# ISYE 645: Engineering Models for Supply Chains | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_645) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T23:19:01.870283+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id afd1008fd0f40490edb8ceda76c584d496e59b864a2cbb06e6a26ba86d8fbcb9 ### course id ISYE 645 ### course uid course\_83523a8ef420e23e56bcec57 ### catalog version id 4768cb4cc25fde82bd9b9fdb4213c2b7aaabcc628d5d55ba3f7d9e295c07fba9 ### course number 645 ### subjects * ISYE ### title ENGINEERING MODELS FOR SUPPLY CHAINS ### description Provides an overview of engineering fundamentals behind supply chains. Topics covered will include modeling and design of multi-stage production distribution systems, multi-echelon inventory models, theory of supply chain contracts, value of flexibility and information sharing in supply chains. ### requirements text I SY E 323andI SY E 415, or graduate/professional standing, or member of Engineering Guest Students ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 9e2069adff048765bbc97ac8374a71bfa6e61195d4c4145b50a493e0adbd9d49 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ISYE 645 teaches engineering fundamentals for supply chains, including distribution design, inventory models, contracts, and flexibility. ### llm topics * Multi-stage production distribution systems * Multi-echelon inventory models * Supply chain contracts * Flexibility and information sharing ### llm skills * Modeling and design of multi-stage production distribution systems * Multi-echelon inventory modeling * Supply chain contract theory * Analyzing value of flexibility and information sharing ### llm assumed background * Foundations in deterministic operations research modeling and manufacturing systems. ### llm search phrases * supply chain engineering models * multi-stage production distribution * multi-echelon inventory * supply chain contracts flexibility * ISYE 645 supply chain ### llm requirements status needs\_review ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 9b81fcad5a46348ff76947b7578d279b86fb9b264588b27999aed3ca49ad8037 #### course id ISYE 645 #### 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: 3.67 GPA, 86.7% A/AB (n=30 letter grades); Fall 2023: 4.00 GPA, 100.0% A/AB (n=20 letter grades); Spring 2026: 3.82 GPA, 100.0% A/AB (n=19 letter grades). ```json { "citations": [ { "course_id": "ISYE 645", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ee565f99-2ae4-35a7-a377-87a05c5fc796", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ISYE 645", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ee565f99-2ae4-35a7-a377-87a05c5fc796", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ISYE 645", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ee565f99-2ae4-35a7-a377-87a05c5fc796", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3" ], "condition": null, "course": null, "evidence": "I SY E 323andI SY E 415, or graduate/professional standing, or member of Engineering Guest Students", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 323, "minimum_grade": null, "subjects": [ "ISYE" ], "timing": "prior" }, "evidence": "I SY E 323", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 415, "minimum_grade": null, "subjects": [ "ISYE" ], "timing": "prior" }, "evidence": "I SY E 415", "id": "n2", "kind": "course" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n3", "kind": "condition" } ] ``` #### notes * The text 'I SY E 323andI SY E 415' contains no spaces and implies a conjunction (AND) between the two courses, distinct from the 'or' separators for standing/guest status. This is parsed as a single combined condition node n1+n2 within the #### root n0 #### status needs\_review ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_a024889f69bb0f9c42fc25ce", "source": "madgrades", "source_instructor_id": "1460411", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ANANTH KRISHNAMURTHY", "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": 3.71, "graded": 1096, "counts": [ 639, 306, 129, 20, 1, 0, 1 ], "sections": 94 }, "instructor_url": "/instructors/ANANTH_KRISHNAMURTHY" }, { "instructor_uid": "instructor_6ab356833240257401f32610", "source": "madgrades", "source_instructor_id": "5620720", "identity_basis": "source_id", "identity_status": "source_identified", "name": "XIN WANG", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 4, "quality": 3.75, "difficulty": 2.75, "quality_count": 4, "difficulty_count": 4, "profile_id": "rmp:2162645", "source_url": "https://www.ratemyprofessors.com/professor/2162645", "match_basis": "exact_name", "observed_at": "2026-09-07 16:39:00.084523+00:00", "courses": { "course_a486f495d47a28ece9f8e181": { "review_count": 1, "quality": 2, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 }, "course_10d2c585c41b0b82531af186": { "review_count": 2, "quality": 4, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.6747381529554963, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.667, "graded": 