# ISYE 348: Introduction to Human Factors Engineering Laboratory | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_348) ## 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 bc75aa2f1b93d6e46676ad45b5cc995c027389dd181eb62bd7f024ffe141889b ### course id ISYE 348 ### course uid course\_840167512a53622063b4e863 ### catalog version id 48a660667e3a9a633b949067379e438700a1c87e3147bddaef287070919a89a3 ### course number 348 ### subjects * ISYE ### title INTRODUCTION TO HUMAN FACTORS ENGINEERING LABORATORY ### description Hands on experience applying concepts discussed inI SY E/​PSYCH  349. Complete a small three-part design project. Learn how to measure light, sound, anthropometric, and psychophysiological data, and then apply these measurements to product and workplace design challenges. ### requirements text Declared in Industrial Engineering and concurrent enrollment inI SY E/​PSYCH  349, or member of Engineering Guest Students ### credits min 1 ### credits max 1 ### credit offering ids * 1272:490:024424 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 8e323bfe1e49d7b82c9a1ccfea34b753da9ffebfb93ff64722fe72a226a63697 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ISYE 348 is a laboratory course providing hands-on experience in measuring human factors data and applying it to product and workplace design projects. ### llm topics * Light, sound, anthropometric, and psychophysiological data measurement. * Product and workplace design challenges. ### llm skills * Measurement of light, sound, anthropometric, and psychophysiological data. * Execution of a three-part design project. * Application of human data measurements to product and workplace design. ### llm assumed background * Foundational knowledge in human factors, including cognitive, physical, and psychosocial human characteristics and their application to system design. ### llm search phrases * human factors engineering lab * ISYE 348 design project * measure light sound anthropometric data * product workplace design challenges ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 1f95e13f888b5c1e6dcc27ecaf5b7059cb588dc4631304a82857cbec69cf68ea #### course id ISYE 348 #### current instructors ```json [ { "instructor_uid": "instructor_f40802eb4f9eef1ee66010c6", "message": "No course-specific reviews available", "name": "Jackie Cha", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=66 letter grades); Fall 2025: 3.97 GPA, 100.0% A/AB (n=49 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=70 letter grades). ```json { "citations": [ { "course_id": "ISYE 348", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "f847920c-ccaa-369c-93f8-5fa3f7a574be", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ISYE 348", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "f847920c-ccaa-369c-93f8-5fa3f7a574be", "file": 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0, 0, 0, 0, 0 ], "sections": 3 }, "instructor_url": "/instructors/BRITTNEY_DEBOER" }, { "instructor_uid": "instructor_e7288b99354daa2333521e08", "source": "madgrades", "source_instructor_id": "5851700", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MEGHAN BRESLIN", "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": 4, "graded": 41, "counts": [ 41, 0, 0, 0, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/MEGHAN_BRESLIN" }, { "instructor_uid": "instructor_0edfd6dbbffd020516cfa6c0", "source": "madgrades", "source_instructor_id": "5915346", "identity_basis": "source_id", "identity_status": "source_identified", "name": "RAYNE WOLF", "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": 3.937, "graded": 158, "counts": [ 143, 11, 3, 1, 0, 0, 0 ], "sections": 5 }, "instructor_url": "/instructors/RAYNE_WOLF" }, { "instructor_uid": "instructor_6d2c96ce46e592f91c261af5", "source": "madgrades", "source_instructor_id": "6214192", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KATHERINE ADAMS", "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": 3.835, "graded": 203, "counts": [ 156, 31, 12, 4, 0, 0, 0 ], "sections": 4 }, "instructor_url": "/instructors/KATHERINE_ADAMS" }, { "instructor_uid": "instructor_1cae884acf89dea3ea80635a", "source": "madgrades", "source_instructor_id": "6014858", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ELIZABETH WIEGMANN", "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": 3.994, "graded": 87, "counts": [ 86, 1, 0, 0, 0, 0, 0 ], "sections": 5 }, "instructor_url": "/instructors/ELIZABETH_WIEGMANN" }, { "instructor_uid": "instructor_4c4796ceb285f7eaf4ec9d80", "source": "madgrades", "source_instructor_id": "6587113", "identity_basis": "source_id", "identity_status": "source_identified", "name": "RANJANA MEHTA", "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": 