# COMPSCI/ISYE/MATH 425: Introduction to Combinatorial Optimization | UW–Madison [View on UW Courses](https://uwcourses.com/courses/COMPSCI_ISYE_MATH_425) ## 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 99b04026aa699e78242128f5a17313962264e71cf451c6a41384c6d61990ea94 ### course id COMPSCI/ISYE/MATH 425 ### course uid course\_5aa742b184448a57a07564c5 ### catalog version id 77a6b3c5d5a40944c29c9b573fa634e4e881d40580df21fb224b3d459cff57fe ### course number 425 ### subjects * COMPSCI * ISYE * MATH ### title INTRODUCTION TO COMBINATORIAL OPTIMIZATION ### description Focuses on optimization problems over discrete structures, such as shortest paths, spanning trees, flows, matchings, and the traveling salesman problem. We will investigate structural properties of these problems, and we will study both exact methods for their solution, and approximation algorithms. ### requirements text (MATH 320,340,341, or375) or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program ### credits min 3 ### credits max 3 ### credit offering ids * 1272:266:004253 * 1272:490:004253 * 1272:600:004253 ### llm job id enrich-b6d8f78c1be0d523cf09d00d ### llm output id 6b2a92c21a6e98a75630dd8b99d2cb1a5f028a5400470094486c4f186cf8712f ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Introduction to combinatorial optimization covering exact and approximation algorithms for discrete structures. ### llm topics * Shortest paths, spanning trees, flows, matchings, and the traveling salesman problem. * Structural properties of optimization problems. ### llm skills * Solving discrete optimization problems like shortest paths, flows, and matchings. * Analyzing structural properties and applying exact and approximation algorithms. ### llm assumed background * Linear algebra and multivariable calculus fundamentals, including vector spaces, eigenvalues, and matrix operations. ### llm search phrases * combinatorial optimization algorithms * discrete structures optimization * approximation algorithms graph theory * shortest path spanning tree flow * traveling salesman problem approximation ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 5f0c6c9bce68d6b47b003b460e278d56cf6d1778192a0ce36276ebdb3a8a6f5e #### course id COMPSCI/ISYE/MATH 425 #### current instructors ```json [ { "instructor_uid": "instructor_790616eb1b3311e29964b78a", "message": null, "name": "Carla Michini", "review_status": "supported", "rmp_instructor_id": "rmp:2371667", "summary": [ { "citations": [ { "instructor_name": "Carla Michini", "review_date": "2024-01-17 21:51:49 +0000 UTC", "review_id": "628c298e85dc7bb52f9fb019", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2371667", "source_review_id": "UmF0aW5nLTM4ODk0Njg4", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "type": "review" }, { "instructor_name": "Carla Michini", "review_date": "2024-12-24 17:07:55 +0000 UTC", "review_id": "f698d933e02f2d0b8272d03a", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2371667", "source_review_id": "UmF0aW5nLTQwNDMxMDc2", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "type": "review" }, { "instructor_name": "Carla Michini", "review_date": "2024-12-28 17:10:21 +0000 UTC", "review_id": "515f3f6cd3b642cfb7f700df", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2371667", "source_review_id": "UmF0aW5nLTQwNDUxMDIy", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "type": "review" } ], "text": "Carla Michini is praised for her clear explanations of difficult theoretical concepts and genuine care for students. Reviewers describe her as a solid lecturer who inspires enjoyment of the course material." }, { "citations": [ { "instructor_name": "Carla Michini", "review_date": "2020-12-07 18:22:31 +0000 UTC", "review_id": "ab03fd7f30ca76a0259657ff", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2371667", "source_review_id": "UmF0aW5nLTMzOTc0NzMx", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "type": "review" }, { "instructor_name": "Carla Michini", "review_date": "2025-12-25 01:55:31 +0000 UTC", "review_id": "82b9512174f10d4e5505018c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2371667", "source_review_id": "UmF0aW5nLTQyMzk1MDg3", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "type": "review" } ], "text": "Some students find her lectures difficult to watch