# ISYE 210: Introduction to Industrial Statistics | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_210) ## 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 05e349a60e32764419a1db7822d5b5eff8c4744ae585d0cbfff0270648851fa4 ### course id ISYE 210 ### course uid course\_75474c11dc2b9f0b6f591be5 ### catalog version id db415875e2625a9100222acc9b77b58dca95c0d0a55be3756f6baa4ba6d7351b ### course number 210 ### subjects * ISYE ### title INTRODUCTION TO INDUSTRIAL STATISTICS ### description Introduction to basic probability and statistical tools and methods from an industrial application perspective. Random variables and probability distributions; descriptive statistics; point estimates. Perform hypothesis testing, construct confidence intervals, and understand design of experiments in the context of motivating case studies. Regression and correlation analysis. Focus on applying statistical methods and tools to solve engineering problems. Use of Microsoft Excel to interpret and analyze data. ### requirements text (MATH 211, 217, or221) or member of Engineering Guest Students ### credits min 3 ### credits max 3 ### credit offering ids * 1272:490:026005 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id c048414bdd177b1cfd36af356caee8e3118d67fec5a37c8829fad299e64344bc ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Introduction to industrial statistics covering probability, hypothesis testing, and regression using Excel. ### llm topics * Probability distributions and descriptive statistics * Design of experiments * Regression and correlation ### llm skills * Hypothesis testing and confidence intervals * Regression and correlation analysis * Data analysis using Microsoft Excel ### llm assumed background * Calculus (MATH 211, 217, or 221) ### llm search phrases * industrial statistics * probability distributions * hypothesis testing * design of experiments * regression analysis * Excel data analysis ### llm requirements status needs\_review ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 24bac4354752f6b9ddc9f7769b132deaf3d20a537c93636f566c1101dae7bd2c #### course id ISYE 210 #### current instructors ```json [ { "instructor_uid": "instructor_056b4d3b498dc164f56c64bb", "message": "No course-specific reviews available", "name": "Andi Wang", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:3154967", "summary": [ { "citations": [ { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2024: 3.44 GPA, 67.2% A/AB (n=119 letter grades); Fall 2025: 3.79 GPA, 93.1% A/AB (n=130 letter grades)." } ] } ] ``` #### difficulty workload Historical reviews of Amanda Smith, Hannah Silber: Homework and weekly quizzes carry significant weight, making consistent effort crucial. The group project is noted as tedious and requiring attention, while exams are generally considered fair and based on reviewed material. ```json { "citations": [ { "instructor_name": "Amanda Smith", "review_date": "2023-12-29 06:13:09 +0000 UTC", "review_id": "34ff64b07ed494e2fb73398b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM4ODA3NTM4", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Amanda Smith", "review_date": "2024-01-01 22:32:18 +0000 UTC", "review_id": "7162cb5f77b72d1943f5992c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM4ODE3MzI0", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2024-03-07 01:32:10 +0000 UTC", "review_id": "e174578b63402fb73a15a3c1", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTM5MDMwNjcx", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews for Hannah Silber highlight her helpfulness, fair grading, and genuine interest in student success, though some note passive-aggressive behavior regarding attendance and unhelpful lecture pacing. Amanda Smith is described as caring with clear lectures, though her group projects are considered tedious and time-consuming. ```json { "citations": [ { "instructor_name": "Hannah Silber", "review_date": "2022-05-22 16:59:09 +0000 UTC", "review_id": "0ab0c2a1b15ad0ecba3cc912", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTM2MzkwMjA1", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2023-04-29 21:50:45 +0000 UTC", "review_id": "2fd4d2d104d06c3a78fff570", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTM3NzYxOTA1", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" }, { "instructor_name": "Amanda Smith", "review_date": "2023-12-29 06:13:09 +0000 UTC", "review_id": "34ff64b07ed494e2fb73398b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM4ODA3NTM4", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Amanda Smith", "review_date": "2024-01-01 22:32:18 +0000 