20, "quality": 1.3, "difficulty": 4.15, "quality_count": 20, "difficulty_count": 20, "profile_id": "rmp:2967425", "source_url": "https://www.ratemyprofessors.com/professor/2967425", "match_basis": "exact_name", "observed_at": "2026-09-07 16:10:34.979406+00:00", "courses": { "course_0bf7d1fc20304def0233e765": { "review_count": 18, "quality": 1.33, "difficulty": 4.11, "quality_count": 18, "difficulty_count": 18 }, "course_1d19662d1f1c79914b292afb": { "review_count": 1, "quality": 1, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_cf81ce86a3109ddc6a05fff0": { "review_count": 1, "quality": 1, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 2.4798428917732975, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.609, "graded": 224, "counts": [ 131, 58, 17, 9, 3, 2, 4 ], "sections": 20 }, "instructor_url": "/instructors/RANJANA_MEHTA--instructor_4c4796ceb285f7eaf4ec9d80" }, { "instructor_uid": "instructor_211ac5e1c3083072053e8882", "source": "madgrades", "source_instructor_id": "6564991", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MAHDI FAYAZI", "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": 3.969, "graded": 49, "counts": [ 46, 3, 0, 0, 0, 0, 0 ], "sections": 3 }, "instructor_url": "/instructors/MAHDI_FAYAZI--instructor_211ac5e1c3083072053e8882" }, { "instructor_uid": "instructor_e7193700e02f92072d1b1203", "source": "madgrades", "source_instructor_id": "6450464", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ARSALAN AHMAD", "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": 4, "graded": 70, "counts": [ 70, 0, 0, 0, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/ARSALAN_AHMAD--instructor_e7193700e02f92072d1b1203" }, { "instructor_uid": "instructor_f40802eb4f9eef1ee66010c6", "source": "enrollment", "source_instructor_id": "jcha35", "identity_basis": "netid", "identity_status": "source_identified", "name": "Jackie Cha", "email": "JACKIE.CHA@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/JACKIE_CHA" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1164", "term_name": "Spring 2016", "instructors": [ "CHRISTOPHER JOHNSON", "DEYANG FENG", "Hannah Silber" ], "a": 33, "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": 33, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1172", "term_name": "Fall 2016", "instructors": [ "BRIANA KRUEGER", "Douglas Wiegmann", "Hannah Silber" ], "a": 76, "ab": 1, "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": 80, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1174", "term_name": "Spring 2017", "instructors": [ "BRIANA KRUEGER", "John Lee" ], "a": 46, "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": 46, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1182", "term_name": "Fall 2017", "instructors": [ "BRIDGET ROEHRS", "Douglas Wiegmann", "LORELIE GREPO" ], "a": 77, "ab": 6, "b": 2, "bc": 0, "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": 86, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "BRIDGET ROEHRS", "JA YOUNG LEE" ], "a": 49, "ab": 4, "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": 53, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "JORDAN RAMSEY", "LORELIE GREPO" ], "a": 60, "ab": 6, "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": 67, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "DIVYANSHU ARORA", "Hannah Silber" ], "a": 46, "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": 47, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "Hannah Silber" ], "a": 75, "ab": 0, "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": 76, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Hannah Silber" ], "a": 53, "ab": 3, "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": 56, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "LAURA FARRELL" ], "a": 52, "ab": 0, "b": 1, "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": 54, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "BRITTNEY DEBOER" ], "a": 41, "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": 41, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Hannah Silber", "MEGHAN BRESLIN" ], "a": 41, "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": 41, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Hannah Silber", "RAYNE WOLF" ], "a": 40, "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": 41, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Hannah Silber", "KATHERINE ADAMS", "RAYNE WOLF" ], "a": 39, "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": 39, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "ELIZABETH WIEGMANN", "Hannah Silber" ], "a": 38, "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": 38, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "ELIZABETH WIEGMANN", "Hannah Silber" ], "a": 