# ISYE 517: Decision Making in Health Care | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_517) ## 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 15c14dbff0c8d3716646d360bebd04e26e14960351fed1ef62b28195e1d7ce34 ### course id ISYE 517 ### course uid course\_79b5e9b5db80577aeb7f07f1 ### catalog version id bed42705e184aa843327100af493368610728e31d633b62b9e39e6abaff3f9c5 ### course number 517 ### subjects * ISYE ### title DECISION MAKING IN HEALTH CARE ### description Introduction to the use of decision sciences in health-care. Conceptual understanding of medical decision making and its tools including decision trees, sensitivity analysis, Markow (decision) processes, and Monte Carlo simulations with examples from the current medical literature. ### requirements text (STAT/​MATH  309,STAT 311, orSTAT/​MATH  431) and (I SY E 323orE C E/​COMP SCI/​I SY E  524), or graduate/professional standing, or member of Engineering Guest Students ### credits min 3 ### credits max 3 ### credit offering ids * 1272:490:023463 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 9fd9c077c9311a3ba1a312a8a02d2ceab6533ad005dab4586779c30ae20b72e3 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ISYE 517 introduces decision sciences in healthcare, teaching decision trees, sensitivity analysis, Markov processes, and Monte Carlo simulations. ### llm topics * Decision trees * Sensitivity analysis * Markov decision processes * Monte Carlo simulations * Medical decision making ### llm skills * Applying decision trees and sensitivity analysis * Using Markov processes and Monte Carlo simulations * Applying decision sciences to healthcare ### llm assumed background * Probability and statistical theory * Deterministic operations research and linear programming * Mathematical optimization and algorithmic solution methods ### llm search phrases * healthcare decision analysis * medical decision trees * Markov processes health * Monte Carlo simulation healthcare * ISYE 517 prerequisites ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash c34c3311a39416e8ff3266a356d82d3a42ddb1cf21aba56cd965745c530f1c6e #### course id ISYE 517 #### current instructors None recorded. #### difficulty workload One historical review notes that Alagoz did not make the course more difficult than necessary, suggesting a manageable workload. ```json { "citations": [ { "instructor_name": "Oguzhan Alagoz", "review_date": "2025-12-18 04:56:40 +0000 UTC", "review_id": "09489f3f6c5adae759d67ec4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2377358", "source_review_id": "UmF0aW5nLTQyMzI0Nzgy", "source_url": "https://www.ratemyprofessors.com/professor/2377358", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews of Oguzhan Alagoz: Oguzhan Alagoz is described as passionate and engaging, with reviewers noting his effort to know students by name and his use of real-world examples. Students found his lectures enjoyable and highly recommended his class, citing his enthusiasm and accessible teaching style. ```json { "citations": [ { "instructor_name": "Oguzhan Alagoz", "review_date": "2021-10-19 22:17:36 +0000 UTC", "review_id": "aa950197a64f06ce86817b00", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2377358", "source_review_id": "UmF0aW5nLTM1MTM3NjU5", "source_url": "https://www.ratemyprofessors.com/professor/2377358", "type": "review" }, { "instructor_name": "Oguzhan Alagoz", "review_date": "2025-12-18 04:56:40 +0000 UTC", "review_id": "09489f3f6c5adae759d67ec4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2377358", "source_review_id": "UmF0aW5nLTQyMzI0Nzgy", "source_url": "https://www.ratemyprofessors.com/professor/2377358", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews for Oguzhan Alagoz describe a highly recommended, passionate instructor who connects topics to his experience and makes the class accessible. ```json { "citations": [ { "instructor_name": "Oguzhan Alagoz", "review_date": "2021-10-19 22:17:36 +0000 UTC", "review_id": "aa950197a64f06ce86817b00", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2377358", "source_review_id": "UmF0aW5nLTM1MTM3NjU5", "source_url": "https://www.ratemyprofessors.com/professor/2377358", "type": "review" }, { "instructor_name": "Oguzhan Alagoz", "review_date": "2025-12-18 04:56:40 +0000 UTC", "review_id": "09489f3f6c5adae759d67ec4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2377358", "source_review_id": "UmF0aW5nLTQyMzI0Nzgy", "source_url": "https://www.ratemyprofessors.com/professor/2377358", "type": "review" } ] } ``` Recent