UTC", "review_id": "7162cb5f77b72d1943f5992c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM4ODE3MzI0", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2024-03-07 01:32:10 +0000 UTC", "review_id": "e174578b63402fb73a15a3c1", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTM5MDMwNjcx", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" }, { "instructor_name": "Amanda Smith", "review_date": "2024-09-05 18:11:42 +0000 UTC", "review_id": "9019479cfc9ef9acacda8e3c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM5NzI2MzU5", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2025-05-02 19:12:12 +0000 UTC", "review_id": "ef8fdb57ff4737f347273740", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTQxMTM2Nzc4", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2025-05-11 03:26:10 +0000 UTC", "review_id": "06f2e60ee677605d65c30eda", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTQxMjQxNjUz", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical instructors Hannah Silber and Amanda Smith are described as helpful, fair, and caring, with clear exams and manageable workloads. However, Silber received mixed feedback regarding passive-aggressive behavior and lecture relevance. ```json { "citations": [ { "instructor_name": "Hannah Silber", "review_date": "2022-05-22 16:59:09 +0000 UTC", "review_id": "0ab0c2a1b15ad0ecba3cc912", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTM2MzkwMjA1", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2023-04-29 21:50:45 +0000 UTC", "review_id": "2fd4d2d104d06c3a78fff570", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTM3NzYxOTA1", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" }, { "instructor_name": "Amanda Smith", "review_date": "2023-12-29 06:13:09 +0000 UTC", "review_id": "34ff64b07ed494e2fb73398b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM4ODA3NTM4", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Amanda Smith", "review_date": "2024-01-01 22:32:18 +0000 UTC", "review_id": "7162cb5f77b72d1943f5992c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM4ODE3MzI0", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2024-03-07 01:32:10 +0000 UTC", "review_id": "e174578b63402fb73a15a3c1", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTM5MDMwNjcx", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" }, { "instructor_name": "Amanda Smith", "review_date": "2024-09-05 18:11:42 +0000 UTC", "review_id": "9019479cfc9ef9acacda8e3c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM5NzI2MzU5", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2025-05-02 19:12:12 +0000 UTC", "review_id": "ef8fdb57ff4737f347273740", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTQxMTM2Nzc4", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2025-05-11 03:26:10 +0000 UTC", "review_id": "06f2e60ee677605d65c30eda", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTQxMjQxNjUz", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.81 GPA, 91.2% A/AB (n=113 letter grades); Fall 2025: 3.79 GPA, 93.1% A/AB (n=130 letter grades); Spring 2026: 3.88 GPA, 95.5% A/AB (n=202 letter grades). ```json { "citations": [ { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Historical reviews of Amanda Smith, Hannah Silber: Students appreciate clear grading criteria, quick online responses, and available lecture slides. Frustrations include Silber's passive-aggressive attitude regarding attendance and lectures that move too quickly on relevant topics or cover less important material. ```json { "citations": [ { "instructor_name": "Hannah Silber", "review_date": "2022-05-22 16:59:09 +0000 UTC", "review_id": "0ab0c2a1b15ad0ecba3cc912", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTM2MzkwMjA1", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" }, { "instructor_name": "Amanda Smith", "review_date": "2023-12-29 06:13:09 +0000 UTC", "review_id": "34ff64b07ed494e2fb73398b", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM4ODA3NTM4", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Amanda Smith", "review_date": "2024-01-01 22:32:18 +0000 UTC", "review_id": "7162cb5f77b72d1943f5992c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM4ODE3MzI0", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2025-05-11 03:26:10 +0000 UTC", "review_id": "06f2e60ee677605d65c30eda", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTQxMjQxNjUz", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history AMANDA SMITH is recorded teaching in Fall 2021, Fall 2022, Fall 2023. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" } ] } ``` ANDI WANG is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` HANNAH SILBER is recorded teaching in Spring 2022, Spring 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ISYE 210", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "source_record": { "entity_id": "9042a014-2761-34c7-bb8e-f08aa8221890", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "req_math", "req_guest" ], "condition": null, "course": null, "evidence": "(MATH 211, 217, or221) or member of Engineering Guest Students", "id": "req_root", "kind": "any" }, { "children": [ "req_211", "req_217", "req_221" ], "condition": null, "course": null, "evidence": "(MATH 211, 217, or221)", "id": "req_math", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 211, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "MATH 211", "id": "req_211", "kind": "course" }, { "children": [], "condition": "217", "course": null, "evidence": "217", "id": "req_217", "kind": "condition" }, { "children": [], "condition": null, "course": { "course_number": 221, "minimum_grade": null, "subjects": [ "MATH" ], "timing": "prior" }, "evidence": "221", "id": "req_221", "kind": "course" }, { "children": [], "condition": "member of Engineering Guest Students", "course": null, "evidence": "member of Engineering Guest Students", "id": "req_guest", "kind": "condition" } ] ``` #### notes * MATH 217 is listed in requirements but not present in linked\_courses. Treated as a condition. Evidence for MATH 221 uses '221' as it appears in the source string. * Source shorthand 217 inherits MATH; its catalog identity requires review. #### root req\_root #### status needs\_review ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | --------- | ------------------- | -------------------------------- | -------------------------------- | ----------------------- | | instructor\_056b4d3b498dc164f56c64bb | enrollment | awang86 | netid | source\_identified | Andi Wang | ANDI.WANG\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/ANDI\_WANG | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:490:026005", "course_id": "ISYE 210", "course_uid": "course_75474c11dc2b9f0b6f591be5", "term_id": "1272", "source_course_id": "026005", "source_subject_id": "490", "title": "Introduction to Industrial Statistics", "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:1272:22260", "term_id": "1272", "source_section_id": "22260", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 204, "enrolled": 199, "waitlisted": 1, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:27027", "term_id": "1272", "source_section_id": "27027", "identity_basis": "class_number", "section_number": "301", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 36, "enrolled": 31, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:27028", "term_id": "1272", "source_section_id": "27028", "identity_basis": "class_number", "section_number": "302", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 36, "enrolled": 36, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:27029", "term_id": "1272", "source_section_id": "27029", "identity_basis": "class_number", "section_number": "303", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 36, "enrolled": 36, "waitlisted": 1, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:30131", "term_id": "1272", "source_section_id": "30131", "identity_basis": "class_number", "section_number": "304", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 30, "enrolled": 30, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:34710", "term_id": "1272", "source_section_id": "34710", "identity_basis": "class_number", "section_number": "305", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 30, "enrolled": 30, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:36527", "term_id": "1272", "source_section_id": "36527", "identity_basis": "class_number", "section_number": "307", "section_type": "DIS", "instruction_mode": "Classroom Instruction", "capacity": 36, "enrolled": 36, "waitlisted": 0, "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_c645a5212c75eb79b5fa0e37", "source": "madgrades", "source_instructor_id": "4416127", "identity_basis": "source_id", "identity_status": "source_identified", "name": "AMANDA SMITH", "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": 3.65, "graded": 1525, "counts": [ 915, 320, 169, 88, 28, 3, 2 ], "sections": 27 }, "instructor_url": "/instructors/AMANDA_SMITH--instructor_c645a5212c75eb79b5fa0e37" }, { "instructor_uid": "instructor_c7bb457d3e08d321c52af9b5", "source": "madgrades", "source_instructor_id": "4493037", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HANNAH SILBER", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 25, "quality": 4.4, "difficulty": 1.76, "quality_count": 25, "difficulty_count": 