624, "counts": [ 345, 182, 67, 23, 6, 1, 0 ], "sections": 35 }, "instructor_url": "/instructors/XIN_WANG" }, { "instructor_uid": "instructor_3d0ecda1ed1f2c88ab76dca8", "source": "madgrades", "source_instructor_id": "6709730", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MICHAEL BIEHLER", "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": 3.708, "graded": 108, "counts": [ 75, 19, 7, 4, 1, 1, 1 ], "sections": 9 }, "instructor_url": "/instructors/MICHAEL_BIEHLER--instructor_3d0ecda1ed1f2c88ab76dca8" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 645", "course_uid": "course_83523a8ef420e23e56bcec57", "term_id": "1162", "term_name": "Fall 2015", "instructors": [ "ANANTH KRISHNAMURTHY" ], "a": 15, "ab": 11, "b": 7, "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": 33, "source_aliases": [ "ISYE 645" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 645", "course_uid": "course_83523a8ef420e23e56bcec57", "term_id": "1172", "term_name": "Fall 2016", "instructors": [ "ANANTH KRISHNAMURTHY" ], "a": 17, "ab": 11, "b": 5, "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": 33, "source_aliases": [ "ISYE 645" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 645", "course_uid": "course_83523a8ef420e23e56bcec57", "term_id": "1182", "term_name": "Fall 2017", "instructors": [ "ANANTH KRISHNAMURTHY" ], "a": 3, "ab": 21, "b": 11, "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": 37, "source_aliases": [ "ISYE 645" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 645", "course_uid": "course_83523a8ef420e23e56bcec57", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "ANANTH KRISHNAMURTHY" ], "a": 12, "ab": 7, "b": 0, "bc": 2, "c": 0, "d": 0, "f": 0, "satisfactory": 2, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 23, "source_aliases": [ "ISYE 645" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 645", "course_uid": "course_83523a8ef420e23e56bcec57", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "Fuxin Wang" ], "a": 12, "ab": 11, "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": 24, "source_aliases": [ "ISYE 645" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 645", "course_uid": "course_83523a8ef420e23e56bcec57", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Fuxin Wang" ], "a": 8, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 9, "source_aliases": [ "ISYE 645" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 645", "course_uid": "course_83523a8ef420e23e56bcec57", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Fuxin Wang" ], "a": 19, "ab": 3, "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": 25, "source_aliases": [ "ISYE 645" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 645", "course_uid": "course_83523a8ef420e23e56bcec57", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Fuxin Wang" ], "a": 14, "ab": 12, "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": 30, "source_aliases": [ "ISYE 645" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 645", "course_uid": "course_83523a8ef420e23e56bcec57", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Fuxin Wang" ], "a": 20, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 20, "source_aliases": [ "ISYE 645" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 645", "course_uid": "course_83523a8ef420e23e56bcec57", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Michael Biehler" ], "a": 12, "ab": 7, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 20, "source_aliases": [ "ISYE 645" ] } ] ``` ### statistics #### gpa 3.683 #### graded 251 #### counts * 132 * 84 * 30 * 5 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * 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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 | 10 | false | | 2.8–3.2 | 288 | false | | 3.2–3.6 | 1011 | false | | 3.6–4.0 | 2459 | true | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 53, "gpaPercentile": 40, "countPercentile": 58, "medianCount": 171, "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": false }, { "range": "3.6–4.0", "count": 41, "current": true } ] } } ] ``` ### terms #### 1162 ##### term 1162 ##### gpa 3.621212121212121 ##### count 33 ##### university ###### size 954 ###### gpa Percentile 66 ###### count Percentile 7 ###### median Count 64.5 ###### 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 | 23 | false | | 2.8–3.2 | 234 | false | | 3.2–3.6 | 350 | false | | 3.6–4.0 | 345 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 17, "gpaPercentile": 50, "countPercentile": 19, "medianCount": 47, "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": 9, "current": true } ] } } ] ``` #### 1172 ##### term 1172 ##### gpa 3.6818181818181817 ##### count 33 ##### university ###### size 991 ###### gpa Percentile 68 ###### count Percentile 7 ###### 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 | 0 | false | | 2.4–2.8 | 22 | false | | 2.8–3.2 | 226 | false | | 3.2–3.6 | 353 | false | | 3.6–4.0 | 390 