# ISYE 412: Fundamentals of Industrial Data Analytics | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_412) ## 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 9e59b32b108e5c91c04f48fda04ca48422715d9f69a17a6033ba6ee45930ed28 ### course id ISYE 412 ### course uid course\_4e8831b837f359daa4b2cadc ### catalog version id 2eccd24e6a5edc00c0c93e0367fa9c06105b18992a3a61e4998fd7e2aa282a37 ### course number 412 ### subjects * ISYE ### title FUNDAMENTALS OF INDUSTRIAL DATA ANALYTICS ### description Provides an understanding of the fundamentals of using data analytics to make data-driven decisions. Emphasizes applying techniques to industrial engineering problems. Focuses on formulating and solving real industrial problems with the appropriate modeling strategies and analytics principles for better decision making. ### requirements text (I SY E 210,E C E 331,STAT 311,324,MATH/​STAT  309,431, orMATH 531), graduate/professional standing, or member of Engineering Guest Students ### credits min 3 ### credits max 3 ### credit offering ids * 1272:490:024587 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 9dbd78ac4072457692121861ab3e959e3c4f253ac57240edf4f919a1a463d551 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ISYE 412 teaches the fundamentals of using data analytics to make data-driven decisions, emphasizing the application of modeling strategies and analytics principles to industrial engineering problems. ### llm topics * Modeling strategies and analytics principles * Industrial engineering problem solving * Data-driven decision making ### llm skills * Applying analytics techniques to industrial engineering problems * Formulating and solving industrial problems using modeling strategies * Making data-driven decisions using data analytics ### llm assumed background * Probability, statistics, and regression analysis * Mathematical statistics and probability theory * Statistical inference and R programming * Random processes and signal analysis ### llm search phrases * industrial data analytics * data-driven decisions * industrial engineering modeling * analytics principles * ISYE 412 fundamentals ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash b15009ab36143a359b38e7280898b2a17d20d50c34c53fa895e134cf4144aa2c #### course id ISYE 412 #### current instructors ```json [ { "instructor_uid": "instructor_a1901643e6418267a7946b79", "message": null, "name": "Tina Xu", "review_status": "supported", "rmp_instructor_id": "rmp:2592851", "summary": [ { "citations": [ { "instructor_name": "Tina Xu", "review_date": "2022-09-17 19:27:11 +0000 UTC", "review_id": "ed5e3710b6580068591acaf0", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM2NjQ3Njk2", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2022-10-04 01:41:37 +0000 UTC", "review_id": "5be7156f99472019cca708ee", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM2Njc1Mjgw", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2023-11-15 22:06:41 +0000 UTC", "review_id": "7bbd65938a692a2c07497f10", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM4NDAwMDkz", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" } ], "text": "Tina Xu reads from dense slides and provides illegible handwritten examples, which reviewers find unhelpful and boring. Some students report she is irritated by questions and fails to clarify concepts, leading to poor course quality ratings." }, { "citations": [ { "instructor_name": "Tina Xu", "review_date": "2024-01-24 23:13:55 +0000 UTC", "review_id": "562a079b7485a179fb88ee8d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM4OTIxNzg4", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2024-03-01 03:45:17 +0000 UTC", "review_id": "3cdd81ae4d653e25ae5451fd", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM5MDE0NTUx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2024-12-19 03:48:47 +0000 UTC", "review_id": "ba0d7bdeeaab0f32b730ecda", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTQwMzc2MTEx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" } ], "text": "Other students describe Xu as sweet and likeable, noting that her in-class examples and clear grading make the course an easy A with regular attendance and homework completion. These reviewers appreciate her extra credit and straightforward exam outlines." } ] } ] ``` #### difficulty workload Weekly homework consists