# ISYE 620: Simulation Modeling and Analysis | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_620) ## 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 ef3bcc8e587910e75af06b616baf6d2997ff84b769410335b5c55c0912cb3b96 ### course id ISYE 620 ### course uid course\_09c039c86b53e8a4f43692e5 ### catalog version id d9408aa486476f7ae058b04354b06078161a8c4871fe90c678299c0e50f7820a ### course number 620 ### subjects * ISYE ### title SIMULATION MODELING AND ANALYSIS ### description Introduction to simulation modeling and analysis techniques with application to production, logistics, service, and other systems. Emphasis on model building, application of basic statistical data analysis, and the use of simulation for design, evaluation, and improvement of such systems. Introduction to available software. Case studies. ### requirements text (COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300) and (STAT 224,312,324, orSTAT/​MATH  310), graduate/professional standing, or member of Engineering Guest Students ### credit offering ids None recorded. ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id ff1d79a7290b28a3ab0e880e3810e2df9d60f19f673b9d4be4af7ed82fedd522 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ISYE 620 introduces simulation modeling and statistical analysis for designing and evaluating production, logistics, and service systems. ### llm topics * Simulation modeling techniques. * Applications in production, logistics, and service systems. * Statistical data analysis for simulation. * System design, evaluation, and improvement via simulation. ### llm skills * Simulation modeling and analysis techniques. * Model building and system design/evaluation using simulation. * Application of basic statistical data analysis to simulation results. ### llm assumed background * Programming fundamentals in Python or Java, object-oriented design, and statistical inference methods. * Probability theory, statistical estimation, and hypothesis testing. ### llm search phrases * simulation modeling techniques * statistical data analysis for systems * production logistics simulation * service system evaluation * simulation software tools ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 0cf896bcf8aa9c8f7c7a28e71e5c026fb22286aec205a86c390789181a3aae56 #### course id ISYE 620 #### current instructors None recorded. #### difficulty workload Historical reviews of Leyuan Shi: One reviewer rated the difficulty low and noted the course content was useful for practical application or qualifying exams. ```json { "citations": [ { "instructor_name": "Leyuan Shi", "review_date": "2013-08-15 12:01:30 +0000 UTC", "review_id": "b46406ccb11ab83bdb41a34c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:587712", "source_review_id": "UmF0aW5nLTIyMDU1OTM5", "source_url": "https://www.ratemyprofessors.com/professor/587712", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews of Leyuan Shi: Leyuan Shi's teaching for ISYE 620 received polarized reviews. One student found her practical and helpful for exams, while another criticized her for missing half the classes and called her the worst professor. ```json { "citations": [ { "instructor_name": "Leyuan Shi", "review_date": "2013-08-15 12:01:30 +0000 UTC", "review_id": "b46406ccb11ab83bdb41a34c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:587712", "source_review_id": "UmF0aW5nLTIyMDU1OTM5", "source_url": "https://www.ratemyprofessors.com/professor/587712", "type": "review" }, { "instructor_name": "Leyuan Shi", "review_date": "2014-02-24 21:16:05 +0000 UTC", "review_id": "b0cbd8669bdeef2d44969079", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:587712", "source_review_id": "UmF0aW5nLTIyODY0MTYw", "source_url": "https://www.ratemyprofessors.com/professor/587712", "type": "review" } ] } ``` #### offered false #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Reviews for historical instructor Leyuan Shi are polarized, ranging from a great experience teaching practical knowledge to severe complaints about unprofessionalism and missed classes. ```json { "citations": [ { "instructor_name": "Leyuan Shi", "review_date": "2013-08-15 12:01:30 +0000 UTC", "review_id": "b46406ccb11ab83bdb41a34c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:587712", "source_review_id": "UmF0aW5nLTIyMDU1OTM5", "source_url": "https://www.ratemyprofessors.com/professor/587712", "type": "review" }, { "instructor_name": "Leyuan Shi", "review_date": "2014-02-24 21:16:05 +0000 UTC", "review_id": "b0cbd8669bdeef2d44969079", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:587712", "source_review_id": "UmF0aW5nLTIyODY0MTYw", "source_url": "https://www.ratemyprofessors.com/professor/587712", "type": "review" } ] } ``` Recent recorded grades — Spring 