recorded grades — Fall 2023: 3.59 GPA, 81.8% A/AB (n=33 letter grades); Fall 2024: 3.64 GPA, 75.0% A/AB (n=32 letter grades); Fall 2025: 3.57 GPA, 69.0% A/AB (n=29 letter grades). ```json { "citations": [ { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience Historical reviews of Oguzhan Alagoz: Students appreciated Alagoz's passion, interesting examples, and effort to learn student names, finding lectures engaging and enjoyable. ```json { "citations": [ { "instructor_name": "Oguzhan Alagoz", "review_date": "2021-10-19 22:17:36 +0000 UTC", "review_id": "aa950197a64f06ce86817b00", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2377358", "source_review_id": "UmF0aW5nLTM1MTM3NjU5", "source_url": "https://www.ratemyprofessors.com/professor/2377358", "type": "review" }, { "instructor_name": "Oguzhan Alagoz", "review_date": "2025-12-18 04:56:40 +0000 UTC", "review_id": "09489f3f6c5adae759d67ec4", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2377358", "source_review_id": "UmF0aW5nLTQyMzI0Nzgy", "source_url": "https://www.ratemyprofessors.com/professor/2377358", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history OGUZHAN ALAGOZ is recorded teaching in Spring 2011, Fall 2013, Spring 2016, Spring 2017, Spring 2018, Spring 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1114", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1142", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", 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"run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "ISYE 517", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "source_record": { "entity_id": "5cd1afd1-28cc-3de4-9725-efa0cf36548e", "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" ], "condition": null, "course": null, "evidence": "(STAT/MATH 309,STAT 311, orSTAT/MATH 431) and (I SY E 323orE C E/COMP SCI/I SY E 524), or graduate/professional standing, or member of Engineering Guest Students", "id": "n0", "kind": "any" }, { "children": [ "n4", "n5" ], "condition": null, "course": null, "evidence": "(STAT/MATH 309,STAT 311, orSTAT/MATH 431) and (I SY E 323orE C E/COMP SCI/I SY E 524)", "id": "n1", "kind": "all" }, { "children": [ "n6", "n7", "n8" ], "condition": null, "course": null, "evidence": "STAT/MATH 309,STAT 311, orSTAT/MATH 431", "id": "n2", "kind": "any" }, { "children": [ "n9", "n10" ], "condition": null, "course": null, "evidence": "I SY E 323orE C E/COMP SCI/I SY E 524", "id": "n3", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 309, "minimum_grade": null, "subjects": [ "MATH", "STAT" ], "timing": "prior" }, "evidence": "STAT/MATH 309", "id": "n4", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 311, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "STAT 311", "id": "n5", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 431, "minimum_grade": null, "subjects": [ "MATH", "STAT" ], "timing": "prior" }, "evidence": "STAT/MATH 431", "id": "n6", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 323, "minimum_grade": null, "subjects": [ "ISYE" ], "timing": "prior" }, "evidence": "I SY E 323", "id": "n7", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 524, "minimum_grade": null, "subjects": [ "COMPSCI", "ECE", "ISYE" ], "timing": "prior" }, "evidence": "E C E/COMP SCI/I SY E 524", "id": "n8", "kind": "course" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n9", "kind": "condition" }, { "children": [], "condition": "member of Engineering Guest Students", "course": null, "evidence": "member of Engineering Guest Students", "id": "n10", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:490:023463", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1272", "source_course_id": "023463", "source_subject_id": "490", "title": "Decision Making in Health Care", "credits_min": 3, "credits_max": 3, "typically_offered": "Fall, Spring" } ] ``` ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_100690f58c4672983a7f177c", "source": "madgrades", "source_instructor_id": "1501182", "identity_basis": "source_id", "identity_status": "source_identified", "name": "OGUZHAN ALAGOZ", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 3, "quality": 4.67, "difficulty": 2, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:2377358", "source_url": "https://www.ratemyprofessors.com/professor/2377358", "match_basis": "exact_name", "observed_at": "2026-09-07 