of four to five questions covering lecture material, with an optional three percent extra credit opportunity available. ```json { "citations": [ { "instructor_name": "Tina Xu", "review_date": "2024-03-01 03:45:17 +0000 UTC", "review_id": "3cdd81ae4d653e25ae5451fd", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM5MDE0NTUx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2024-12-19 03:48:47 +0000 UTC", "review_id": "ba0d7bdeeaab0f32b730ecda", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTQwMzc2MTEx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" } ] } ``` #### errors None recorded. #### historical context None recorded. #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Tina Xu offers a straightforward path to high grades through clear exams and manageable homework, though lectures are often described as dull. ```json { "citations": [ { "instructor_name": "Tina Xu", "review_date": "2024-03-01 03:45:17 +0000 UTC", "review_id": "3cdd81ae4d653e25ae5451fd", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM5MDE0NTUx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2024-12-19 03:48:47 +0000 UTC", "review_id": "ba0d7bdeeaab0f32b730ecda", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTQwMzc2MTEx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.71 GPA, 82.1% A/AB (n=78 letter grades); Fall 2025: 3.50 GPA, 71.4% A/AB (n=42 letter grades); Spring 2026: 3.58 GPA, 72.9% A/AB (n=59 letter grades). ```json { "citations": [ { "course_id": "ISYE 412", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c002addf-9fd5-3461-964e-a96d2e614bf2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ISYE 412", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c002addf-9fd5-3461-964e-a96d2e614bf2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "ISYE 412", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c002addf-9fd5-3461-964e-a96d2e614bf2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Students report that slides are text-heavy and lectures are dry, while handwritten examples are often illegible and difficult to follow. ```json { "citations": [ { "instructor_name": "Tina Xu", "review_date": "2022-09-17 19:27:11 +0000 UTC", "review_id": "ed5e3710b6580068591acaf0", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM2NjQ3Njk2", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2022-10-04 01:41:37 +0000 UTC", "review_id": "5be7156f99472019cca708ee", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM2Njc1Mjgw", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2024-01-24 23:13:55 +0000 UTC", "review_id": "562a079b7485a179fb88ee8d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM4OTIxNzg4", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n10" ], "condition": null, "course": null, "evidence": "(I SY E 210,E C E 331,STAT 311,324,MATH/STAT 309,431, orMATH 531), graduate/professional standing, or member of Engineering Guest Students", "id": "n0", "kind": "any" }, { "children": [ "n3", "n4", "n5", "n6", "n7", "n8", "n9" ], "condition": null, "course": null, "evidence": "(I SY E 210,E C E 331,STAT 311,324,MATH/STAT 309,431, orMATH 531)", "id": "n1", "kind": "any" }, { "children": [], "condition": "graduate/professional standing", "course": null, 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15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 13, "quality": 2.38, "difficulty": 2.46, "quality_count": 13, "difficulty_count": 13, "profile_id": "rmp:2592851", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "match_basis": "exact_name", "observed_at": "2026-09-07 16:00:40.429510+00:00", "courses": { "course_5b7e840b49cedb60a91edc99": { "review_count": 4, "quality": 2.5, "difficulty": 2.5, "quality_count": 4, "difficulty_count": 4 }, "course_465855ee8f77f31be2f79f78": { "review_count": 3, "quality": 2, "difficulty": 2.33, "quality_count": 3, "difficulty_count": 3 }, "course_4e8831b837f359daa4b2cadc": { "review_count": 6, "quality": 2.5, "difficulty": 2.5, "quality_count": 6, "difficulty_count": 6 } }, "bayesian_quality": 3.1555671415433912, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/TINA_XU" } ] ``` ### offerings ```json [ { "run_id": 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"source_identified", "name": "KAIBO LIU", "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": 3.721, "graded": 608, "counts": [ 413, 103, 