513218 ###### count 109 ##### ISYE ###### size 47 ###### gpa 3.683553101400037 ###### top Share 83.11791628406334 ###### count 146 #### terms ##### 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 ##### 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 ##### 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 ##### 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 ## instructor Trends ```json [ { "uid": "instructor_8b7e50754dbef8c1a03687c9", "name": "YONATAN MINTZ", "count": 122, "terms": [ { "term": "1224", "count": 22, "sections": 1, "gpa": 3.272727272727273 }, { "term": "1234", "count": 31, "sections": 1, "gpa": 3.564516129032258 }, { "term": "1244", "count": 45, "sections": 1, "gpa": 2.977777777777778 }, { "term": "1254", "count": 24, "sections": 1, "gpa": 3.1666666666666665 } ] }, { "uid": "instructor_e6734e4fc897e51310f0240f", "name": "DHARMARAJ VEERAMANI", "count": 83, "terms": [ { "term": "1252", "count": 36, "sections": 1, "gpa": 3.9027777777777777 }, { "term": "1262", "count": 47, "sections": 1, "gpa": 3.8191489361702127 } ] }, { "uid": "instructor_58f6cf40228e1a94cbc24937", "name": "LEYUAN SHI", "count": 67, "terms": [ { "term": "1224", "count": 26, "sections": 1, "gpa": 3.7884615384615383 }, { "term": "1234", "count": 41, "sections": 1, "gpa": 3.6341463414634148 } ] }, { "uid": "instructor_6ab356833240257401f32610", "name": "XIN WANG", "count": 54, "terms": [ { "term": "1224", "count": 29, "sections": 1, "gpa": 3.6379310344827585 }, { "term": "1234", "count": 25, "sections": 1, "gpa": 3.76 } ] }, { "uid": "instructor_074434b2ab7e90e30f2224f9", "name": "CHAORAN WANG", "count": 41, "terms": [ { "term": "1234", "count": 41, "sections": 1, "gpa": 3.6341463414634148 } ] }, { "uid": "instructor_ba3575dc438a64b85f39736a", "name": "QINYANG HE", "count": 31, "terms": [ { "term": "1234", "count": 31, "sections": 1, "gpa": 3.564516129032258 } ] }, { "uid": "instructor_52b830a9ef3019e17d1081fb", "name": "ANDI WANG", "count": 21, "terms": [ { "term": "1254", "count": 21, "sections": 1, "gpa": 3.8095238095238093 } ] }, { "uid": "instructor_8b7948dd5b99c56839712792", "name": "HANTANG QIN", "count": 8, "terms": [ { "term": "1232", "count": 8, "sections": 1, "gpa": 3.5 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### gpa 3.677620205342191 ### grades | grade | percentage | | ----- | ------------------- | | A | 58.28907025426469 | | AB | 29.026743417001793 | | B | 6.135854752267144 | | BC | 4.695447327847952 | | C | 1.2265663225960062 | | D | 0.41282233604068297 | | F | 0.21349558998171947 | ### source Terms * 1262 * 1254 * 1252 * 1244 * 1234 * 1224 ### source Count 347 ### same Season false ### historical Range * 2.977777777777778 * 3.9027777777777777