48, "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": 49, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Ranjana Mehta" ], "a": 53, "ab": 1, "b": 0, "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": 55, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Hannah Silber" ], "a": 66, "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": 66, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Hannah Silber", "MAHDI FAYAZI" ], "a": 46, "ab": 3, "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": 49, "source_aliases": [ "ISYE 348" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 348", "course_uid": "course_840167512a53622063b4e863", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "ARSALAN AHMAD" ], "a": 70, "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": 70, "source_aliases": [ "ISYE 348" ] } ] ``` ### statistics #### gpa 3.975 #### graded 1086 #### counts * 1049 * 27 * 7 * 1 * 1 * 1 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_840167512a53622063b4e863-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_840167512a53622063b4e863-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_840167512a53622063b4e863-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_840167512a53622063b4e863-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_840167512a53622063b4e863-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_840167512a53622063b4e863-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_840167512a53622063b4e863-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_840167512a53622063b4e863-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.9751381215469612 #### count 1086 #### university ##### size 5265 ##### gpa Percentile 89 ##### count Percentile 89 ##### median Count 173 ##### 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 | 7 | false | | 2.8–3.2 | 287 | false | | 3.2–3.6 | 1329 | false | | 3.6–4.0 | 3641 | true | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 62, "gpaPercentile": 97, "countPercentile": 90, "medianCount": 253, "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": 13, "current": false }, { "range": "3.6–4.0", "count": 45, "current": true } ] } } ] ``` ### terms #### 1164 ##### term 1164 ##### gpa 4 ##### count 33 ##### university ###### size 965 ###### gpa Percentile 95 ###### count Percentile 6 ###### 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 | 3 | false | | 2.4–2.8 | 37 | false | | 2.8–3.2 | 216 | false | | 3.2–3.6 | 319 | false | | 3.6–4.0 | 390 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 19, "gpaPercentile": 94, "countPercentile": 0, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 2, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 13, "current": true } ] } } ] ``` #### 1172 ##### term 1172 ##### gpa 3.95 ##### count 80 ##### university ###### size 991 ###### gpa Percentile 93 ###### count Percentile 59 ###### 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": 89, "countPercentile": 84, "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 } ] } } ] ``` #### 1174 ##### term 1174 ##### gpa 4 ##### count 46 ##### university ###### size 955 ###### gpa Percentile 96 ###### count Percentile 28 ###### 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 | 29 | false | | 2.8–3.2 | 224 | false | | 3.2–3.6 | 332 | false | | 3.6–4.0 | 369 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 20, "gpaPercentile": 100, "countPercentile": 21, "medianCount": 57.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 2, "current": false }, { "range": "3.2–3.6", "count": 8, "current": false }, { "range": "3.6–4.0", "count": 10, "current": true } ] } } ] ``` #### 1182 ##### term 1182 ##### gpa 3.9186046511627906 ##### count 86 ##### university ###### size 1025 ###### gpa Percentile 90 ###### count Percentile 61 ###### 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 | false | | 3.6–4.0 | 418 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 20, "gpaPercentile": 84, "countPercentile": 89, "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": false }, { "range": "3.6–4.0", "count": 12, "current": true } ] } } ] ``` #### 1184 ##### term 1184 ##### gpa 3.9622641509433962 ##### count 53 ##### university ###### size 1010 ###### gpa Percentile 93 ###### count Percentile 37 ###### 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 | false | | 3.6–4.0 | 418 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 22, "gpaPercentile": 100, "countPercentile": 33, "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": false }, { "range": "3.6–4.0", "count": 10, "current": true } ] } } ] ``` #### 1192 ##### term 1192 ##### gpa 3.9402985074626864 ##### count 67 ##### university ###### size 1077 ###### gpa Percentile 91 ###### count Percentile 