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 20, "gpaPercentile": 37, "countPercentile": 5, "medianCount": 49, "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": 3, "current": false }, { "range": "3.6–4.0", "count": 13, "current": true } ] } } ] ``` #### 1182 ##### term 1182 ##### gpa 3.3378378378378377 ##### count 37 ##### university ###### size 1025 ###### gpa Percentile 35 ###### count Percentile 12 ###### 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 | 1 | false | | 2.4–2.8 | 21 | false | | 2.8–3.2 | 216 | false | | 3.2–3.6 | 369 | true | | 3.6–4.0 | 418 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 20, "gpaPercentile": 16, "countPercentile": 5, "medianCount": 64, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 2, "current": false }, { "range": "3.2–3.6", "count": 6, "current": true }, { "range": "3.6–4.0", "count": 12, "current": false } ] } } ] ``` #### 1192 ##### term 1192 ##### gpa 3.6904761904761907 ##### count 21 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1202 ##### term 1202 ##### gpa 3.7291666666666665 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1212 ##### term 1212 ##### gpa 3.9444444444444446 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1222 ##### term 1222 ##### gpa 3.8 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1232 ##### term 1232 ##### gpa 3.6666666666666665 ##### count 30 ##### university ###### size 1216 ###### gpa Percentile 54 ###### 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": 48, "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 } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 4 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1264 ##### term 1264 ##### gpa 3.8157894736842106 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | ### benchmarks #### all ##### school ###### size 3769 ###### gpa 3.6658582009197613 ###### top Share 82.35532785672183 ###### count 131 ##### ISYE ###### size 53 ###### gpa 3.704866365579043 ###### top Share 85.1955026306996 ###### count 171 #### terms ##### 1162 ###### school ###### size 954 ###### gpa 3.43726781345039 ###### top Share 68.05645304987395 ###### count 64.5 ###### ISYE ###### size 17 ###### gpa 3.5725128229421537 ###### top Share 76.66908174242778 ###### count 47 ##### 1172 ###### school ###### size 991 ###### gpa 3.465129042641772 ###### top Share 69.42600667567366 ###### count 67 ###### ISYE ###### size 20 ###### gpa 3.62282118668902 ###### top Share 80.8712827496802 ###### count 49 ##### 1182 ###### school ###### size 1025 ###### gpa 3.474159360325319 ###### top Share 70.34861441764347 ###### count 69 ###### ISYE ###### size 20 ###### gpa 3.623137975768555 ###### top Share 79.85162329939513 ###### count 64 ##### 1192 ###### school ###### size 1077 ###### gpa 3.50327634323125 ###### top Share 72.44641925727845 ###### count 67 ###### ISYE ###### size 21 ###### gpa 3.606250714862031 ###### top Share 80.36295437587276 ###### count 66 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ###### ISYE ###### size 20 ###### gpa 3.5732402503094702 ###### top Share 77.47106780381264 ###### count 60.5 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### ISYE ###### size 20 ###### gpa 3.6720523848313853 ###### top Share 82.3691054858035 ###### count 63 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### ISYE ###### size 24 ###### gpa 3.5982967550887195 ###### top Share 79.26400318090532 ###### count 48.5 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### ISYE ###### size 24 ###### gpa 3.6150976595453543 ###### top Share 79.79311993423791 ###### count 53 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### ISYE ###### size 23 ###### gpa 3.58121958026649 ###### top Share 78.36753571915544 ###### count 51 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### ISYE ###### size 22 ###### gpa 3.691810114676891 ###### top Share 83.93896862155151 ###### count 56.5 ## instructor Trends ```json [ { "uid": "instructor_a024889f69bb0f9c42fc25ce", "name": "ANANTH KRISHNAMURTHY", "count": 124, "terms": [ { "term": "1162", "count": 33, "sections": 1, "gpa": 3.621212121212121 }, { "term": "1172", "count": 33, "sections": 1, "gpa": 3.6818181818181817 }, { "term": "1182", "count": 37, "sections": 1, "gpa": 3.3378378378378377 }, { "term": "1192", "count": 21, "sections": 1, "gpa": 3.6904761904761907 } ] }, { "uid": "instructor_6ab356833240257401f32610", "name": "XIN WANG", "count": 108, "terms": [ { "term": "1202", "count": 24, "sections": 1, "gpa": 3.7291666666666665 }, { "term": "1212", "count": 9, "sections": 1, "gpa": 3.9444444444444446 }, { "term": "1222", "count": 25, "sections": 1, "gpa": 3.8 }, { "term": "1232", "count": 30, "sections": 1, "gpa": 3.6666666666666665 }, { "term": "1242", "count": 20, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_3d0ecda1ed1f2c88ab76dca8", "name": "MICHAEL BIEHLER", "count": 19, "terms": [ { "term": "1264", "count": 19, "sections": 1, "gpa": 3.8157894736842106 } ] } ] ``` ## following None recorded.