25, "profile_id": "rmp:2522752", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "match_basis": "exact_name", "observed_at": "2026-09-07 16:37:15.305623+00:00", "courses": { "course_1d47eb9413dc8539fee61a85": { "review_count": 2, "quality": 4, "difficulty": 1, "quality_count": 2, "difficulty_count": 2 }, "course_0bf7d1fc20304def0233e765": { "review_count": 14, "quality": 4.64, "difficulty": 1.64, "quality_count": 14, "difficulty_count": 14 }, "course_75474c11dc2b9f0b6f591be5": { "review_count": 5, "quality": 4.2, "difficulty": 2.2, "quality_count": 5, "difficulty_count": 5 }, "course_291a40249da8efa7a3c96733": { "review_count": 3, "quality": 3.67, "difficulty": 2, "quality_count": 3, "difficulty_count": 3 }, "course_465855ee8f77f31be2f79f78": { "review_count": 1, "quality": 5, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 4.070971459354042, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.913, "graded": 3382, "counts": [ 2981, 283, 82, 22, 8, 2, 4 ], "sections": 69 }, "instructor_url": "/instructors/HANNAH_SILBER--instructor_c7bb457d3e08d321c52af9b5" }, { "instructor_uid": "instructor_6d2c96ce46e592f91c261af5", "source": "madgrades", "source_instructor_id": "6214192", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KATHERINE ADAMS", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.835, "graded": 203, "counts": [ 156, 31, 12, 4, 0, 0, 0 ], "sections": 4 }, "instructor_url": "/instructors/KATHERINE_ADAMS" }, { "instructor_uid": "instructor_b59b19b56e506b61c9fa931f", "source": "madgrades", "source_instructor_id": "5384136", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ARI SMITH", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1, "profile_id": "rmp:3066988", "source_url": "https://www.ratemyprofessors.com/professor/3066988", "match_basis": "exact_name", "observed_at": "2026-09-07 16:54:16.960939+00:00", "courses": { "course_1aa7cc66114a83c08d6cf947": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7235102700443767, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.663, "graded": 282, "counts": [ 149, 85, 44, 3, 0, 0, 1 ], "sections": 9 }, "instructor_url": "/instructors/ARI_SMITH--instructor_b59b19b56e506b61c9fa931f" }, { "instructor_uid": "instructor_0feeb47f785aa723c2a37fbb", "source": "madgrades", "source_instructor_id": "6104585", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JUAN CAMILO DAVID GOMEZ", "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": 3.557, "graded": 106, "counts": [ 62, 23, 8, 7, 2, 3, 1 ], "sections": 3 }, "instructor_url": "/instructors/JUAN_CAMILO_DAVID_GOMEZ" }, { "instructor_uid": "instructor_52b830a9ef3019e17d1081fb", "source": "madgrades", "source_instructor_id": "6686927", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ANDI WANG", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.693, "graded": 319, "counts": [ 178, 93, 41, 7, 0, 0, 0 ], "sections": 10 }, "instructor_url": "/instructors/ANDI_WANG--instructor_52b830a9ef3019e17d1081fb" }, { "instructor_uid": "instructor_056b4d3b498dc164f56c64bb", "source": "enrollment", "source_instructor_id": "awang86", "identity_basis": "netid", "identity_status": "source_identified", "name": "Andi Wang", "email": "ANDI.WANG@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/ANDI_WANG" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 210", "course_uid": "course_75474c11dc2b9f0b6f591be5", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Amanda Smith" ], "a": 45, "ab": 37, "b": 11, "bc": 9, "c": 2, "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": 105, "source_aliases": [ "ISYE 210" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 210", "course_uid": "course_75474c11dc2b9f0b6f591be5", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Hannah Silber" ], "a": 22, "ab": 19, "b": 13, "bc": 2, "c": 2, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 59, "source_aliases": [ "ISYE 210" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 210", "course_uid": "course_75474c11dc2b9f0b6f591be5", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "ARI SMITH", "Amanda Smith", "KATHERINE ADAMS" ], "a": 34, "ab": 21, "b": 9, "bc": 3, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 67, "source_aliases": [ "ISYE 210" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 210", "course_uid": "course_75474c11dc2b9f0b6f591be5", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Hannah Silber", "JUAN CAMILO DAVID GOMEZ" ], "a": 29, "ab": 3, "b": 4, "bc": 0, "c": 0, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 37, "source_aliases": [ "ISYE 210" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 