# ISYE 516: Introduction to Decision Analysis | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_516) ## 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 015aa98da963f0c185ee242e5fa60623831e8b83bb3477366d79d149c6987ff0 ### course id ISYE 516 ### course uid course\_90d20792322a61f3ee955fe4 ### catalog version id a97c34f3ffecebffeec97b0bbd463e2b5c9019bddeeae72dbb6b03a44e44a887 ### course number 516 ### subjects * ISYE ### title INTRODUCTION TO DECISION ANALYSIS ### description Overview of modeling techniques and methods used in decision analysis, including multiattribute utility models, decision trees, and Bayesian models. Psychological components of decision making are discussed. Elicitation techniques for model building are emphasized. Practical applications through real world model building are described and conducted. ### requirements text (STAT/​MATH  309,STAT 311, orSTAT/​MATH  431), graduate/professional standing, member of Engineering Guest Students, or declared in Capstone Certificate in Artificial Intelligence for Engineering Data Analytics ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 3c05479d2fdf27e9bd8a276a3b388b2e8b59721df283250ac2739fb3322643f6 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Introduction to decision analysis covering modeling techniques, utility models, decision trees, and Bayesian methods. ### llm topics * Multiattribute utility models * Decision trees * Bayesian models * Psychological components of decision making * Elicitation techniques ### llm skills * Decision modeling and analysis * Understanding psychological components of decision making ### llm assumed background * Probability theory and statistical inference fundamentals ### llm search phrases * decision analysis modeling * multiattribute utility models * Bayesian decision making * decision trees * elicitation techniques ### llm requirements status needs\_review ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 964aef029e8a0eb50fe2ae348c999bc49bacfb9ce8f9cec2be2a8fa621e91c23 #### course id ISYE 516 #### current instructors None recorded. #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered false #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Fall 2022: 3.80 GPA, 90.0% A/AB (n=30 letter grades); Spring 2025: 3.62 GPA, 90.0% A/AB (n=40 letter grades); Fall 2025: 3.82 GPA, 94.1% A/AB (n=17 letter grades). ```json { "citations": [ { "course_id": "ISYE 516", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ba0c777a-d28a-307d-94a8-73a725ab4921", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ISYE 516", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ba0c777a-d28a-307d-94a8-73a725ab4921", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ISYE 516", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ba0c777a-d28a-307d-94a8-73a725ab4921", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3", "n4" ], "condition": null, "course": null, "evidence": "(STAT/MATH 309,STAT 311, orSTAT/MATH 431), graduate/professional standing, member of Engineering Guest Students, or declared in Capstone Certificate in Artificial Intelligence for Engineering Data Analytics", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 309, "minimum_grade": null, "subjects": [ "STAT", "MATH" ], "timing": "prior" }, "evidence": "STAT/MATH 309", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 311, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "STAT 311", "id": "n2", "kind": "course" }, { "children": [], "condition": null, "course": { 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"madgrades", "source_instructor_id": "4393843", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SINAN TAS", "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": 6, "quality": 3.67, "difficulty": 3, "quality_count": 6, "difficulty_count": 6, "profile_id": "rmp:2840709", "source_url": "https://www.ratemyprofessors.com/professor/2840709", "match_basis": "exact_name", "observed_at": "2026-09-07 16:05:28.734401+00:00", "courses": { "course_9d2db43001abbe58247267ec": { "review_count": 3, "quality": 4.67, "difficulty": 3.33, "quality_count": 3, "difficulty_count": 3 }, "course_465855ee8f77f31be2f79f78": { "review_count": 3, "quality": 2.67, "difficulty": 2.67, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.6620659873435346, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.641, "graded": 1306, 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"course_90d20792322a61f3ee955fe4", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Tony McDonald" ], "a": 21, "ab": 6, "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": 30, "source_aliases": [ "ISYE 516" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 516", "course_uid": "course_90d20792322a61f3ee955fe4", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Tony McDonald" ], "a": 14, "ab": 22, "b": 4, "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": 40, "source_aliases": [ "ISYE 516" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 516", "course_uid": "course_90d20792322a61f3ee955fe4", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Sinan Tas" ], "a": 12, "ab": 4, "b": 1, "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 516" ] } ] ``` ### statistics #### gpa 3.528 #### graded 359 #### counts * 184 * 83 * 51 * 24 * 11 * 5 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_90d20792322a61f3ee955fe4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_90d20792322a61f3ee955fe4-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_90d20792322a61f3ee955fe4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_90d20792322a61f3ee955fe4-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_90d20792322a61f3ee955fe4-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_90d20792322a61f3ee955fe4-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.5278551532033426 #### count 359 #### university ##### size 4341 ##### gpa Percentile 28 ##### count Percentile 80 ##### median Count 116 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 329 | false | | 3.2–3.6 | 1199 | true | | 3.6–4.0 | 2802 | false | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 57, "gpaPercentile": 21, "countPercentile": 73, "medianCount": 154, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 4, "current": false }, { "range": "3.2–3.6", "count": 12, "current": true }, { "range": "3.6–4.0", "count": 41, "current": false } ] } } ] ``` ### terms #### 1074 ##### term 1074 ##### gpa 3.1707317073170733 ##### count 41 ##### university ###### size 695 ###### gpa Percentile 32 ###### count Percentile 21 ###### 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 | 3 | false | | 2.4–2.8 | 53 | false | | 2.8–3.2 | 184 | true | | 3.2–3.6 | 256 | false | | 3.6–4.0 | 199 | false | ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1092 ##### term 1092 ##### gpa 3.339622641509434 ##### count 53 ##### university ###### size 732 ###### gpa Percentile 47 ###### count Percentile 34 ###### 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 | 41 | false | | 2.8–3.2 | 208 | false | | 3.2–3.6 | 271 | true | | 3.6–4.0 | 211 | false | ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1132 ##### term 1132 ##### gpa 3.727272727272727 ##### count 33 ##### university ###### size 851 ###### gpa Percentile 79 ###### count Percentile 6 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 40 | false | | 2.8–3.2 | 234 | false | | 3.2–3.6 | 303 | false | | 3.6–4.0 | 272 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 16, "gpaPercentile": 67, "countPercentile": 7, "medianCount": 40, "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": 4, "current": false }, { "range": "3.6–4.0", "count": 8, "current": true } ] } } ] ``` #### 1144 ##### term 1144 ##### gpa 3.6153846153846154 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1184 ##### term 1184 ##### gpa 3.5416666666666665 ##### count 36 ##### university ###### size 1010 ###### gpa Percentile 54 ###### count Percentile 13 ###### 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 | 26 | false | | 2.8–3.2 | 210 | false | | 3.2–3.6 | 355 | true | | 3.6–4.0 | 418 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 22, "gpaPercentile": 52, "countPercentile": 0, "medianCount": 57, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 4, "current": false }, { "range": "3.2–3.6", "count": 8, "current": true }, { "range": "3.6–4.0", "count": 10, "current": false } ] } } ] ``` #### 1194 ##### term 1194 ##### gpa 3.629032258064516 ##### count 31 ##### university ###### size 1040 ###### gpa Percentile 59 ###### count Percentile 2 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 23 | false | | 2.8–3.2 | 220 | false | | 3.2–3.6 | 342 | false | | 3.6–4.0 | 454 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 22, "gpaPercentile": 43, "countPercentile": 5, "medianCount": 65, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 3, "current": false }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` #### 1204 ##### term 1204 ##### gpa 3.423076923076923 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1222 ##### term 1222 ##### gpa 3.4423076923076925 ##### count 26 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1232 ##### term 1232 ##### gpa 3.8 ##### count 30 ##### university ###### size 1216 ###### gpa Percentile 69 ###### count Percentile 0 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 356 | false | | 3.6–4.0 | 670 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 24, "gpaPercentile": 57, "countPercentile": 0, "medianCount": 53, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 5, "current": false }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.625 ##### count 40 ##### university ###### size 1289 ###### gpa Percentile 44 ###### count Percentile 21 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 128 | false | | 3.2–3.6 | 379 | false | | 3.6–4.0 | 765 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 22, "gpaPercentile": 38, "countPercentile": 10, "medianCount": 58, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 2, "current": false }, { "range": "3.2–3.6", "count": 6, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.823529411764706 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | ### benchmarks #### all ##### school ###### size 4341 ###### gpa 3.6619004175006253 ###### top Share 81.96596097261161 ###### count 116 ##### ISYE ###### size 57 ###### gpa 3.693407062054454 ###### top Share 84.15534298482012 ###### count 154 #### terms ##### 1074 ###### school ###### size 695 ###### gpa 3.3616924722887376 ###### top Share 63.22509110105764 ###### count 69 ##### 1092 ###### school ###### size 732 ###### gpa 3.374660709520374 ###### top Share 63.690339324346596 ###### count 70 ##### 1132 ###### school ###### size 851 ###### gpa 3.391128778809763 ###### top Share 64.69509437122704 ###### count 66 ###### ISYE ###### size 16 ###### gpa 3.5364049773931505 ###### top Share 75.22354524793886 ###### count 40 ##### 1144 ###### school ###### size 878 ###### gpa 3.4092443327803017 ###### top Share 65.95978235963416 ###### count 64 ###### ISYE ###### size 14 ###### gpa 3.4927104441409336 ###### top Share 71.50317287737518 ###### count 52 ##### 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 ##### 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 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### ISYE ###### size 22 ###### gpa 3.6580253054677003 ###### top Share 83.06204049789541 ###### count 58 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### ISYE ###### size 25 ###### gpa 3.6267703884700335 ###### top Share 79.39124378770292 ###### count 52 ## instructor Trends ```json [ { "uid": "instructor_3bfb9698df128aba89bf336b", "name": "VICKI BIER", "count": 187, "terms": [ { "term": "1074", "count": 41, "sections": 1, "gpa": 3.1707317073170733 }, { "term": "1092", "count": 53, "sections": 1, "gpa": 3.339622641509434 }, { "term": "1184", "count": 36, "sections": 1, "gpa": 3.5416666666666665 }, { "term": "1194", "count": 31, "sections": 2, "gpa": 3.629032258064516 }, { "term": "1204", "count": 26, "sections": 1, "gpa": 3.423076923076923 } ] }, { "uid": "instructor_0b4458ef6a1b2eb1175bb0ac", "name": "ANTHONY MCDONALD", "count": 70, "terms": [ { "term": "1232", "count": 30, "sections": 2, "gpa": 3.8 }, { "term": "1254", "count": 40, "sections": 1, "gpa": 3.625 } ] }, { "uid": "instructor_1b6c2eca32db9d3ae3710b5f", "name": "SINAN TAS", "count": 43, "terms": [ { "term": "1222", "count": 26, "sections": 1, "gpa": 3.4423076923076925 }, { "term": "1262", "count": 17, "sections": 1, "gpa": 3.823529411764706 } ] }, { "uid": "instructor_fdce9c979edd189651861d93", "name": "JEONGHWAN JIN", "count": 33, "terms": [ { "term": "1132", "count": 33, "sections": 1, "gpa": 3.727272727272727 } ] }, { "uid": "instructor_47e7fe2ceeae38991479b1b3", "name": "LISA MING FERN TANG", "count": 26, "terms": [ { "term": "1144", "count": 26, "sections": 1, "gpa": 3.6153846153846154 } ] } ] ``` ## following None recorded.