# ISYE 312: Data Management and Analysis for Industrial Engineers | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_312) ## 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 6b1241a974f40dbdb9aa7ad4ce4ad59ea0e23b2df920c7a77bb267d27fb67ad6 ### course id ISYE 312 ### course uid course\_5b7e840b49cedb60a91edc99 ### catalog version id 3918d14367c8b0f9bacc1d45b58bb25b630083f2b0b33db766d22c5672b04d8f ### course number 312 ### subjects * ISYE ### title DATA MANAGEMENT AND ANALYSIS FOR INDUSTRIAL ENGINEERS ### description Fundamentals of data management and analysis. Formulating and solving real industrial engineering problems with appropriate data managing and modeling strategies. Fundamental industrial database management strategies, data preprocessing, visualization and modeling techniques; industrial database management and analysis techniques using leading programming software (MySQL and R). ### requirements text (I SY E 210,E C E 331,MATH/​STAT  309,STAT 311, or324) or member of Engineering Guest Students ### credits min 3 ### credits max 3 ### credit offering ids * 1272:490:025761 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 230337591312e4b19c7ce676c49d7ae4d900290da1da8436e66d10a16e575a7c ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ISYE 312 teaches data management and analysis fundamentals for industrial engineers, focusing on database strategies, preprocessing, visualization, and modeling with MySQL and R. ### llm topics * Industrial database management strategies. * Data preprocessing and visualization. * Database analysis using MySQL and R. ### llm skills * Formulating and solving industrial engineering problems using data management and modeling strategies. * Industrial database management, data preprocessing, visualization, and modeling using MySQL and R. ### llm assumed background * Basic probability, statistics, hypothesis testing, and regression analysis. * Probability theory, random processes, and statistical analysis of signals. * Probability distributions, expected values, and estimation methods. * Probability elements, distributions, central limit theorem, and estimation. * Descriptive statistics, hypothesis testing, linear regression, and R programming. ### llm search phrases * industrial engineering data management * MySQL R programming industrial * data preprocessing visualization modeling * ISYE 312 data analysis ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash d6303bca2f5dcc3b005bf7c5f51bd49a1aa04685e0f67b3b02a6a63fa50e4418 #### course id ISYE 312 #### 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": "2022-11-06 21:55:28 +0000 UTC", "review_id": "2c23e714f54334e116aa5c64", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM2Nzg2Mzkx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2024-05-13 00:39:04 +0000 UTC", "review_id": "d656f9f41d03e3953beabb3b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM5NDQ1OTYy", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2025-05-12 17:20:18 +0000 UTC", "review_id": "f6e60832014a9d24361853a5", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTQxMjUzNTkx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2026-04-16 16:21:44 +0000 UTC", "review_id": "d33f3bdd00c5e4d072a4bc20", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTQyODUxODk0", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" } ], "text": "Tina Xu’s lectures are consistently described as boring and monotone, with slides that are rarely helpful. While she is personally nice and offers extra credit for attendance, she provides little guidance for exams. Reviewers disagree on difficulty, with some finding exams easy and others finding them decently hard." } ] } ] ``` #### difficulty workload Homework and projects are graded easily and mirror class problems, but exams require independent preparation due to low guidance. Extra credit is available for lecture attendance. ```json { "citations": [ { "instructor_name": "Tina Xu", "review_date": "2022-11-06 21:55:28 +0000 UTC", "review_id": "2c23e714f54334e116aa5c64", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM2Nzg2Mzkx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2024-05-13 00:39:04 +0000 UTC", "review_id": "d656f9f41d03e3953beabb3b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM5NDQ1OTYy", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2025-05-12 17:20:18 +0000 UTC", "review_id": "f6e60832014a9d24361853a5", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTQxMjUzNTkx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2026-04-16 16:21:44 +0000 UTC", "review_id": "d33f3bdd00c5e4d072a4bc20", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTQyODUxODk0", "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 teaches ISYE 312 with unengaging, monotone lectures that rely heavily on reading slides. While the course material and exams are generally manageable, students report a lack of clear guidance