210", "course_uid": "course_75474c11dc2b9f0b6f591be5", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Amanda Smith" ], "a": 27, "ab": 30, "b": 13, "bc": 5, "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": 75, "source_aliases": [ "ISYE 210" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 210", "course_uid": "course_75474c11dc2b9f0b6f591be5", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Hannah Silber" ], "a": 44, "ab": 20, "b": 6, "bc": 2, "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": 73, "source_aliases": [ "ISYE 210" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 210", "course_uid": "course_75474c11dc2b9f0b6f591be5", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Andi Wang" ], "a": 32, "ab": 48, "b": 32, "bc": 7, "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": 119, "source_aliases": [ "ISYE 210" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 210", "course_uid": "course_75474c11dc2b9f0b6f591be5", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Hannah Silber" ], "a": 85, "ab": 18, "b": 8, "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": 113, "source_aliases": [ "ISYE 210" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 210", "course_uid": "course_75474c11dc2b9f0b6f591be5", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Andi Wang" ], "a": 85, "ab": 36, "b": 9, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 131, "source_aliases": [ "ISYE 210" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 210", "course_uid": "course_75474c11dc2b9f0b6f591be5", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Hannah Silber" ], "a": 165, "ab": 28, "b": 5, "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": 202, "source_aliases": [ "ISYE 210" ] } ] ``` ### statistics #### gpa 3.685 #### graded 979 #### counts * 568 * 260 * 110 * 32 * 7 * 2 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_75474c11dc2b9f0b6f591be5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_75474c11dc2b9f0b6f591be5-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_75474c11dc2b9f0b6f591be5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_75474c11dc2b9f0b6f591be5-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_75474c11dc2b9f0b6f591be5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_75474c11dc2b9f0b6f591be5-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_75474c11dc2b9f0b6f591be5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_75474c11dc2b9f0b6f591be5-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_75474c11dc2b9f0b6f591be5-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_75474c11dc2b9f0b6f591be5-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.6853932584269664 #### count 979 #### university ##### size 4461 ##### gpa Percentile 40 ##### count Percentile 93 ##### 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": 45, "countPercentile": 96, "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 3.548076923076923 ##### count 104 ##### university ###### size 1157 ###### gpa Percentile 42 ###### count Percentile 69 ###### 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 | true | | 3.6–4.0 | 614 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 24, "gpaPercentile": 39, "countPercentile": 100, "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": true }, { "range": "3.6–4.0", "count": 14, "current": false } ] } } ] ``` #### 1224 ##### term 1224 ##### gpa 3.4491525423728815 ##### count 59 ##### university ###### size 1171 ###### gpa Percentile 34 ###### count Percentile 45 ###### 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 | true | | 3.6–4.0 | 616 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 25, "gpaPercentile": 21, "countPercentile": 54, "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": true }, { "range": "3.6–4.0", "count": 14, "current": false } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.6417910447761193 ##### count 67 ##### university ###### size 1216 ###### gpa Percentile 50 ###### count Percentile 50 ###### 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": 43, "countPercentile": 91, "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 3.77027027027027 ##### count 37 ##### university ###### size 1188 ###### gpa Percentile 66 ###### count Percentile 15 ###### 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": 70, "countPercentile": 17, "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 3.526666666666667 ##### count 75 ##### university ###### size 1295 ###### gpa Percentile 36 ###### count Percentile 54 ###### 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": 36, "countPercentile": 82, "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 