16:13:17.116228+00:00", "courses": { "course_79b5e9b5db80577aeb7f07f1": { "review_count": 2, "quality": 5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 }, "course_2dfc38bd1da712336fd25ec2": { "review_count": 1, "quality": 4, "difficulty": 1, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.79146589873617, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.673, "graded": 709, "counts": [ 434, 156, 84, 19, 9, 5, 2 ], "sections": 112 }, "instructor_url": "/instructors/OGUZHAN_ALAGOZ--instructor_100690f58c4672983a7f177c" }, { "instructor_uid": "instructor_f6ab8391e9e05045f5e7875a", "source": "madgrades", "source_instructor_id": "5015312", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SAIT TUNC", "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": 3.828, "graded": 29, "counts": [ 20, 8, 1, 0, 0, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/SAIT_TUNC--instructor_f6ab8391e9e05045f5e7875a" }, { "instructor_uid": "instructor_7f3f261c64012f38e8a3634f", "source": "madgrades", "source_instructor_id": "5487320", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ALI HJAAR", "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": 3.83, "graded": 135, "counts": [ 99, 27, 8, 1, 0, 0, 0 ], "sections": 3 }, "instructor_url": "/instructors/ALI_HJAAR" }, { "instructor_uid": "instructor_9354bb8ac7e308ab5450608d", "source": "madgrades", "source_instructor_id": "6269608", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YIFAN LU", "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": 3.591, "graded": 33, "counts": [ 17, 10, 2, 3, 1, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/YIFAN_LU" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1114", "term_name": "Spring 2011", "instructors": [ "Oguzhan Alagoz" ], "a": 15, "ab": 8, "b": 4, "bc": 2, "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": 30, "source_aliases": [ "ISYE 517" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1142", "term_name": "Fall 2013", "instructors": [ "Oguzhan Alagoz" ], "a": 22, "ab": 6, "b": 4, "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": 33, "source_aliases": [ "ISYE 517" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1152", "term_name": "Fall 2014", "instructors": [ "SAIT TUNC" ], "a": 20, "ab": 8, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 30, "source_aliases": [ "ISYE 517" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1164", "term_name": "Spring 2016", "instructors": [ "Oguzhan Alagoz" ], "a": 13, "ab": 9, "b": 2, "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": 25, "source_aliases": [ "ISYE 517" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1174", "term_name": "Spring 2017", "instructors": [ "Oguzhan Alagoz" ], "a": 7, "ab": 8, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 17, "source_aliases": [ "ISYE 517" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "Oguzhan Alagoz" ], "a": 16, "ab": 2, "b": 0, "bc": 1, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 20, "source_aliases": [ "ISYE 517" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "Oguzhan Alagoz" ], "a": 19, "ab": 5, "b": 3, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 27, "source_aliases": [ "ISYE 517" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "ALI HJAAR" ], "a": 10, "ab": 9, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 22, "source_aliases": [ "ISYE 517" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Oguzhan Alagoz" ], "a": 12, "ab": 10, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 24, "source_aliases": [ "ISYE 517" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Oguzhan Alagoz" ], "a": 14, "ab": 6, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 23, "source_aliases": [ "ISYE 517" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Oguzhan Alagoz" ], "a": 16, "ab": 5, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 24, "source_aliases": [ "ISYE 517" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Oguzhan Alagoz", "YIFAN LU" ], "a": 17, "ab": 10, "b": 2, "bc": 3, "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": 33, "source_aliases": [ "ISYE 517" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Oguzhan Alagoz" ], "a": 18, "ab": 6, "b": 7, "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": 32, "source_aliases": [ "ISYE 517" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 