50 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 22 | false | | 2.8–3.2 | 203 | false | | 3.2–3.6 | 370 | false | | 3.6–4.0 | 481 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 21, "gpaPercentile": 90, "countPercentile": 60, "medianCount": 66, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 2, "current": false }, { "range": "3.2–3.6", "count": 4, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` #### 1194 ##### term 1194 ##### gpa 3.9893617021276597 ##### count 47 ##### university ###### size 1040 ###### gpa Percentile 95 ###### count Percentile 31 ###### 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": 100, "countPercentile": 24, "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 } ] } } ] ``` #### 1202 ##### term 1202 ##### gpa 3.986842105263158 ##### count 76 ##### university ###### size 1102 ###### gpa Percentile 96 ###### count Percentile 56 ###### 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 | 14 | false | | 2.8–3.2 | 218 | false | | 3.2–3.6 | 371 | false | | 3.6–4.0 | 498 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 20, "gpaPercentile": 95, "countPercentile": 63, "medianCount": 60.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 4, "current": false }, { "range": "3.2–3.6", "count": 6, "current": false }, { "range": "3.6–4.0", "count": 10, "current": true } ] } } ] ``` #### 1204 ##### term 1204 ##### gpa 3.9732142857142856 ##### count 56 ##### university ###### size 1012 ###### gpa Percentile 89 ###### count Percentile 43 ###### median Count 65.5 ###### 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 | 0 | false | | 2.4–2.8 | 1 | false | | 2.8–3.2 | 25 | false | | 3.2–3.6 | 301 | false | | 3.6–4.0 | 685 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 21, "gpaPercentile": 85, "countPercentile": 45, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 18, "current": true } ] } } ] ``` #### 1212 ##### term 1212 ##### gpa 3.981132075471698 ##### count 53 ##### university ###### size 1111 ###### gpa Percentile 94 ###### count Percentile 37 ###### median Count 68 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 4 | false | | 2.8–3.2 | 159 | false | | 3.2–3.6 | 337 | false | | 3.6–4.0 | 611 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 20, "gpaPercentile": 84, "countPercentile": 21, "medianCount": 63, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 2, "current": false }, { "range": "3.2–3.6", "count": 4, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` #### 1222 ##### term 1222 ##### gpa 4 ##### count 41 ##### university ###### size 1157 ###### gpa Percentile 97 ###### count Percentile 24 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 351 | false | | 3.6–4.0 | 614 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 24, "gpaPercentile": 96, "countPercentile": 26, "medianCount": 48.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 2, "current": false }, { "range": "3.2–3.6", "count": 8, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` #### 1224 ##### term 1224 ##### gpa 4 ##### count 41 ##### university ###### size 1171 ###### gpa Percentile 94 ###### count Percentile 25 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 21 | false | | 2.8–3.2 | 173 | false | | 3.2–3.6 | 358 | false | | 3.6–4.0 | 616 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 25, "gpaPercentile": 96, "countPercentile": 8, "medianCount": 48, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 10, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.9878048780487805 ##### count 41 ##### university ###### size 1216 ###### gpa Percentile 94 ###### count Percentile 23 ###### 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": 91, "countPercentile": 22, "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 } ] } } ] ``` #### 1234 ##### term 1234 ##### gpa 4 ##### count 39 ##### university ###### size 1188 ###### gpa Percentile 95 ###### count Percentile 19 ###### median Count 65 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 144 | false | | 3.2–3.6 | 374 | false | | 3.6–4.0 | 650 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 24, "gpaPercentile": 96, "countPercentile": 26, "medianCount": 53, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 7, "current": false }, { "range": "3.6–4.0", "count": 16, "current": true } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 4 ##### count 38 ##### university ###### size 1295 ###### gpa Percentile 96 ###### count Percentile 19 ###### 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 | false | | 3.6–4.0 | 726 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 23, "gpaPercentile": 100, "countPercentile": 5, "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": false }, { "range": "3.6–4.0", "count": 