2020: 3.58 GPA, 83.3% A/AB (n=6 letter grades); Spring 2022: 3.64 GPA, 83.3% A/AB (n=18 letter grades); Spring 2023: 3.50 GPA, 61.5% A/AB (n=13 letter grades). ```json { "citations": [ { "course_id": "ISYE 620", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "ISYE 620", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ISYE 620", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1234", "type": "grade" } ] } ``` #### student experience Historical reviews of Leyuan Shi: A student reported a negative experience, describing the instructor as the worst they had seen due to frequent absences. ```json { "citations": [ { "instructor_name": "Leyuan Shi", "review_date": "2014-02-24 21:16:05 +0000 UTC", "review_id": "b0cbd8669bdeef2d44969079", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:587712", "source_review_id": "UmF0aW5nLTIyODY0MTYw", "source_url": "https://www.ratemyprofessors.com/professor/587712", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history LEYUAN SHI is recorded teaching in Spring 2009, Spring 2013, Spring 2014, Spring 2015, Spring 2016, Spring 2018, Spring 2019, Spring 2020, Spring 2022, Spring 2023. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "source_record": { "entity_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1094", "type": "grade" }, { "course_id": "ISYE 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "source_record": { "entity_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1134", "type": "grade" }, { "course_id": "ISYE 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "source_record": { "entity_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1144", "type": "grade" }, { "course_id": "ISYE 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "source_record": { "entity_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1154", "type": "grade" }, { "course_id": "ISYE 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "source_record": { "entity_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1164", "type": "grade" }, { "course_id": "ISYE 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "source_record": { "entity_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1184", "type": "grade" }, { "course_id": "ISYE 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "source_record": { "entity_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "ISYE 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "source_record": { "entity_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "ISYE 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "source_record": { "entity_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ISYE 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "source_record": { "entity_id": "0ab4e206-942f-3a5e-8cb5-e59badabcdf0", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3" ], "condition": null, "course": null, "evidence": "(COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300) and (STAT 224,312,324, orSTAT/MATH 310), graduate/professional standing, or member of Engineering Guest Students", "id": "n0", "kind": "any" }, { "children": [ "n4", "n5" ], "condition": null, "course": null, "evidence": "(COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300) and (STAT 224,312,324, orSTAT/MATH 310)", "id": "n1", "kind": "all" }, { "children": [], "condition": "graduate/professional standing", "course": null, "evidence": "graduate/professional standing", "id": "n2", "kind": "condition" }, { "children": [], "condition": "member of Engineering Guest Students", "course": null, "evidence": "member of Engineering Guest Students", "id": "n3", "kind": "condition" }, { "children": [ "n6", "n7", "n8", "n9", "n10", "n11" ], "condition": null, "course": null, "evidence": "COMP SCI 200,220,300, 301, 302, or placement intoCOMP SCI 300", "id": "n4", "kind": "any" }, { "children": [ "n12", "n13", "n14", "n15" ], "condition": null, "course": null, "evidence": "STAT 224,312,324, orSTAT/MATH 310", "id": "n5", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 200, "minimum_grade": null, "subjects": [ "COMPSCI" ], "timing": "prior" }, "evidence": "COMP SCI 200", "id": "n6", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 220, "minimum_grade": null, "subjects": [ "COMPSCI" ], "timing": "prior" }, "evidence": "220", "id": "n7", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 300, "minimum_grade": null, "subjects": [ "COMPSCI" ], "timing": "prior" }, "evidence": "300", "id": "n8", "kind": "course" }, { "children": [], "condition": "301", "course": null, "evidence": "301", "id": "n9", "kind": "condition" }, { "children": [], "condition": "302", "course": null, "evidence": "302", "id": "n10", "kind": "condition" }, { "children": [], "condition": "placement intoCOMP SCI 300", "course": null, "evidence": "placement