and consider the course extremely challenging. One reviewer notes that the in-depth proofs and high grading standards make the class hard for non-elite math majors." }, { "citations": [ { "course_id": "COMPSCI/ISYE/MATH 425", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "source_record": { "entity_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 425", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "source_record": { "entity_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 425", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "source_record": { "entity_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 3.01 GPA, 45.6% A/AB (n=68 letter grades); Fall 2024: 3.00 GPA, 40.6% A/AB (n=64 letter grades); Fall 2025: 2.90 GPA, 36.5% A/AB (n=63 letter grades)." } ] } ] ``` #### difficulty workload Reviewers describe the workload as heavy, with time-consuming homework and brutal exams. The course requires deep knowledge of in-depth proofs, making it challenging for non-elite math majors. ```json { "citations": [ { "instructor_name": "Carla Michini", "review_date": "2025-12-25 01:55:31 +0000 UTC", "review_id": "82b9512174f10d4e5505018c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2371667", "source_review_id": "UmF0aW5nLTQyMzk1MDg3", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "type": "review" } ] } ``` #### errors None recorded. #### historical context None recorded. #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Carla Michini is praised for clear explanations and student support, though one reviewer found her lectures hard to watch. Experiences range from easy to extremely difficult depending on the student's background. ```json { "citations": [ { "instructor_name": "Carla Michini", "review_date": "2020-12-07 18:22:31 +0000 UTC", "review_id": "ab03fd7f30ca76a0259657ff", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2371667", "source_review_id": "UmF0aW5nLTMzOTc0NzMx", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "type": "review" }, { "instructor_name": "Carla Michini", "review_date": "2024-01-17 21:51:49 +0000 UTC", "review_id": "628c298e85dc7bb52f9fb019", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2371667", "source_review_id": "UmF0aW5nLTM4ODk0Njg4", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "type": "review" }, { "instructor_name": "Carla Michini", "review_date": "2024-12-24 17:07:55 +0000 UTC", "review_id": "f698d933e02f2d0b8272d03a", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2371667", "source_review_id": "UmF0aW5nLTQwNDMxMDc2", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "type": "review" }, { "instructor_name": "Carla Michini", "review_date": "2024-12-28 17:10:21 +0000 UTC", "review_id": "515f3f6cd3b642cfb7f700df", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2371667", "source_review_id": "UmF0aW5nLTQwNDUxMDIy", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "type": "review" }, { "instructor_name": "Carla Michini", "review_date": "2025-12-25 01:55:31 +0000 UTC", "review_id": "82b9512174f10d4e5505018c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2371667", "source_review_id": "UmF0aW5nLTQyMzk1MDg3", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "type": "review" } ] } ``` Recent recorded grades — Fall 2023: 3.01 GPA, 45.6% A/AB (n=68 letter grades); Fall 2024: 3.00 GPA, 40.6% A/AB (n=64 letter grades); Fall 2025: 2.90 GPA, 36.5% A/AB (n=63 letter grades). ```json { "citations": [ { "course_id": "COMPSCI/ISYE/MATH 425", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 425", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 425", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience Studying proofs continuously and getting a homework partner can make exams fair and manageable. However, the high grading thresholds and brutal exams are frustrating for some students. ```json { "citations": [ { "instructor_name": "Carla Michini", "review_date": "2024-01-17 21:51:49 +0000 UTC", "review_id": "628c298e85dc7bb52f9fb019", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2371667", "source_review_id": "UmF0aW5nLTM4ODk0Njg4", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "type": "review" }, { "instructor_name": "Carla Michini", "review_date": "2025-12-25 01:55:31 +0000 