3.712328767123288 ##### count 73 ##### university ###### size 1241 ###### gpa Percentile 57 ###### count Percentile 55 ###### 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": 55, "countPercentile": 75, "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 3.4411764705882355 ##### count 119 ##### university ###### size 1333 ###### gpa Percentile 26 ###### count Percentile 73 ###### 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 | true | | 3.6–4.0 | 773 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 24, "gpaPercentile": 35, "countPercentile": 96, "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": true }, { "range": "3.6–4.0", "count": 13, "current": false } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.814159292035398 ##### count 113 ##### university ###### size 1289 ###### gpa Percentile 68 ###### count Percentile 75 ###### 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": 62, "countPercentile": 86, "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 3.792307692307692 ##### count 130 ##### university ###### size 1320 ###### gpa Percentile 63 ###### count Percentile 75 ###### 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": 54, "countPercentile": 100, "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 3.876237623762376 ##### count 202 ##### university ###### size 1283 ###### gpa Percentile 75 ###### count Percentile 88 ###### 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": 67, "countPercentile": 100, "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_c7bb457d3e08d321c52af9b5", "name": "HANNAH SILBER", "count": 484, "terms": [ { "term": "1224", "count": 59, "sections": 1, "gpa": 3.4491525423728815 }, { "term": "1234", "count": 37, "sections": 1, "gpa": 3.77027027027027 }, { "term": "1244", "count": 73, "sections": 1, "gpa": 3.712328767123288 }, { "term": "1254", "count": 113, "sections": 1, "gpa": 3.814159292035398 }, { "term": "1264", "count": 202, "sections": 1, "gpa": 3.876237623762376 } ] }, { "uid": "instructor_52b830a9ef3019e17d1081fb", "name": "ANDI WANG", "count": 249, "terms": [ { "term": "1252", "count": 119, "sections": 1, "gpa": 3.4411764705882355 }, { "term": "1262", "count": 130, "sections": 1, "gpa": 3.792307692307692 } ] }, { "uid": "instructor_c645a5212c75eb79b5fa0e37", "name": "AMANDA SMITH", "count": 246, "terms": [ { "term": "1222", "count": 104, "sections": 1, "gpa": 3.548076923076923 }, { "term": "1232", "count": 67, "sections": 1, "gpa": 3.6417910447761193 }, { "term": "1242", "count": 75, "sections": 1, "gpa": 3.526666666666667 } ] }, { "uid": "instructor_6d2c96ce46e592f91c261af5", "name": "KATHERINE ADAMS", "count": 67, "terms": [ { "term": "1232", "count": 67, "sections": 1, "gpa": 3.6417910447761193 } ] }, { "uid": "instructor_b59b19b56e506b61c9fa931f", "name": "ARI SMITH", "count": 67, "terms": [ { "term": "1232", "count": 67, "sections": 1, "gpa": 3.6417910447761193 } ] }, { "uid": "instructor_0feeb47f785aa723c2a37fbb", "name": "JUAN CAMILO DAVID GOMEZ", "count": 37, "terms": [ { "term": "1234", "count": 37, "sections": 1, "gpa": 3.77027027027027 } ] } ] ``` ## following | code | title | | -------------- | ----------------------------------------------------- | | CIVENGR 370 | TRANSPORTATION ENGINEERING | | COMPSCI 541 | THEORY & ALGORITHMS FOR DATA SCIENCE | | ISYE 312 | DATA MANAGEMENT AND ANALYSIS FOR INDUSTRIAL ENGINEERS | | ISYE 315 | PRODUCTION PLANNING AND CONTROL | | ISYE 320 | SIMULATION AND PROBABILISTIC MODELING | | ISYE 373 | ARTIFICIAL INTELLIGENCE (AI) IN SYSTEMS | | ISYE 412 | FUNDAMENTALS OF INDUSTRIAL DATA ANALYTICS | | ISYE 445 | ENGINEERING SUPPLY CHAIN MANAGEMENT FOR LOGISTICS | | ISYE 521 | MACHINE LEARNING IN ACTION FOR INDUSTRIAL ENGINEERS | | ISYE 562 | HUMAN FACTORS OF DATA SCIENCE AND MACHINE LEARNING | | ISYE 575 | INTRODUCTION TO QUALITY ENGINEERING | | ISYE 625 | LOGISTICS SYSTEMS DESIGN | | ISYE 649 | INTERACTIVE DATA ANALYTICS | | ISYE/PSYCH 349 | INTRODUCTION TO HUMAN FACTORS | | ME 536 | MACHINE LEARNING FOR DATA-DRIVEN ENGINEERING DESIGN | | STAT 303 | R FOR STATISTICS I | | STAT 424 | STATISTICAL EXPERIMENTAL DESIGN | ## projection ### target 1272 ### gpa 3.605486928267083 ### grades | grade | percentage | | ----- | ------------------ | | A | 45.70513651295452 | | AB | 34.56130537293861 | | B | 15.093686021844732 | | BC | 4.4055514390933075 | | C | 0.2343206531688207 | | D | 0 | | F | 0 | ### source Terms * 1262 * 1252 * 1242 * 1232 * 1222 ### source Count 495 ### same Season true ### historical Range * 3.441176470588235 * 3.7923076923076926 ### backtest #### terms 3 #### gpa Error 0.16287213269743347 #### mix Error 21.408483874653147