13, "current": true } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.989795918367347 ##### count 49 ##### university ###### size 1241 ###### gpa Percentile 95 ###### count Percentile 35 ###### median Count 65 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 9 | false | | 2.8–3.2 | 151 | false | | 3.2–3.6 | 373 | false | | 3.6–4.0 | 706 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 21, "gpaPercentile": 100, "countPercentile": 35, "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": 5, "current": false }, { "range": "3.6–4.0", "count": 12, "current": true } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.9363636363636365 ##### count 55 ##### university ###### size 1333 ###### gpa Percentile 87 ###### count Percentile 39 ###### 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": 91, "countPercentile": 48, "medianCount": 55, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 4, "current": false }, { "range": "3.2–3.6", "count": 7, "current": false }, { "range": "3.6–4.0", "count": 13, "current": true } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 4 ##### count 66 ##### university ###### size 1289 ###### gpa Percentile 96 ###### count Percentile 49 ###### 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": 100, "countPercentile": 67, "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 3.9693877551020407 ##### count 49 ##### university ###### size 1320 ###### gpa Percentile 91 ###### count Percentile 32 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | false | | 3.6–4.0 | 797 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 25, "gpaPercentile": 79, "countPercentile": 42, "medianCount": 52, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 5, "current": false }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 15, "current": true } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 4 ##### count 70 ##### university ###### size 1283 ###### gpa Percentile 95 ###### count Percentile 52 ###### 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 | 1 | false | | 2.4–2.8 | 20 | false | | 2.8–3.2 | 130 | false | | 3.2–3.6 | 343 | false | | 3.6–4.0 | 789 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 22, "gpaPercentile": 100, "countPercentile": 71, "medianCount": 56.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 3, "current": false }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 17, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 5265 ###### gpa 3.6958017573239084 ###### top Share 84.0420749817945 ###### count 173 ##### ISYE ###### size 62 ###### gpa 3.7077526232501348 ###### top Share 84.83708257011303 ###### count 253 #### terms ##### 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 ##### 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 ##### 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 ##### 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 ##### 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 ##### 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 ##### 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 ##### 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 ##### 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 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### ISYE ###### size 25 ###### gpa 3.662696584191052 ###### top Share 81.34147885567297 ###### count 48 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### ISYE ###### size 24 ###### gpa 3.6150976595453543 ###### top Share 79.79311993423791 ###### count 53 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### ISYE ###### size 24 ###### gpa 3.6495043911288954 ###### top Share 80.48020872988452 ###### count 53 ##### 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 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### ISYE ###### size 21 ###### gpa 3.5955893406830746 ###### top Share 77.54199035575564 ###### count 55 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### ISYE ###### size 24 ###### gpa 3.591512973394995 ###### top Share 76.60599070514075 ###### count 55 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### ISYE ###### size 22 ###### gpa 3.6580253054677003 ###### top Share 83.06204049789541 ###### count 58 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### ISYE ###### size 25 ###### gpa 3.6267703884700335 ###### top Share 79.39124378770292 ###### count 52 ##### 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_c7bb457d3e08d321c52af9b5", "name": "HANNAH SILBER", "count": 555, "terms": [ { "term": "1164", "count": 33, "sections": 2, "gpa": 4 }, { "term": "1172", "count": 20, "sections": 1, "gpa": 4 }, { "term": "1194", "count": 47, "sections": 2, "gpa": 3.9893617021276597 }, { "term": "1202", "count": 76, "sections": 4, "gpa": 