UTC", "review_id": "82b9512174f10d4e5505018c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2371667", "source_review_id": "UmF0aW5nLTQyMzk1MDg3", "source_url": "https://www.ratemyprofessors.com/professor/2371667", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history CARLA MICHINI is recorded teaching in Fall 2018, Fall 2020, Fall 2021, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI/ISYE/MATH 425", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "source_record": { "entity_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1192", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 425", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "source_record": { "entity_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 425", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "source_record": { "entity_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 425", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "source_record": { "entity_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 425", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "source_record": { "entity_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "COMPSCI/ISYE/MATH 425", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "source_record": { "entity_id": "71246124-5a8d-3ea5-bf13-69b9ca633e7c", "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": [ "n1", "n2", "n3", "n4", "n5", "n6" ], "condition": null, "course": null, "evidence": "(MATH 320,340,341, or375) or graduate/professional standing or member of the Pre-Masters Mathematics (Visiting International) Program", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 320, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "MATH 320", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 340, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "340", "id": "n2", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 341, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "341", "id": "n3", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 375, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "375", "id": "n4", "kind": "course" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n5", "kind": "condition" }, { "children": [], "condition": "member of the Pre-Masters Mathematics (Visiting International) Program", "course": null, "evidence": "member of the Pre-Masters Mathematics (Visiting International) Program", "id": "n6", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_790616eb1b3311e29964b78a", "source": "enrollment", "source_instructor_id": "michini", "identity_basis": "netid", "identity_status": "source_identified", "name": "Carla Michini", "email": "CARLA.MICHINI@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", "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 }, "instructor_url": "/instructors/CARLA_MICHINI" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:266:004253", "course_id": "COMPSCI/ISYE/MATH 425", "course_uid": "course_5aa742b184448a57a07564c5", "term_id": "1272", "source_course_id": "004253", "source_subject_id": "266", "title": "Introduction to Combinatorial Optimization", "credits_min": 3, "credits_max": 3, "typically_offered": "Spring" }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:490:004253", "course_id": "COMPSCI/ISYE/MATH 425", "course_uid": "course_5aa742b184448a57a07564c5", "term_id": "1272", "source_course_id": "004253", "source_subject_id": "490", "title": "Introduction to Combinatorial Optimization", "credits_min": 3, "credits_max": 3, "typically_offered": "Spring" }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:600:004253", "course_id": "COMPSCI/ISYE/MATH 425", "course_uid": "course_5aa742b184448a57a07564c5", "term_id": "1272", "source_course_id": "004253", "source_subject_id": "600", "title": "Introduction to Combinatorial Optimization", "credits_min": 3, "credits_max": 3, "typically_offered": "Spring" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:27660", "term_id": "1272", "source_section_id": "27660", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 100, "enrolled": 33, "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:1272:27651", "term_id": "1272", "source_section_id": "27651", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 100, "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:1272:27661", "term_id": "1272", "source_section_id": "27661", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 