517", "course_uid": "course_79b5e9b5db80577aeb7f07f1", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Oguzhan Alagoz" ], "a": 15, "ab": 5, "b": 7, "bc": 2, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 29, "source_aliases": [ "ISYE 517" ] } ] ``` ### statistics #### gpa 3.688 #### graded 364 #### counts * 214 * 97 * 39 * 10 * 2 * 1 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_79b5e9b5db80577aeb7f07f1-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_79b5e9b5db80577aeb7f07f1-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_79b5e9b5db80577aeb7f07f1-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_79b5e9b5db80577aeb7f07f1-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_79b5e9b5db80577aeb7f07f1-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_79b5e9b5db80577aeb7f07f1-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_79b5e9b5db80577aeb7f07f1-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_79b5e9b5db80577aeb7f07f1-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.6881868131868134 #### count 364 #### university ##### size 4551 ##### gpa Percentile 45 ##### count Percentile 76 ##### median Count 141 ##### 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 | 9 | false | | 2.8–3.2 | 314 | false | | 3.2–3.6 | 1253 | false | | 3.6–4.0 | 2974 | true | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 59, "gpaPercentile": 43, "countPercentile": 67, "medianCount": 181, "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": 17, "current": false }, { "range": "3.6–4.0", "count": 38, "current": true } ] } } ] ``` ### terms #### 1114 ##### term 1114 ##### gpa 3.566666666666667 ##### count 30 ##### university ###### size 804 ###### gpa Percentile 68 ###### count Percentile 0 ###### 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 | 1 | false | | 2.4–2.8 | 53 | false | | 2.8–3.2 | 231 | false | | 3.2–3.6 | 292 | true | | 3.6–4.0 | 227 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 11, "gpaPercentile": 70, "countPercentile": 0, "medianCount": 44, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 8, "current": true }, { "range": "3.6–4.0", "count": 2, "current": false } ] } } ] ``` #### 1142 ##### term 1142 ##### gpa 3.742424242424242 ##### count 33 ##### university ###### size 853 ###### gpa Percentile 78 ###### count Percentile 6 ###### 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 | 4 | false | | 2.4–2.8 | 33 | false | | 2.8–3.2 | 228 | false | | 3.2–3.6 | 320 | false | | 3.6–4.0 | 268 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 15, "gpaPercentile": 64, "countPercentile": 0, "medianCount": 41, "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": 7, "current": false }, { "range": "3.6–4.0", "count": 6, "current": true } ] } } ] ``` #### 1152 ##### term 1152 ##### gpa 3.8275862068965516 ##### count 29 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1164 ##### term 1164 ##### gpa 3.62 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1174 ##### term 1174 ##### gpa 3.6470588235294117 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1184 ##### term 1184 ##### gpa 3.8684210526315788 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1194 ##### term 1194 ##### gpa 3.7962962962962963 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1204 ##### term 1204 ##### gpa 3.6904761904761907 ##### count 21 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1212 ##### term 1212 ##### gpa 3.739130434782609 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1222 ##### term 1222 ##### gpa 3.772727272727273 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1232 ##### term 1232 ##### gpa 3.6458333333333335 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1242 ##### term 1242 ##### gpa 3.590909090909091 ##### count 33 ##### university ###### size 1295 ###### gpa Percentile 43 ###### count Percentile 9 ###### 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 | false | | 3.2–3.6 | 394 | true | | 3.6–4.0 | 726 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 23, "gpaPercentile": 41, "countPercentile": 0, "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": false }, { "range": "3.2–3.6", "count": 7, "current": true }, { "range": "3.6–4.0", "count": 13, "current": false } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.640625 ##### count 32 ##### university ###### size 1333 ###### gpa Percentile 46 ###### count