56, 28, 5, 2, 1 ], "sections": 65 }, "instructor_url": "/instructors/KAIBO_LIU--instructor_d9adb903b935b68370538d0d" }, { "instructor_uid": "instructor_ff8a6df431460bad47bd449c", "source": "madgrades", "source_instructor_id": "4566138", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JIAO XU", "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": 3.7, "graded": 2370, "counts": [ 1586, 373, 267, 84, 50, 9, 1 ], "sections": 50 }, "instructor_url": "/instructors/JIAO_XU--instructor_ff8a6df431460bad47bd449c" }, { "instructor_uid": "instructor_98d356f627cc288d40a5176d", "source": "madgrades", "source_instructor_id": "5877652", "identity_basis": "source_id", "identity_status": "source_identified", "name": "MIN HEE KIM", "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": 3.992, "graded": 64, "counts": [ 63, 1, 0, 0, 0, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/MIN_HEE_KIM--instructor_98d356f627cc288d40a5176d" }, { "instructor_uid": "instructor_c5801b16f43f334125816488", "source": "madgrades", "source_instructor_id": "6314730", "identity_basis": "source_id", "identity_status": "source_identified", "name": "QIAOMEI LI", "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": 3.862, "graded": 47, "counts": [ 38, 5, 4, 0, 0, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/QIAOMEI_LI--instructor_c5801b16f43f334125816488" }, { "instructor_uid": "instructor_7e2d26f878e48db51cdcc8ba", "source": "madgrades", "source_instructor_id": "5643309", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SUSAN OTTMANN", "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": 3.881, "graded": 318, "counts": [ 256, 55, 5, 1, 0, 0, 1 ], "sections": 19 }, "instructor_url": "/instructors/SUSAN_OTTMANN--instructor_7e2d26f878e48db51cdcc8ba" }, { "instructor_uid": "instructor_6c61686add2df5d30aa24c2f", "source": "madgrades", "source_instructor_id": "6484572", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JUNYI WU", "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": 3.942, "graded": 26, "counts": [ 24, 1, 1, 0, 0, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/JUNYI_WU" }, { "instructor_uid": "instructor_6f51247dcf40a286aefbc55f", "source": "madgrades", "source_instructor_id": "751189", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JAMES RINK", "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": 3.877, "graded": 53, "counts": [ 41, 11, 1, 0, 0, 0, 0 ], "sections": 3 }, "instructor_url": "/instructors/JAMES_RINK--instructor_6f51247dcf40a286aefbc55f" }, { "instructor_uid": "instructor_a0d7d0395d252a2fb9e206cf", "source": "madgrades", "source_instructor_id": "6276322", "identity_basis": "source_id", "identity_status": "source_identified", "name": "YE KWON HUH", "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": 3.942, "graded": 26, "counts": [ 24, 1, 1, 0, 0, 0, 0 ], "sections": 1 }, "instructor_url": "/instructors/YE_KWON_HUH--instructor_a0d7d0395d252a2fb9e206cf" }, { "instructor_uid": "instructor_a1901643e6418267a7946b79", "source": "enrollment", "source_instructor_id": "jxu25", "identity_basis": "netid", "identity_status": "source_identified", "name": "Tina Xu", "email": "JXU25@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", "ratings": { "review_count": 13, "quality": 2.38, "difficulty": 2.46, "quality_count": 13, "difficulty_count": 13, "profile_id": "rmp:2592851", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "match_basis": "exact_name", "observed_at": "2026-09-07 16:00:40.429510+00:00", "courses": { "course_5b7e840b49cedb60a91edc99": { "review_count": 4, "quality": 2.5, "difficulty": 2.5, "quality_count": 4, "difficulty_count": 4 }, "course_465855ee8f77f31be2f79f78": { "review_count": 3, "quality": 2, "difficulty": 2.33, "quality_count": 3, "difficulty_count": 3 }, "course_4e8831b837f359daa4b2cadc": { "review_count": 6, "quality": 2.5, "difficulty": 2.5, "quality_count": 6, "difficulty_count": 6 } }, "bayesian_quality": 3.1555671415433912, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/TINA_XU" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1174", "term_name": "Spring 2017", "instructors": [ "Kaibo Liu" ], "a": 16, "ab": 5, "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": 28, "source_aliases": [ "ISYE 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1182", "term_name": "Fall 2017", "instructors": [ "JIAO XU" ], "a": 