100, "enrolled": 39, "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_06abb4665265fb7f4a212230", "source": "madgrades", "source_instructor_id": "3439293", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ANDREW J MILLER", "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": 3.521, "graded": 47, "counts": [ 22, 15, 6, 2, 1, 0, 1 ], "sections": 9 }, "instructor_url": "/instructors/ANDREW_J_MILLER" }, { "instructor_uid": "instructor_62b99a8551a81e4cabeb217a", "source": "madgrades", "source_instructor_id": "5451706", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ALBERTO DEL PIA", "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": 8, "quality": 4, "difficulty": 3.62, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:2490725", "source_url": "https://www.ratemyprofessors.com/professor/2490725", "match_basis": "exact_name", "observed_at": "2026-09-07 16:57:12.505411+00:00", "courses": { "course_a04e8d794b24e3b81b984774": { "review_count": 6, "quality": 3.67, "difficulty": 3.67, "quality_count": 6, "difficulty_count": 6 }, "course_a7f061aae87dfef4b924b9a9": { "review_count": 2, "quality": 5, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.756918416818997, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.073, "graded": 770, "counts": [ 250, 140, 155, 70, 97, 42, 16 ], "sections": 48 }, "instructor_url": "/instructors/ALBERTO_DEL_PIA--instructor_62b99a8551a81e4cabeb217a" }, { "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_790616eb1b3311e29964b78a", "source": "enrollment", "source_instructor_id": "michini", "identity_basis": "netid", "identity_status": "source_identified", "name": "Carla Michini", "email": "CARLA.MICHINI@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", "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 }, "instructor_url": "/instructors/CARLA_MICHINI" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 425", "course_uid": "course_5aa742b184448a57a07564c5", "term_id": "1074", "term_name": "Spring 2007", "instructors": [ "ANDREW J MILLER" ], "a": 11, "ab": 5, "b": 4, "bc": 1, "c": 1, "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": 23, "source_aliases": [ "COMPSCI/ISYE/MATH 425" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 425", "course_uid": "course_5aa742b184448a57a07564c5", "term_id": "1084", "term_name": "Spring 2008", "instructors": [ "ANDREW J MILLER" ], "a": 6, "ab": 9, "b": 2, "bc": 1, "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": 18, "source_aliases": [ "COMPSCI/ISYE/MATH 425" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 425", "course_uid": "course_5aa742b184448a57a07564c5", "term_id": "1162", "term_name": "Fall 2015", "instructors": [ "Alberto Del Pia" ], "a": 2, "ab": 3, "b": 5, "bc": 3, "c": 3, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 18, "source_aliases": [ "COMPSCI/ISYE/MATH 425" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 425", "course_uid": "course_5aa742b184448a57a07564c5", "term_id": "1172", "term_name": "Fall 2016", "instructors": [ "Alberto Del Pia" ], "a": 9, "ab": 7, "b": 3, "bc": 3, "c": 4, "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": 27, "source_aliases": [ "COMPSCI/ISYE/MATH 425" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 425", "course_uid": "course_5aa742b184448a57a07564c5", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "Carla Michini" ], "a": 9, "ab": 6, "b": 10, "bc": 5, "c": 3, "d": 1, "f": 2, "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": [ "COMPSCI/ISYE/MATH 425" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 425", "course_uid": "course_5aa742b184448a57a07564c5", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Carla Michini" ], "a": 16, "ab": 7, "b": 10, "bc": 5, "c": 8, "d": 1, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 48, "source_aliases": [ "COMPSCI/ISYE/MATH 425" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 425", "course_uid": "course_5aa742b184448a57a07564c5", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Carla Michini" ], "a": 22, "ab": 6, "b": 15, "bc": 5, "c": 6, "d": 2, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 56, "source_aliases": [ "COMPSCI/ISYE/MATH 425" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 