intoCOMP SCI 300", "id": "n11", "kind": "condition" }, { "children": [], "condition": "STAT 224", "course": null, "evidence": "STAT 224", "id": "n12", "kind": "condition" }, { "children": [], "condition": null, "course": { "course_number": 312, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "312", "id": "n13", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 324, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "324", "id": "n14", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 310, "minimum_grade": null, "subjects": [ "MATH", "STAT" ], "timing": "prior" }, "evidence": "STAT/MATH 310", "id": "n15", "kind": "course" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_927f3682fcf21e857230442c", "source": "madgrades", "source_instructor_id": "462599", "identity_basis": "source_id", "identity_status": "source_identified", "name": "STEPHEN MICHAEL ROBINSON", "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": 3.497, "graded": 336, "counts": [ 206, 42, 45, 16, 10, 9, 8 ], "sections": 17 }, "instructor_url": "/instructors/STEPHEN_MICHAEL_ROBINSON" }, { "instructor_uid": "instructor_3bfb9698df128aba89bf336b", "source": "madgrades", "source_instructor_id": "2601884", "identity_basis": "source_id", "identity_status": "source_identified", "name": "VICKI BIER", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 3, "quality": 3.33, "difficulty": 2.67, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:1516986", "source_url": "https://www.ratemyprofessors.com/professor/1516986", "match_basis": "exact_name", "observed_at": "2026-09-07 16:00:09.055608+00:00", "courses": { "course_465855ee8f77f31be2f79f78": { "review_count": 3, "quality": 3.33, "difficulty": 2.67, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.6166832900405175, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.335, "graded": 1674, "counts": [ 627, 398, 331, 169, 122, 23, 4 ], "sections": 108 }, "instructor_url": "/instructors/VICKI_BIER" }, { "instructor_uid": "instructor_58f6cf40228e1a94cbc24937", "source": "madgrades", "source_instructor_id": "2600096", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LEYUAN SHI", "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": 2, "quality": 3, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:587712", "source_url": "https://www.ratemyprofessors.com/professor/587712", "match_basis": "exact_name", "observed_at": "2026-09-07 16:23:28.899634+00:00", "courses": { "course_09c039c86b53e8a4f43692e5": { "review_count": 2, "quality": 3, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.5997143486787233, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.452, "graded": 879, "counts": [ 374, 234, 153, 71, 37, 9, 1 ], "sections": 98 }, "instructor_url": "/instructors/LEYUAN_SHI--instructor_58f6cf40228e1a94cbc24937" }, { "instructor_uid": "instructor_cea9a599044c1814cd5e3410", "source": "madgrades", "source_instructor_id": "4141085", "identity_basis": "source_id", "identity_status": "source_identified", "name": "WEIWEI CHEN", "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": 3.653, "graded": 36, "counts": [ 21, 7, 7, 0, 1, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/WEIWEI_CHEN" }, { "instructor_uid": "instructor_b2d8167579562c73fea3c408", "source": "madgrades", "source_instructor_id": "517723", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JAMES LUEDTKE", "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": 3.29, "graded": 1302, "counts": [ 516, 182, 349, 108, 122, 22, 3 ], "sections": 86 }, "instructor_url": "/instructors/JAMES_LUEDTKE" }, { "instructor_uid": "instructor_6bf34d8593da49f7cc672537", "source": "madgrades", "source_instructor_id": "4697306", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SOONHUI LEE", "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": 3.376, "graded": 287, "counts": [ 85, 81, 95, 17, 9, 0, 0 ], "sections": 17 }, "instructor_url": "/instructors/SOONHUI_LEE" }, { "instructor_uid": "instructor_23ecd55217e36380e4412939", "source": "madgrades", "source_instructor_id": "4462475", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MAJID AKSARI", "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": 3.353, "graded": 34, "counts": [ 13, 6, 10, 4, 0, 1, 0 ], "sections": 1 }, "instructor_url": "/instructors/MAJID_AKSARI" }, { "instructor_uid": "instructor_2af1896c776681367f7ebc86", "source": "madgrades", "source_instructor_id": "4730913", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HONGBO MENG", "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": 3.492, "graded": 311, "counts": [ 123, 105, 56, 17, 7, 2, 1 ], "sections": 11 }, "instructor_url": "/instructors/HONGBO_MENG" }, { "instructor_uid": "instructor_074434b2ab7e90e30f2224f9", "source": "madgrades", "source_instructor_id": "6166290", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CHAORAN 