20, "ab": 6, "b": 1, "bc": 1, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 29, "source_aliases": [ "ISYE 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "Kaibo Liu" ], "a": 67, "ab": 8, "b": 6, "bc": 4, "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 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "JIAO XU" ], "a": 33, "ab": 15, "b": 7, "bc": 2, "c": 2, "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": 59, "source_aliases": [ "ISYE 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "Kaibo Liu" ], "a": 60, "ab": 9, "b": 2, "bc": 4, "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": 78, "source_aliases": [ "ISYE 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "JIAO XU" ], "a": 47, "ab": 3, "b": 3, "bc": 4, "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": 57, "source_aliases": [ "ISYE 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Kaibo Liu" ], "a": 43, "ab": 1, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 3, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 48, "source_aliases": [ "ISYE 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "MIN HEE KIM" ], "a": 63, "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": 64, "source_aliases": [ "ISYE 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "JIAO XU" ], "a": 38, "ab": 2, "b": 5, "bc": 0, "c": 2, "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 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "JIAO XU", "Kaibo Liu" ], "a": 71, "ab": 6, "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 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "JIAO XU" ], "a": 53, "ab": 6, "b": 4, "bc": 1, "c": 2, "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 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "JIAO XU" ], "a": 43, "ab": 5, "b": 3, "bc": 2, "c": 1, "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": 55, "source_aliases": [ "ISYE 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "JIAO XU", "QIAOMEI LI" ], "a": 38, "ab": 5, "b": 4, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 47, "source_aliases": [ "ISYE 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "JIAO XU", "Kaibo Liu", "SUSAN OTTMANN" ], "a": 71, "ab": 6, "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 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "JIAO XU" ], "a": 45, "ab": 5, "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": 51, "source_aliases": [ "ISYE 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "JAMES RINK", "JUNYI WU", "Kaibo Liu", "YE KWON HUH" ], "a": 53, "ab": 11, "b": 9, "bc": 4, "c": 1, "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": 79, "source_aliases": [ "ISYE 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "JIAO XU" ], "a": 20, "ab": 10, "b": 6, "bc": 4, "c": 2, "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": 42, "source_aliases": [ "ISYE 412" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 412", "course_uid": "course_4e8831b837f359daa4b2cadc", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "JIAO XU", "Kaibo Liu" ], "a": 40, "ab": 3, "b": 9, "bc": 5, "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": 59, "source_aliases": [ "ISYE 412" ] } ] ``` ### statistics #### gpa 3.798 #### graded 1049 #### counts * 821 * 107 * 71 * 34 * 13 * 2 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_4e8831b837f359daa4b2cadc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_4e8831b837f359daa4b2cadc-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_4e8831b837f359daa4b2cadc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_4e8831b837f359daa4b2cadc-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_4e8831b837f359daa4b2cadc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_4e8831b837f359daa4b2cadc-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_4e8831b837f359daa4b2cadc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_4e8831b837f359daa4b2cadc-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_4e8831b837f359daa4b2cadc-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_4e8831b837f359daa4b2cadc-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.798379408960915 #### count 1049 #### university ##### size 5164 ##### gpa Percentile 56 ##### count Percentile 89 ##### median Count 162 ##### 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 | 272 | false | | 