425", "course_uid": "course_5aa742b184448a57a07564c5", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Carla Michini" ], "a": 16, "ab": 15, "b": 14, "bc": 7, "c": 13, "d": 3, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 69, "source_aliases": [ "COMPSCI/ISYE/MATH 425" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 425", "course_uid": "course_5aa742b184448a57a07564c5", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Carla Michini" ], "a": 23, "ab": 3, "b": 16, "bc": 5, "c": 13, "d": 3, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 64, "source_aliases": [ "COMPSCI/ISYE/MATH 425" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE/MATH 425", "course_uid": "course_5aa742b184448a57a07564c5", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Carla Michini" ], "a": 16, "ab": 7, "b": 15, "bc": 8, "c": 13, "d": 3, "f": 1, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 64, "source_aliases": [ "COMPSCI/ISYE/MATH 425" ] } ] ``` ### statistics #### gpa 3.068 #### graded 421 #### counts * 130 * 68 * 94 * 43 * 64 * 16 * 6 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_5aa742b184448a57a07564c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_5aa742b184448a57a07564c5-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_5aa742b184448a57a07564c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_5aa742b184448a57a07564c5-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_5aa742b184448a57a07564c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_5aa742b184448a57a07564c5-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_5aa742b184448a57a07564c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_5aa742b184448a57a07564c5-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_5aa742b184448a57a07564c5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_5aa742b184448a57a07564c5-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.0676959619952493 #### count 421 #### university ##### size 3834 ##### gpa Percentile 4 ##### count Percentile 81 ##### median Count 128 ##### 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 | 11 | false | | 2.8–3.2 | 313 | true | | 3.2–3.6 | 1102 | false | | 3.6–4.0 | 2407 | false | #### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 93, "gpaPercentile": 5, "countPercentile": 60, "medianCount": 268, "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": 16, "current": true }, { "range": "3.2–3.6", "count": 27, "current": false }, { "range": "3.6–4.0", "count": 50, "current": false } ] } }, { "subject": "ISYE", "comparison": { "size": 50, "gpaPercentile": 2, "countPercentile": 80, "medianCount": 167, "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": 11, "current": false }, { "range": "3.6–4.0", "count": 35, "current": false } ] } }, { "subject": "MATH", "comparison": { "size": 94, "gpaPercentile": 18, "countPercentile": 71, "medianCount": 144.5, "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": 3, "current": false }, { "range": "2.8–3.2", "count": 23, "current": true }, { "range": "3.2–3.6", "count": 24, "current": false }, { "range": "3.6–4.0", "count": 44, "current": false } ] } } ] ``` ### terms #### 1074 ##### term 1074 ##### gpa 3.391304347826087 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | | MATH | | #### 1084 ##### term 1084 ##### gpa 3.5555555555555554 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | | MATH | | #### 1162 ##### term 1162 ##### gpa 2.7222222222222223 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | | MATH | | #### 1172 ##### term 1172 ##### gpa 3.185185185185185 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | | MATH | | #### 1192 ##### term 1192 ##### gpa 2.9583333333333335 ##### count 36 ##### university ###### size 1077 ###### gpa Percentile 7 ###### count Percentile 11 ###### 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 | 22 | false | | 2.8–3.2 | 203 | true | | 3.2–3.6 | 370 | false | | 3.6–4.0 | 481 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 38, "gpaPercentile": 8, "countPercentile": 0, "medianCount": 95.5, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 15, "current": true }, { "range": "3.2–3.6", "count": 10, "current": false }, { "range": "3.6–4.0", "count": 12, "current": false } ] } }, { "subject": "ISYE", "comparison": { "size": 21, "gpaPercentile": 5, "countPercentile": 