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", "grade_statistics": { "gpa": 3.602, "graded": 54, "counts": [ 24, 17, 13, 0, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/CHAORAN_WANG" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1074", "term_name": "Spring 2007", "instructors": [ "STEPHEN MICHAEL ROBINSON" ], "a": 17, "ab": 3, "b": 4, "bc": 1, "c": 0, "d": 1, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 27, "source_aliases": [ "ISYE 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1094", "term_name": "Spring 2009", "instructors": [ "LEYUAN SHI", "VICKI BIER", "Weiqi Chen" ], "a": 21, "ab": 7, "b": 7, "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": 36, "source_aliases": [ "ISYE 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1104", "term_name": "Spring 2010", "instructors": [ "JAMES LUEDTKE" ], "a": 12, "ab": 10, "b": 15, "bc": 12, "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": 50, "source_aliases": [ "ISYE 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1114", "term_name": "Spring 2011", "instructors": [ "SOONHUI LEE" ], "a": 3, "ab": 6, "b": 6, "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": 16, "source_aliases": [ "ISYE 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1124", "term_name": "Spring 2012", "instructors": [ "SOONHUI LEE" ], "a": 6, "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": 15, "source_aliases": [ "ISYE 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1134", "term_name": "Spring 2013", "instructors": [ "LEYUAN SHI", "MAJID AKSARI" ], "a": 13, "ab": 6, "b": 10, "bc": 4, "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": 34, "source_aliases": [ "ISYE 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1144", "term_name": "Spring 2014", "instructors": [ "HONGBO MENG", "LEYUAN SHI" ], "a": 21, "ab": 13, "b": 4, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 39, "source_aliases": [ "ISYE 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1154", "term_name": "Spring 2015", "instructors": [ "HONGBO MENG", "LEYUAN SHI" ], "a": 13, "ab": 4, "b": 5, "bc": 2, "c": 2, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 27, "source_aliases": [ "ISYE 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1164", "term_name": "Spring 2016", "instructors": [ "HONGBO MENG", "LEYUAN SHI" ], "a": 6, "ab": 8, "b": 8, "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": 23, "source_aliases": [ "ISYE 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1174", "term_name": "Spring 2017", "instructors": [ "JAMES LUEDTKE" ], "a": 11, "ab": 5, "b": 11, "bc": 3, "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 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "LEYUAN SHI" ], "a": 8, "ab": 8, "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": 21, "source_aliases": [ "ISYE 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "LEYUAN SHI" ], "a": 4, "ab": 4, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 10, "source_aliases": [ "ISYE 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "LEYUAN SHI" ], "a": 2, "ab": 3, "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": 6, "source_aliases": [ "ISYE 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "LEYUAN SHI" ], "a": 8, "ab": 7, "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": 18, "source_aliases": [ "ISYE 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 620", "course_uid": "course_09c039c86b53e8a4f43692e5", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "CHAORAN WANG", "LEYUAN SHI" ], "a": 5, "ab": 3, "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": 13, "source_aliases": [ "ISYE 620" ] } ] ``` ### statistics #### gpa 3.474 #### graded 363 #### counts * 150 * 93 * 89 * 23 * 4 * 3 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_09c039c86b53e8a4f43692e5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_09c039c86b53e8a4f43692e5-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_09c039c86b53e8a4f43692e5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_09c039c86b53e8a4f43692e5-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_09c039c86b53e8a4f43692e5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_09c039c86b53e8a4f43692e5-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_09c039c86b53e8a4f43692e5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_09c039c86b53e8a4f43692e5-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.4738292011019283 #### count 363 #### university ##### size 3664 ##### gpa Percentile 27 ##### count Percentile 72 ##### median Count 152 ##### 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 | 24 | false | | 2.8–3.2 | 310 | false | | 3.2–3.6 | 1131 | true | | 3.6–4.0 | 2199 | false | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 49, "gpaPercentile": 17, "countPercentile": 60, "medianCount": 274, "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": 13, "current": true }, { "range": "3.6–4.0", "count": 33, "current": false } ] } } ] ``` ### terms #### 1074 ##### term 1074 ##### gpa 3.4814814814814814 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1094 ##### term 1094 ##### gpa 3.6527777777777777 ##### count 36 ##### university ###### size 758 ###### gpa Percentile 73 ###### count Percentile 12 ###### median Count 71 ###### 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 | 35 | false | | 2.8–3.2 | 226 | false | | 3.2–3.6 | 259 | false | | 3.6–4.0 | 236 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 12, "gpaPercentile": 64, "countPercentile": 9, "medianCount": 39, "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": 4, "current": false }, { "range": "3.2–3.6", "count": 1, "current": false }, { "range": "3.6–4.0", "count": 6, "current": true } ] } } ] ``` #### 1104 ##### term 1104 ##### gpa 3.2 ##### count 50 ##### university ###### size 793 ###### gpa Percentile 33 ###### count Percentile 36 ###### 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 | 4 | false | | 2.4–2.8 | 49 | false | | 2.8–3.2 | 205 | false | | 3.2–3.6 | 294 | true | | 3.6–4.0 | 241 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 12, "gpaPercentile": 9, "countPercentile": 82, "medianCount": 43, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 6, "current": true }, { "range": "3.6–4.0", "count": 5, "current": false } ] } } ] ``` #### 1114 ##### term 1114 ##### gpa 3.34375 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1124 ##### term 1124 ##### gpa 3.6 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1134 ##### term 1134 ##### gpa 3.3529411764705883 ##### count 34 ##### university ###### size 852 ###### gpa Percentile 44 ###### count Percentile 10 ###### 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 | 30 | false | | 2.8–3.2 | 229 | false | | 3.2–3.6 | 304 | true | | 3.6–4.0 | 287 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 18, "gpaPercentile": 29, "countPercentile": 6, "medianCount": 44.5, "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": 5, "current": true }, { "range": "3.6–4.0", "count": 9, "current": false } ] } } ] ``` #### 1144 ##### term 1144 ##### gpa 3.723684210526316 ##### count 38 ##### university ###### size 878 ###### gpa Percentile 75 ###### count Percentile 15 ###### 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 | 4 | false | | 2.4–2.8 | 30 | false | | 2.8–3.2 | 243 | false | | 3.2–3.6 | 302 | false | | 3.6–4.0 | 299 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 14, "gpaPercentile": 62, "countPercentile": 0, "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": 2, "current": false }, { "range": "3.2–3.6", "count": 6, "current": false }, { "range": "3.6–4.0", "count": 6, "current": true } ] } } ] ``` #### 1154 ##### term 1154 ##### gpa 3.3703703703703702 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1164 ##### term 1164 ##### gpa 3.4545454545454546 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1174 ##### term 1174 ##### gpa 3.4 ##### count 30 ##### university ###### size 955 ###### gpa Percentile 43 ###### count Percentile 0 ###### 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 | true | | 3.6–4.0 | 369 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 20, "gpaPercentile": 42, "countPercentile": 0, "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": true }, { "range": "3.6–4.0", "count": 10, "current": false } ] } } ] ``` #### 1184 ##### term 1184 ##### gpa 3.5714285714285716 ##### count 21 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1194 ##### term 1194 ##### gpa 3.6 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1204 ##### term 1204 ##### gpa 3.5833333333333335 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1224 ##### term 1224 ##### gpa 3.638888888888889 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1234 ##### term 1234 ##### gpa 3.5 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | ### benchmarks #### all ##### school ###### size 3664 ###### gpa 3.6366384826453317 ###### top Share 80.4821536666413 ###### count 152 ##### ISYE ###### size 49 ###### gpa 3.6799715296259605 ###### top Share 82.97473755801964 ###### count 274 #### terms ##### 1074 ###### school ###### size 695 ###### gpa 3.3616924722887376 ###### top Share 63.22509110105764 ###### count 69 ##### 1094 ###### school ###### size 758 ###### gpa 3.3891454428111527 ###### top Share 64.36369814389255 ###### count 71 ###### ISYE ###### size 12 ###### gpa 3.4056079638285452 ###### top Share 65.2521379730913 ###### count 39 ##### 