3.2–3.6 | 1288 | false | | 3.6–4.0 | 3595 | true | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 61, "gpaPercentile": 62, "countPercentile": 90, "medianCount": 247, "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": 11, "current": false }, { "range": "3.6–4.0", "count": 47, "current": true } ] } } ] ``` ### terms #### 1174 ##### term 1174 ##### gpa 3.642857142857143 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1182 ##### term 1182 ##### gpa 3.8035714285714284 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1184 ##### term 1184 ##### gpa 3.7906976744186047 ##### count 86 ##### university ###### size 1010 ###### gpa Percentile 77 ###### count Percentile 61 ###### 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": 67, "countPercentile": 81, "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 3.635593220338983 ##### count 59 ##### university ###### size 1077 ###### gpa Percentile 60 ###### count Percentile 43 ###### 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": 35, "countPercentile": 25, "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 3.75 ##### count 78 ##### university ###### size 1040 ###### gpa Percentile 72 ###### count Percentile 57 ###### 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": 57, "countPercentile": 76, "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 3.8157894736842106 ##### count 57 ##### university ###### size 1102 ###### gpa Percentile 77 ###### count Percentile 41 ###### 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": 68, "countPercentile": 32, "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 3.966666666666667 ##### count 45 ##### university ###### size 1012 ###### gpa Percentile 87 ###### count Percentile 29 ###### 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": 80, "countPercentile": 25, "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 3.9921875 ##### count 64 ##### university ###### size 1111 ###### gpa Percentile 96 ###### count Percentile 46 ###### 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": 95, "countPercentile": 63, "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 3.7872340425531914 ##### count 47 ##### university ###### size 1157 ###### gpa Percentile 69 ###### count Percentile 33 ###### 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": 65, "countPercentile": 43, "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 3.91875 ##### count 80 ##### university ###### size 1171 ###### gpa Percentile 85 ###### count Percentile 60 ###### 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": 71, "countPercentile": 88, "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 3.8106060606060606 ##### count 66 ##### university ###### size 1216 ###### gpa Percentile 71 ###### 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 | 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": 61, "countPercentile": 78, "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 3.8055555555555554 ##### count 54 ##### university ###### size 1188 ###### gpa Percentile 70 ###### count Percentile 40 ###### 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": 74, "countPercentile": 52, "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 3.8617021276595747 ##### count 47 ##### university ###### size 1295 ###### gpa Percentile 75 ###### count Percentile 33 ###### 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": 73, "countPercentile": 41, "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 3.91875 ##### count 80 ##### university ###### size 1241 ###### gpa Percentile 83 ###### count Percentile 59 ###### 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": 85, "countPercentile": 80, "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 3.9313725490196076 ##### count 51 ##### university ###### size 1333 ###### gpa Percentile 85 ###### count Percentile 36 ###### 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": 83, "countPercentile": 39, "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 3.7115384615384617 ##### count 78 ##### university ###### size 1289 ###### gpa Percentile 53 ###### count Percentile 57 ###### 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": 43, "countPercentile": 81, "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 3.5 ##### count 42 ##### university ###### size 1320 ###### gpa Percentile 29 ###### count Percentile 