and organization. ```json { "citations": [ { "instructor_name": "Tina Xu", "review_date": "2022-11-06 21:55:28 +0000 UTC", "review_id": "2c23e714f54334e116aa5c64", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM2Nzg2Mzkx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2024-05-13 00:39:04 +0000 UTC", "review_id": "d656f9f41d03e3953beabb3b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM5NDQ1OTYy", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2025-05-12 17:20:18 +0000 UTC", "review_id": "f6e60832014a9d24361853a5", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTQxMjUzNTkx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2026-04-16 16:21:44 +0000 UTC", "review_id": "d33f3bdd00c5e4d072a4bc20", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTQyODUxODk0", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.72 GPA, 86.0% A/AB (n=57 letter grades); Fall 2025: 3.64 GPA, 79.7% A/AB (n=69 letter grades); Spring 2026: 3.68 GPA, 78.7% A/AB (n=47 letter grades). ```json { "citations": [ { "course_id": "ISYE 312", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "33b3825d-2579-31e0-b10e-4eaa20f54707", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ISYE 312", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "33b3825d-2579-31e0-b10e-4eaa20f54707", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "ISYE 312", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "33b3825d-2579-31e0-b10e-4eaa20f54707", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Students find the lectures boring and difficult to sit through due to a lack of energy and organization. While the professor is described as nice, expectations for exams and projects are often unclear. ```json { "citations": [ { "instructor_name": "Tina Xu", "review_date": "2022-11-06 21:55:28 +0000 UTC", "review_id": "2c23e714f54334e116aa5c64", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM2Nzg2Mzkx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2024-05-13 00:39:04 +0000 UTC", "review_id": "d656f9f41d03e3953beabb3b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTM5NDQ1OTYy", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2025-05-12 17:20:18 +0000 UTC", "review_id": "f6e60832014a9d24361853a5", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTQxMjUzNTkx", "source_url": "https://www.ratemyprofessors.com/professor/2592851", "type": "review" }, { "instructor_name": "Tina Xu", "review_date": "2026-04-16 16:21:44 +0000 UTC", "review_id": "d33f3bdd00c5e4d072a4bc20", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2592851", "source_review_id": "UmF0aW5nLTQyODUxODk0", "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", "n7" ], "condition": null, "course": null, "evidence": "(I SY E 210,E C E 331,MATH/STAT 309,STAT 311, or324) or member of Engineering Guest Students", "id": "n0", "kind": "any" }, { "children": [ "n2", "n3", "n4", "n5", "n6" ], "condition": null, "course": null, "evidence": "(I SY E 210,E C E 331,MATH/STAT 309,STAT 311, or324)", "id": "n1", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 210, "minimum_grade": null, "subjects": [ "ISYE" ], "timing": "prior" }, "evidence": "I SY E 210", "id": "n2", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 331, "minimum_grade": null, "subjects": [ "ECE" ], "timing": "prior" }, "evidence": "E C E 331", "id": "n3", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 309, "minimum_grade": null, "subjects": [ "MATH", "STAT" ], "timing": "prior" }, "evidence": "MATH/STAT 309", "id": "n4", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 311, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "STAT 311", "id": "n5", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 324, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "or324", "id": "n6", "kind": "course" }, { "children": [], "condition": "member of Engineering Guest Students", "course": null, "evidence": "member of Engineering Guest Students", "id": "n7", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "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" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:490:025761", "course_id": "ISYE 312", "course_uid": "course_5b7e840b49cedb60a91edc99", "term_id": "1272", "source_course_id": "025761", "source_subject_id": "490", "title": "Data Management and Analysis for Industrial Engineers", "credits_min": 3, "credits_max": 3, "typically_offered": "Not Applicable" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:22788", "term_id": "1272", "source_section_id": "22788", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 70, "enrolled": 66, "waitlisted": 1, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "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_40cc0a3113787f921d4582f4", "source": "madgrades", "source_instructor_id": "6185657", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JINWEN SUN", "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": 