1104 ###### school ###### size 793 ###### gpa 3.384661458923085 ###### top Share 64.6614752434143 ###### count 66 ###### ISYE ###### size 12 ###### gpa 3.5102873708512288 ###### top Share 73.77337837858025 ###### count 43 ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ###### ISYE ###### size 11 ###### gpa 3.412841793537643 ###### top Share 66.98646701950561 ###### count 44 ##### 1124 ###### school ###### size 821 ###### gpa 3.406589342026613 ###### top Share 66.35774230127205 ###### count 67 ###### ISYE ###### size 13 ###### gpa 3.5687689324418694 ###### top Share 73.75416475235485 ###### count 44 ##### 1134 ###### school ###### size 852 ###### gpa 3.4138934207568203 ###### top Share 66.35946578182744 ###### count 66 ###### ISYE ###### size 18 ###### gpa 3.5162768347554625 ###### top Share 75.28474381169617 ###### count 44.5 ##### 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 ##### 1154 ###### school ###### size 935 ###### gpa 3.4282378385810093 ###### top Share 67.66674668721691 ###### count 63 ###### ISYE ###### size 15 ###### gpa 3.5190347673022537 ###### top Share 74.22854110198433 ###### count 51 ##### 1164 ###### school ###### size 965 ###### gpa 3.46491230798535 ###### top Share 69.92376287143657 ###### count 68 ###### ISYE ###### size 19 ###### gpa 3.629939118306125 ###### top Share 80.5561261302253 ###### count 49 ##### 1174 ###### school ###### size 955 ###### gpa 3.4597947384071412 ###### top Share 69.5290038366363 ###### count 69 ###### ISYE ###### size 20 ###### gpa 3.548290744949521 ###### top Share 73.96475892889286 ###### count 57.5 ##### 1184 ###### school ###### size 1010 ###### gpa 3.47925290354517 ###### top Share 70.86270937115944 ###### count 68 ###### ISYE ###### size 22 ###### gpa 3.5566129214689735 ###### top Share 75.3813579514971 ###### count 57 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ###### ISYE ###### size 22 ###### gpa 3.629795980115166 ###### top Share 79.27647395270196 ###### count 65 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### ISYE ###### size 21 ###### gpa 3.826924971533834 ###### top Share 92.62448121984468 ###### count 57 ##### 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 ##### 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 ## instructor Trends ```json [ { "uid": "instructor_58f6cf40228e1a94cbc24937", "name": "LEYUAN SHI", "count": 225, "terms": [ { "term": "1094", "count": 36, "sections": 1, "gpa": 3.6527777777777777 }, { "term": "1134", "count": 34, "sections": 1, "gpa": 3.3529411764705883 }, { "term": "1144", "count": 38, "sections": 1, "gpa": 3.723684210526316 }, { "term": "1154", "count": 27, "sections": 1, "gpa": 3.3703703703703702 }, { "term": "1164", "count": 22, "sections": 1, "gpa": 3.4545454545454546 }, { "term": "1184", "count": 21, "sections": 1, "gpa": 3.5714285714285716 }, { "term": "1194", "count": 10, "sections": 1, "gpa": 3.6 }, { "term": "1204", "count": 6, "sections": 1, "gpa": 3.5833333333333335 }, { "term": "1224", "count": 18, "sections": 1, "gpa": 3.638888888888889 }, { "term": "1234", "count": 13, "sections": 1, "gpa": 3.5 } ] }, { "uid": "instructor_2af1896c776681367f7ebc86", "name": "HONGBO MENG", "count": 87, "terms": [ { "term": "1144", "count": 38, "sections": 1, "gpa": 3.723684210526316 }, { "term": "1154", "count": 27, "sections": 1, "gpa": 3.3703703703703702 }, { "term": "1164", "count": 22, "sections": 1, "gpa": 3.4545454545454546 } ] }, { "uid": "instructor_b2d8167579562c73fea3c408", "name": "JAMES LUEDTKE", "count": 80, "terms": [ { "term": "1104", "count": 50, "sections": 1, "gpa": 3.2 }, { "term": "1174", "count": 30, "sections": 1, "gpa": 3.4 } ] }, { "uid": "instructor_3bfb9698df128aba89bf336b", "name": "VICKI BIER", "count": 36, "terms": [ { "term": "1094", "count": 36, "sections": 1, "gpa": 3.6527777777777777 } ] }, { "uid": "instructor_cea9a599044c1814cd5e3410", "name": "WEIWEI CHEN", "count": 36, "terms": [ { "term": "1094", "count": 36, "sections": 1, "gpa": 3.6527777777777777 } ] }, { "uid": "instructor_23ecd55217e36380e4412939", "name": "MAJID AKSARI", "count": 34, "terms": [ { "term": "1134", "count": 34, "sections": 1, "gpa": 3.3529411764705883 } ] }, { "uid": "instructor_6bf34d8593da49f7cc672537", "name": "SOONHUI LEE", "count": 31, "terms": [ { "term": "1114", "count": 16, "sections": 1, "gpa": 3.34375 }, { "term": "1124", "count": 15, "sections": 1, "gpa": 3.6 } ] }, { "uid": "instructor_927f3682fcf21e857230442c", "name": "STEPHEN MICHAEL ROBINSON", "count": 27, "terms": [ { "term": "1074", "count": 27, "sections": 1, "gpa": 3.4814814814814814 } ] }, { "uid": "instructor_074434b2ab7e90e30f2224f9", "name": "CHAORAN WANG", "count": 13, "terms": [ { "term": "1234", "count": 13, "sections": 1, "gpa": 3.5 } ] } ] ``` ## following None recorded.