24 ###### 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 | true | | 3.6–4.0 | 797 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 25, "gpaPercentile": 25, "countPercentile": 21, "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": true }, { "range": "3.6–4.0", "count": 15, "current": false } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.5762711864406778 ##### count 59 ##### university ###### size 1283 ###### gpa Percentile 36 ###### count Percentile 44 ###### 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 | true | | 3.6–4.0 | 789 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 22, "gpaPercentile": 19, "countPercentile": 57, "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": true }, { "range": "3.6–4.0", "count": 17, "current": false } ] } } ] ``` ### benchmarks #### all ##### school ###### size 5164 ###### gpa 3.6978363865483015 ###### top Share 84.18825312024086 ###### count 162 ##### ISYE ###### size 61 ###### gpa 3.7112853701294415 ###### top Share 85.07046090622192 ###### count 247 #### terms ##### 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_ff8a6df431460bad47bd449c", "name": "JIAO XU", "count": 581, "terms": [ { "term": "1182", "count": 28, "sections": 1, "gpa": 3.8035714285714284 }, { "term": "1192", "count": 59, "sections": 1, "gpa": 3.635593220338983 }, { "term": "1202", "count": 57, "sections": 1, "gpa": 3.8157894736842106 }, { "term": "1222", "count": 47, "sections": 1, "gpa": 3.7872340425531914 }, { "term": "1224", "count": 54, "sections": 1, "gpa": 3.935185185185185 }, { "term": "1232", "count": 66, "sections": 1, "gpa": 3.8106060606060606 }, { "term": "1234", "count": 54, "sections": 1, "gpa": 3.8055555555555554 }, { "term": "1242", "count": 47, "sections": 1, "gpa": 3.8617021276595747 }, { "term": "1244", "count": 57, "sections": 1, "gpa": 3.9210526315789473 }, { "term": "1252", "count": 51, "sections": 1, "gpa": 3.9313725490196076 }, { "term": "1262", "count": 42, "sections": 1, "gpa": 3.5 }, { "term": "1264", "count": 19, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_d9adb903b935b68370538d0d", "name": "KAIBO LIU", "count": 378, "terms": [ { "term": "1174", "count": 28, "sections": 1, "gpa": 3.642857142857143 }, { "term": "1184", "count": 86, "sections": 2, "gpa": 3.7906976744186047 }, { "term": "1194", "count": 78, "sections": 2, "gpa": 3.75 }, { "term": "1204", "count": 45, "sections": 1, "gpa": 3.966666666666667 }, { "term": "1224", "count": 26, "sections": 1, "gpa": 3.8846153846153846 }, { "term": "1244", "count": 23, "sections": 1, "gpa": 3.9130434782608696 }, { "term": "1254", "count": 52, "sections": 1, "gpa": 3.5961538461538463 }, { "term": "1264", "count": 40, "sections": 1, "gpa": 3.375 } ] }, { "uid": "instructor_98d356f627cc288d40a5176d", "name": "MIN HEE KIM", "count": 64, "terms": [ { "term": "1212", "count": 64, "sections": 1, "gpa": 3.9921875 } ] }, { "uid": "instructor_c5801b16f43f334125816488", "name": "QIAOMEI LI", "count": 47, "terms": [ { "term": "1242", "count": 47, "sections": 1, "gpa": 3.8617021276595747 } ] }, { "uid": "instructor_6c61686add2df5d30aa24c2f", "name": "JUNYI WU", "count": 26, "terms": [ { "term": "1254", "count": 26, "sections": 1, "gpa": 3.9423076923076925 } ] }, { "uid": "instructor_6f51247dcf40a286aefbc55f", "name": "JAMES RINK", "count": 26, "terms": [ { "term": "1254", "count": 26, "sections": 1, "gpa": 3.9423076923076925 } ] }, { "uid": "instructor_a0d7d0395d252a2fb9e206cf", "name": "YE KWON HUH", "count": 26, "terms": [ { "term": "1254", "count": 26, "sections": 1, "gpa": 3.9423076923076925 } ] }, { "uid": "instructor_7e2d26f878e48db51cdcc8ba", "name": "SUSAN OTTMANN", "count": 23, "terms": [ { "term": "1244", "count": 23, "sections": 1, "gpa": 3.9130434782608696 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### interval #### lower 3.37 #### upper 4 #### coverage 80 #### terms 6 ### gpa 3.7538281674731975 ### grades | grade | percentage | | ----- | ------------------ | | A | 72.63913345551565 | | AB | 13.34444784646399 | | B | 8.55593388828948 | | BC | 3.0638883566061095 | | C | 2.3965964531247526 | | D | 0 | | F | 0 | ### source Terms * 1262 * 1252 * 1242 * 1232 * 1222 ### source Count 253 ### same Season true ### historical Range * 3.5 * 3.9313725490196076 ### backtest #### terms 6 #### gpa Error 0.13712023882705515 #### mix Error 15.152729824195484