5, "medianCount": 66, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 2, "current": true }, { "range": "3.2–3.6", "count": 4, "current": false }, { "range": "3.6–4.0", "count": 14, "current": false } ] } }, { "subject": "MATH", "comparison": { "size": 39, "gpaPercentile": 32, "countPercentile": 3, "medianCount": 99, "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": 4, "current": false }, { "range": "2.8–3.2", "count": 24, "current": true }, { "range": "3.2–3.6", "count": 8, "current": false }, { "range": "3.6–4.0", "count": 3, "current": false } ] } } ] ``` #### 1212 ##### term 1212 ##### gpa 3.0833333333333335 ##### count 48 ##### university ###### size 1111 ###### gpa Percentile 7 ###### count Percentile 32 ###### median Count 68 ###### 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 | 4 | false | | 2.8–3.2 | 159 | true | | 3.2–3.6 | 337 | false | | 3.6–4.0 | 611 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 42, "gpaPercentile": 15, "countPercentile": 10, "medianCount": 96, "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": 12, "current": true }, { "range": "3.2–3.6", "count": 16, "current": false }, { "range": "3.6–4.0", "count": 14, "current": false } ] } }, { "subject": "ISYE", "comparison": { "size": 20, "gpaPercentile": 5, "countPercentile": 16, "medianCount": 63, "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": true }, { "range": "3.2–3.6", "count": 4, "current": false }, { "range": "3.6–4.0", "count": 14, "current": false } ] } }, { "subject": "MATH", "comparison": { "size": 41, "gpaPercentile": 33, "countPercentile": 28, "medianCount": 87, "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": 2, "current": false }, { "range": "2.8–3.2", "count": 18, "current": true }, { "range": "3.2–3.6", "count": 12, "current": false }, { "range": "3.6–4.0", "count": 9, "current": false } ] } } ] ``` #### 1222 ##### term 1222 ##### gpa 3.2232142857142856 ##### count 56 ##### university ###### size 1157 ###### gpa Percentile 19 ###### count Percentile 43 ###### 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 | 1 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 351 | true | | 3.6–4.0 | 614 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 46, "gpaPercentile": 29, "countPercentile": 27, "medianCount": 94.5, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 8, "current": false }, { "range": "3.2–3.6", "count": 23, "current": true }, { "range": "3.6–4.0", "count": 14, "current": false } ] } }, { "subject": "ISYE", "comparison": { "size": 24, "gpaPercentile": 13, "countPercentile": 70, "medianCount": 48.5, "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": 2, "current": false }, { "range": "3.2–3.6", "count": 8, "current": true }, { "range": "3.6–4.0", "count": 14, "current": false } ] } }, { "subject": "MATH", "comparison": { "size": 39, "gpaPercentile": 55, "countPercentile": 34, "medianCount": 63, "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": 1, "current": false }, { "range": "2.4–2.8", "count": 5, "current": false }, { "range": "2.8–3.2", "count": 13, "current": false }, { "range": "3.2–3.6", "count": 12, "current": true }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.014705882352941 ##### count 68 ##### university ###### size 1295 ###### gpa Percentile 5 ###### count Percentile 50 ###### 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 | 2 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 162 | true | | 3.2–3.6 | 394 | false | | 3.6–4.0 | 726 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 52, "gpaPercentile": 6, "countPercentile": 35, "medianCount": 99, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 9, "current": true }, { "range": "3.2–3.6", "count": 20, "current": false }, { "range": "3.6–4.0", "count": 22, "current": false } ] } }, { "subject": "ISYE", "comparison": { "size": 23, "gpaPercentile": 5, "countPercentile": 77, "medianCount": 51, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 2, "current": true }, { "range": "3.2–3.6", "count": 7, "current": false }, { "range": "3.6–4.0", "count": 13, "current": false } ] } }, { "subject": "MATH", "comparison": { "size": 43, "gpaPercentile": 19, "countPercentile": 48, "medianCount": 80, "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": 1, "current": false }, { "range": "2.4–2.8", "count": 4, "current": false }, { "range": "2.8–3.2", "count": 17, "current": true }, { "range": "3.2–3.6", "count": 13, "current": false }, { "range": "3.6–4.0", "count": 8, "current": false } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3 ##### count 64 ##### university ###### size 1333 ###### gpa Percentile 3 ###### count Percentile 45 ###### 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 | true | | 3.2–3.6 | 431 | false | | 3.6–4.0 | 773 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 54, "gpaPercentile": 8, "countPercentile": 34, "medianCount": 101, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 8, "current": true }, { "range": "3.2–3.6", "count": 23, "current": false }, { "range": "3.6–4.0", "count": 22, "current": false } ] } }, { "subject": "ISYE", "comparison": { "size": 24, "gpaPercentile": 4, "countPercentile": 83, "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": 7, "current": false }, { "range": "3.6–4.0", "count": 13, "current": false } ] } }, { "subject": "MATH", "comparison": { "size": 43, "gpaPercentile": 21, "countPercentile": 45, "medianCount": 74, "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": 5, "current": false }, { "range": "2.8–3.2", "count": 20, "current": true }, { "range": "3.2–3.6", "count": 16, "current": false }, { "range": "3.6–4.0", "count": 2, "current": false } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 2.8968253968253967 ##### count 63 ##### university ###### size 1320 ###### gpa Percentile 1 ###### count Percentile 44 ###### 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 | true | | 3.2–3.6 | 381 | false | | 3.6–4.0 | 797 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 53, "gpaPercentile": 0, "countPercentile": 33, "medianCount": 82, "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": 10, "current": true }, { "range": "3.2–3.6", "count": 22, "current": false }, { "range": "3.6–4.0", "count": 21, "current": false } ] } }, { "subject": "ISYE", "comparison": { "size": 25, "gpaPercentile": 0, "countPercentile": 58, "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": true }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 15, "current": false } ] } }, { "subject": "MATH", "comparison": { "size": 43, "gpaPercentile": 10, "countPercentile": 36, "medianCount": 81, "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": 3, "current": false }, { "range": "2.8–3.2", "count": 18, "current": true }, { "range": "3.2–3.6", "count": 16, "current": false }, { "range": "3.6–4.0", "count": 6, "current": false } ] } } ] ``` ### benchmarks #### all ##### school ###### size 3834 ###### gpa 3.651976310268285 ###### top Share 81.37072101734189 ###### count 128 ##### COMPSCI ###### size 93 ###### gpa 3.5732557326097547 ###### top Share 77.77464378950263 ###### count 268 ##### ISYE ###### size 50 ###### gpa 3.6816617205637816 ###### top Share 83.94551212028027 ###### count 167 ##### MATH ###### size 94 ###### gpa 3.5112644091349035 ###### top Share 72.71986871501898 ###### count 144.5 #### terms ##### 1074 ###### school ###### size 695 ###### gpa 3.3616924722887376 ###### top Share 63.22509110105764 ###### count 69 ###### COMPSCI ###### size 13 ###### gpa 3.0855368848689455 ###### top Share 48.7445028912265 ###### count 55 ###### MATH ###### size 17 ###### gpa 2.821339129045922 ###### top Share 38.66654769268061 ###### count 133 ##### 1084 ###### school ###### size 720 ###### gpa 3.3670742938849725 ###### top Share 63.42064564712246 ###### count 70 ###### COMPSCI ###### size 14 ###### gpa 3.144553029581605 ###### top Share 50.3940565180559 ###### count 59 ###### ISYE ###### size 12 ###### gpa 3.539479209717092 ###### top Share 78.21357214803776 ###### count 39.5 ###### MATH ###### size 22 ###### gpa 2.977459424628873 ###### top Share 44.52710820759676 ###### count 88.5 ##### 1162 ###### school ###### size 954 ###### gpa 3.43726781345039 ###### top Share 68.05645304987395 ###### count 64.5 ###### COMPSCI ###### size 35 ###### gpa 3.3323013900568625 ###### top Share 63.38685451839816 ###### count 56 ###### ISYE ###### size 17 ###### gpa 3.5725128229421537 ###### top Share 76.66908174242778 ###### count 47 ###### MATH ###### size 36 ###### gpa 3.1059509777204544 ###### top Share 50.071044743474 ###### count 74.5 ##### 1172 ###### school ###### size 991 ###### gpa 3.465129042641772 ###### top Share 69.42600667567366 ###### count 67 ###### COMPSCI ###### size 31 ###### gpa 3.3325489227746874 ###### top Share 61.97665055034616 ###### count 74 ###### ISYE ###### size 20 ###### gpa 3.62282118668902 ###### top Share 80.8712827496802 ###### count 49 ###### MATH ###### size 36 ###### gpa 3.098601909983034 ###### top Share 48.67573746500224 ###### count 66 ##### 1192 ###### school ###### size 1077 ###### gpa 3.50327634323125 ###### top Share 72.44641925727845 ###### count 67 ###### COMPSCI ###### size 38 ###### gpa 3.3453717241366854 ###### top Share 64.2917310505246 ###### count 95.5 ###### ISYE ###### size 21 ###### gpa 3.606250714862031 ###### top Share 80.36295437587276 ###### count 66 ###### MATH ###### size 39 ###### gpa 3.1003216533236415 ###### top Share 50.01588968281552 ###### count 99 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### COMPSCI ###### size 42 ###### gpa 3.450396020252364 ###### top Share 69.90950224603134 ###### count 96 ###### ISYE ###### size 20 ###### gpa 3.6720523848313853 ###### top Share 82.3691054858035 ###### count 63 ###### MATH ###### size 41 ###### gpa 3.3211331103538813 ###### top Share 59.85093623917685 ###### count 87 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### COMPSCI ###### size 46 ###### gpa 3.4266761668874532 ###### top Share 68.93117403010548 ###### count 94.5 ###### ISYE ###### size 24 ###### gpa 3.5982967550887195 ###### top Share 79.26400318090532 ###### count 48.5 ###### MATH ###### size 39 ###### gpa 3.2083447119296955 ###### top Share 56.75007696473496 ###### count 63 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### COMPSCI ###### size 52 ###### gpa 3.5206188715369935 ###### top Share 74.2043106737207 ###### count 99 ###### ISYE ###### size 23 ###### gpa 3.58121958026649 ###### top Share 78.36753571915544 ###### count 51 ###### MATH ###### size 43 ###### gpa 3.2449031633350183 ###### top Share 58.03783489438137 ###### count 80 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### COMPSCI ###### size 54 ###### gpa 3.5244021201456657 ###### top Share 75.07938169795783 ###### count 101 ###### ISYE ###### size 24 ###### gpa 3.591512973394995 ###### top Share 76.60599070514075 ###### count 55 ###### MATH ###### size 43 ###### gpa 3.185692541204979 ###### top Share 54.14175342403773 ###### count 74 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### COMPSCI ###### size 53 ###### gpa 3.533845597774486 ###### top Share 75.31824598445624 ###### count 82 ###### ISYE ###### size 25 ###### gpa 3.6267703884700335 ###### top Share 79.39124378770292 ###### count 52 ###### MATH ###### size 43 ###### gpa 3.2481769276584003 ###### top Share 56.325967864851854 ###### count 81 ## instructor Trends ```json [ { "uid": "instructor_b9ee6f39e8faa00902e29001", "name": "CARLA MICHINI", "count": 335, "terms": [ { "term": "1192", "count": 36, "sections": 1, "gpa": 2.9583333333333335 }, { "term": "1212", "count": 48, "sections": 1, "gpa": 3.0833333333333335 }, { "term": "1222", "count": 56, "sections": 1, "gpa": 3.2232142857142856 }, { "term": "1242", "count": 68, "sections": 1, "gpa": 3.014705882352941 }, { "term": "1252", "count": 64, "sections": 1, "gpa": 3 }, { "term": "1262", "count": 63, "sections": 1, "gpa": 2.8968253968253967 } ] }, { "uid": "instructor_62b99a8551a81e4cabeb217a", "name": "ALBERTO DEL PIA", "count": 45, "terms": [ { "term": "1162", "count": 18, "sections": 1, "gpa": 2.7222222222222223 }, { "term": "1172", "count": 27, "sections": 1, "gpa": 3.185185185185185 } ] }, { "uid": "instructor_06abb4665265fb7f4a212230", "name": "ANDREW J MILLER", "count": 41, "terms": [ { "term": "1074", "count": 23, "sections": 1, "gpa": 3.391304347826087 }, { "term": "1084", "count": 18, "sections": 1, "gpa": 3.5555555555555554 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### gpa 3.0069521937049437 ### grades | grade | percentage | | ----- | ------------------ | | A | 30.25743043378146 | | AB | 11.674956793919012 | | B | 23.94995938754906 | | BC | 10.199212928170363 | | C | 18.49794344115243 | | D | 4.459351491274016 | | F | 0.9611455241536541 | ### source Terms * 1262 * 1252 * 1242 * 1222 ### source Count 251 ### same Season true ### historical Range * 2.896825396825396 * 3.2232142857142856