3.986842105263158 }, { "term": "1204", "count": 56, "sections": 2, "gpa": 3.9732142857142856 }, { "term": "1224", "count": 41, "sections": 2, "gpa": 4 }, { "term": "1232", "count": 41, "sections": 3, "gpa": 3.9878048780487805 }, { "term": "1234", "count": 39, "sections": 2, "gpa": 4 }, { "term": "1242", "count": 38, "sections": 3, "gpa": 4 }, { "term": "1244", "count": 49, "sections": 2, "gpa": 3.989795918367347 }, { "term": "1254", "count": 66, "sections": 2, "gpa": 4 }, { "term": "1262", "count": 49, "sections": 3, "gpa": 3.9693877551020407 } ] }, { "uid": "instructor_b1ca1214b3857dea17803a52", "name": "DOUGLAS WIEGMANN", "count": 166, "terms": [ { "term": "1172", "count": 80, "sections": 4, "gpa": 3.95 }, { "term": "1182", "count": 86, "sections": 4, "gpa": 3.9186046511627906 } ] }, { "uid": "instructor_6f7af5a72f7ac07fda75b87c", "name": "BRIANA KRUEGER", "count": 106, "terms": [ { "term": "1172", "count": 60, "sections": 3, "gpa": 3.933333333333333 }, { "term": "1174", "count": 46, "sections": 3, "gpa": 4 } ] }, { "uid": "instructor_921bd2cb9abff456aed8cd86", "name": "BRIDGET ROEHRS", "count": 95, "terms": [ { "term": "1182", "count": 42, "sections": 2, "gpa": 3.892857142857143 }, { "term": "1184", "count": 53, "sections": 3, "gpa": 3.9622641509433962 } ] }, { "uid": "instructor_1cae884acf89dea3ea80635a", "name": "ELIZABETH WIEGMANN", "count": 87, "terms": [ { "term": "1242", "count": 38, "sections": 3, "gpa": 4 }, { "term": "1244", "count": 49, "sections": 2, "gpa": 3.989795918367347 } ] }, { "uid": "instructor_e7193700e02f92072d1b1203", "name": "ARSALAN AHMAD", "count": 70, "terms": [ { "term": "1264", "count": 70, "sections": 2, "gpa": 4 } ] }, { "uid": "instructor_f390538a6af4c9a262baba82", "name": "LORELIE GREPO", "count": 62, "terms": [ { "term": "1182", "count": 44, "sections": 2, "gpa": 3.9431818181818183 }, { "term": "1192", "count": 18, "sections": 1, "gpa": 3.861111111111111 } ] }, { "uid": "instructor_0edfd6dbbffd020516cfa6c0", "name": "RAYNE WOLF", "count": 61, "terms": [ { "term": "1232", "count": 41, "sections": 3, "gpa": 3.9878048780487805 }, { "term": "1234", "count": 20, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_4c4796ceb285f7eaf4ec9d80", "name": "RANJANA MEHTA", "count": 55, "terms": [ { "term": "1252", "count": 55, "sections": 3, "gpa": 3.9363636363636365 } ] }, { "uid": "instructor_350061547e668cb3386f9a3b", "name": "JA YOUNG LEE", "count": 53, "terms": [ { "term": "1184", "count": 53, "sections": 3, "gpa": 3.9622641509433962 } ] }, { "uid": "instructor_7bda7e02558c0ade5c8896dc", "name": "LAURA FARRELL", "count": 53, "terms": [ { "term": "1212", "count": 53, "sections": 4, "gpa": 3.981132075471698 } ] }, { "uid": "instructor_03493ba06125ffba98cf810c", "name": "JORDAN RAMSEY", "count": 49, "terms": [ { "term": "1192", "count": 49, "sections": 3, "gpa": 3.9693877551020407 } ] }, { "uid": "instructor_211ac5e1c3083072053e8882", "name": "MAHDI FAYAZI", "count": 49, "terms": [ { "term": "1262", "count": 49, "sections": 3, "gpa": 3.9693877551020407 } ] }, { "uid": "instructor_87e2e790c9d3d80e78ba7ba1", "name": "DIVYANSHU ARORA", "count": 47, "terms": [ { "term": "1194", "count": 47, "sections": 2, "gpa": 3.9893617021276597 } ] }, { "uid": "instructor_6d6130084f2657c504044b59", "name": "JOHN LEE", "count": 46, "terms": [ { "term": "1174", "count": 46, "sections": 3, "gpa": 4 } ] }, { "uid": "instructor_91d6aa12f84bced2b5361beb", "name": "BRITTNEY DEBOER", "count": 41, "terms": [ { "term": "1222", "count": 41, "sections": 3, "gpa": 4 } ] }, { "uid": "instructor_e7288b99354daa2333521e08", "name": "MEGHAN BRESLIN", "count": 41, "terms": [ { "term": "1224", "count": 41, "sections": 2, "gpa": 4 } ] }, { "uid": "instructor_6d2c96ce46e592f91c261af5", "name": "KATHERINE ADAMS", "count": 39, "terms": [ { "term": "1234", "count": 39, "sections": 2, "gpa": 4 } ] }, { "uid": "instructor_3ad836b550bb620dea90eb01", "name": "CHRISTOPHER JOHNSON", "count": 33, "terms": [ { "term": "1164", "count": 33, "sections": 2, "gpa": 4 } ] }, { "uid": "instructor_c933f9582217412b5da63bbd", "name": "DEYANG FENG", "count": 20, "terms": [ { "term": "1164", "count": 20, "sections": 1, "gpa": 4 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### interval #### lower 3.91 #### upper 4 #### coverage 80 #### terms 8 ### gpa 3.9738918258430287 ### grades | grade | percentage | | ----- | ------------------ | | A | 96.9418371083747 | | AB | 2.625468503671516 | | B | 0 | | BC | 0 | | C | 0 | | D | 0.4326943879537882 | | F | 0 | ### source Terms * 1262 * 1252 * 1242 * 1232 * 1222 ### source Count 224 ### same Season true ### historical Range * 3.936363636363636 * 4 ### backtest #### terms 8 #### gpa Error 0.028029151522479145 #### mix Error 4.2888083023288885