Percentile 5 ###### 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": 52, "countPercentile": 0, "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 } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.5689655172413794 ##### count 29 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | ### benchmarks #### all ##### school ###### size 4551 ###### gpa 3.6712684989491944 ###### top Share 82.61289931561807 ###### count 141 ##### ISYE ###### size 59 ###### gpa 3.681651578650001 ###### top Share 82.977876113927 ###### count 181 #### terms ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ###### ISYE ###### size 11 ###### gpa 3.412841793537643 ###### top Share 66.98646701950561 ###### count 44 ##### 1142 ###### school ###### size 853 ###### gpa 3.3941849959684913 ###### top Share 65.28450334228523 ###### count 67 ###### ISYE ###### size 15 ###### gpa 3.5128855686259963 ###### top Share 70.39446449718172 ###### count 41 ##### 1152 ###### school ###### size 918 ###### gpa 3.408733538594633 ###### top Share 66.06693005846735 ###### count 65 ###### ISYE ###### size 17 ###### gpa 3.4850179961463574 ###### top Share 73.7876204102473 ###### count 47 ##### 1164 ###### school ###### size 965 ###### gpa 3.46491230798535 ###### top Share 69.92376287143657 ###### count 68 ###### ISYE ###### size 19 ###### gpa 3.629939118306125 ###### top Share 80.5561261302253 ###### count 49 ##### 1174 ###### school ###### size 955 ###### gpa 3.4597947384071412 ###### top Share 69.5290038366363 ###### count 69 ###### ISYE ###### size 20 ###### gpa 3.548290744949521 ###### top Share 73.96475892889286 ###### count 57.5 ##### 1184 ###### school ###### size 1010 ###### gpa 3.47925290354517 ###### top Share 70.86270937115944 ###### count 68 ###### ISYE ###### size 22 ###### gpa 3.5566129214689735 ###### top Share 75.3813579514971 ###### count 57 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ###### ISYE ###### size 22 ###### gpa 3.629795980115166 ###### top Share 79.27647395270196 ###### count 65 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### ISYE ###### size 21 ###### gpa 3.826924971533834 ###### top Share 92.62448121984468 ###### count 57 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### ISYE ###### size 20 ###### gpa 3.6720523848313853 ###### top Share 82.3691054858035 ###### count 63 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### ISYE ###### size 24 ###### gpa 3.5982967550887195 ###### top Share 79.26400318090532 ###### count 48.5 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### ISYE ###### size 24 ###### gpa 3.6150976595453543 ###### top Share 79.79311993423791 ###### count 53 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### ISYE ###### size 23 ###### gpa 3.58121958026649 ###### top Share 78.36753571915544 ###### count 51 ##### 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 ##### 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_100690f58c4672983a7f177c", "name": "OGUZHAN ALAGOZ", "count": 314, "terms": [ { "term": "1114", "count": 30, "sections": 1, "gpa": 3.566666666666667 }, { "term": "1142", "count": 33, "sections": 1, "gpa": 3.742424242424242 }, { "term": "1164", "count": 25, "sections": 1, "gpa": 3.62 }, { "term": "1174", "count": 17, "sections": 1, "gpa": 3.6470588235294117 }, { "term": "1184", "count": 19, "sections": 1, "gpa": 3.8684210526315788 }, { "term": "1194", "count": 27, "sections": 1, "gpa": 3.7962962962962963 }, { "term": "1212", "count": 23, "sections": 1, "gpa": 3.739130434782609 }, { "term": "1222", "count": 22, "sections": 1, "gpa": 3.772727272727273 }, { "term": "1232", "count": 24, "sections": 2, "gpa": 3.6458333333333335 }, { "term": "1242", "count": 33, "sections": 2, "gpa": 3.590909090909091 }, { "term": "1252", "count": 32, "sections": 2, "gpa": 3.640625 }, { "term": "1262", "count": 29, "sections": 2, "gpa": 3.5689655172413794 } ] }, { "uid": "instructor_9354bb8ac7e308ab5450608d", "name": "YIFAN LU", "count": 33, "terms": [ { "term": "1242", "count": 33, "sections": 2, "gpa": 3.590909090909091 } ] }, { "uid": "instructor_f6ab8391e9e05045f5e7875a", "name": "SAIT TUNC", "count": 29, "terms": [ { "term": "1152", "count": 29, "sections": 1, "gpa": 3.8275862068965516 } ] }, { "uid": "instructor_7f3f261c64012f38e8a3634f", "name": "ALI HJAAR", "count": 21, "terms": [ { "term": "1204", "count": 21, "sections": 1, "gpa": 3.6904761904761907 } ] } ] ``` ## following None recorded.