3.824, "graded": 105, "counts": [ 82, 12, 9, 1, 1, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/JINWEN_SUN" }, { "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 312", "course_uid": "course_5b7e840b49cedb60a91edc99", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "JIAO XU" ], "a": 27, "ab": 8, "b": 9, "bc": 1, "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": 46, "source_aliases": [ "ISYE 312" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 312", "course_uid": "course_5b7e840b49cedb60a91edc99", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "JIAO XU" ], "a": 53, "ab": 4, "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": 68, "source_aliases": [ "ISYE 312" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 312", "course_uid": "course_5b7e840b49cedb60a91edc99", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "JIAO XU", "JINWEN SUN" ], "a": 43, "ab": 2, "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": 48, "source_aliases": [ "ISYE 312" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 312", "course_uid": "course_5b7e840b49cedb60a91edc99", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "JIAO XU", "JINWEN SUN" ], "a": 39, "ab": 10, "b": 6, "bc": 1, "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": 58, "source_aliases": [ "ISYE 312" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 312", "course_uid": "course_5b7e840b49cedb60a91edc99", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "JIAO XU" ], "a": 27, "ab": 13, "b": 13, "bc": 6, "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": 61, "source_aliases": [ "ISYE 312" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 312", "course_uid": "course_5b7e840b49cedb60a91edc99", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "JIAO XU" ], "a": 37, "ab": 9, "b": 10, "bc": 2, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 58, "source_aliases": [ "ISYE 312" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 312", "course_uid": "course_5b7e840b49cedb60a91edc99", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "JIAO XU" ], "a": 32, "ab": 16, "b": 10, "bc": 3, "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": 62, "source_aliases": [ "ISYE 312" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 312", "course_uid": "course_5b7e840b49cedb60a91edc99", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "JIAO XU" ], "a": 37, "ab": 12, "b": 6, "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": 57, "source_aliases": [ "ISYE 312" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 312", "course_uid": "course_5b7e840b49cedb60a91edc99", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "JIAO XU" ], "a": 44, "ab": 11, "b": 4, "bc": 9, "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": 69, "source_aliases": [ "ISYE 312" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 312", "course_uid": "course_5b7e840b49cedb60a91edc99", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "JIAO XU" ], "a": 29, "ab": 8, "b": 8, "bc": 2, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 47, "source_aliases": [ "ISYE 312" ] } ] ``` ### statistics #### gpa 3.686 #### graded 572 #### counts * 368 * 93 * 76 * 26 * 9 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_5b7e840b49cedb60a91edc99-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_5b7e840b49cedb60a91edc99-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_5b7e840b49cedb60a91edc99-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_5b7e840b49cedb60a91edc99-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_5b7e840b49cedb60a91edc99-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_5b7e840b49cedb60a91edc99-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_5b7e840b49cedb60a91edc99-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_5b7e840b49cedb60a91edc99-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_5b7e840b49cedb60a91edc99-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_5b7e840b49cedb60a91edc99-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.6861888111888113 #### count 572 #### university ##### size 4461 ##### gpa Percentile 40 ##### count Percentile 86 ##### median Count 127 ##### 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 | 13 | false | | 2.8–3.2 | 236 | false | | 3.2–3.6 | 1075 | false | | 3.6–4.0 | 3137 | true | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 50, "gpaPercentile": 47, "countPercentile": 82, "medianCount": 226.5, "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": 10, "current": false }, { "range": "3.6–4.0", "count": 37, "current": true } ] } } ] ``` ### terms #### 1222 ##### term 1222 ##### gpa 3.641304347826087 ##### count 46 ##### university ###### size 1157 ###### gpa Percentile 51 ###### count Percentile 31 ###### 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": 43, "countPercentile": 39, "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 3.764705882352941 ##### count 68 ##### university ###### size 1171 ###### gpa Percentile 65 ###### count Percentile 52 ###### 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": 63, "countPercentile": 75, "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 3.9166666666666665 ##### count 48 ##### university ###### size 1216 ###### gpa Percentile 84 ###### count Percentile 34 ###### 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": 78, "countPercentile": 35, "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 3.745614035087719 ##### count 57 ##### university ###### size 1188 ###### gpa Percentile 62 ###### count Percentile 42 ###### 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": 61, "countPercentile": 65, "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 3.4672131147540983 ##### count 61 ##### university ###### size 1295 ###### gpa Percentile 31 ###### count Percentile 46 ###### 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 | true | | 3.6–4.0 | 726 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 23, "gpaPercentile": 32, "countPercentile": 68, "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": true }, { "range": "3.6–4.0", "count": 13, "current": false } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.6982758620689653 ##### count 58 ##### university ###### size 1241 ###### gpa Percentile 55 ###### count Percentile 43 ###### 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": 50, "countPercentile": 55, "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 3.6311475409836067 ##### count 61 ##### university ###### size 1333 ###### gpa Percentile 45 ###### count Percentile 44 ###### 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": 48, "countPercentile": 74, "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 3.719298245614035 ##### count 57 ##### university ###### size 1289 ###### gpa Percentile 55 ###### count Percentile 43 ###### 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": 48, "countPercentile": 48, "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 3.63768115942029 ##### count 69 ##### university ###### size 1320 ###### gpa Percentile 43 ###### count Percentile 49 ###### median Count 70 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 8 | false | | 2.8–3.2 | 133 | false | | 3.2–3.6 | 381 | false | | 3.6–4.0 | 797 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 25, "gpaPercentile": 50, "countPercentile": 71, "medianCount": 52, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 5, "current": false }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 15, "current": true } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.6808510638297873 ##### count 47 ##### university ###### size 1283 ###### gpa Percentile 48 ###### count Percentile 31 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 20 | false | | 2.8–3.2 | 130 | false | | 3.2–3.6 | 343 | false | | 3.6–4.0 | 789 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 22, "gpaPercentile": 29, "countPercentile": 24, "medianCount": 56.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 3, "current": false }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 17, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4461 ###### gpa 3.7000604158847126 ###### top Share 84.3655473985339 ###### count 127 ##### ISYE ###### size 50 ###### gpa 3.6905349337780025 ###### top Share 83.63415647860947 ###### count 226.5 #### terms ##### 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": 572, "terms": [ { "term": "1222", "count": 46, "sections": 1, "gpa": 3.641304347826087 }, { "term": "1224", "count": 68, "sections": 1, "gpa": 3.764705882352941 }, { "term": "1232", "count": 48, "sections": 1, "gpa": 3.9166666666666665 }, { "term": "1234", "count": 57, "sections": 1, "gpa": 3.745614035087719 }, { "term": "1242", "count": 61, "sections": 1, "gpa": 3.4672131147540983 }, { "term": "1244", "count": 58, "sections": 1, "gpa": 3.6982758620689653 }, { "term": "1252", "count": 61, "sections": 1, "gpa": 3.6311475409836067 }, { "term": "1254", "count": 57, "sections": 1, "gpa": 3.719298245614035 }, { "term": "1262", "count": 69, "sections": 1, "gpa": 3.63768115942029 }, { "term": "1264", "count": 47, "sections": 1, "gpa": 3.6808510638297873 } ] }, { "uid": "instructor_40cc0a3113787f921d4582f4", "name": "JINWEN SUN", "count": 105, "terms": [ { "term": "1232", "count": 48, "sections": 1, "gpa": 3.9166666666666665 }, { "term": "1234", "count": 57, "sections": 1, "gpa": 3.745614035087719 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### gpa 3.6466049440304307 ### grades | grade | percentage | | ----- | ------------------ | | A | 60.67694065514742 | | AB | 17.795630473400244 | | B | 13.019131619886174 | | BC | 7.188071525523432 | | C | 1.3202257260427297 | | D | 0 | | F | 0 | ### source Terms * 1262 * 1252 * 1242 * 1232 * 1222 ### source Count 285 ### same Season true ### historical Range * 3.4672131147540983 * 3.916666666666667