# ISYE 521: Machine Learning in Action for Industrial Engineers | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_521) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T23:19:01.870283+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id 90eaea6cb5b3a83cf4a3dc1a4efd60c31740978a89448c39e9d6027139b565c2 ### course id ISYE 521 ### course uid course\_1aa7cc66114a83c08d6cf947 ### catalog version id 23e6c3de56710064fbeec2c69dde6f57c168f2497e8db8cdf08e374738f39cf4 ### course number 521 ### subjects * ISYE ### title MACHINE LEARNING IN ACTION FOR INDUSTRIAL ENGINEERS ### description Principles, algorithms, and industrial engineering applications of machine learning. Predictive analytics, with a focus on combining data and models to improve decision-making. Methods include: statistics, linear regression, logistic regression, regularization, over-fitting, clustering, classification and regression trees, boosting, bagging, deep learning, and neural networks. Applications areas include: healthcare, transportation, and the public sector. ### requirements text (COMP SCI 200,220, or place intoCOMP SCI 300),(I SY E 323orI SY E/​COMP SCI/​E C E  524), and (I SY E 210,STAT 311,324,STAT/​MATH  309, or431), grad/prof standing, member of Engr Guest Stdnts, or declared in Capstone Cert in AI for Engr Data Analytics ### credit offering ids None recorded. ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id cbe646fcfec24c7b6a9ff65844e909c136fd1ea1f3975b5d49b588ae8fe0e334 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ISYE 521 teaches machine learning principles and algorithms for industrial engineering, focusing on predictive analytics and combining data with models to improve decision-making. ### llm topics * Predictive analytics and decision-making. * Statistical methods, regression, regularization, clustering, trees, boosting, bagging, deep learning, and neural networks. * Applications in healthcare, transportation, and the public sector. ### llm skills * Combining data and models to improve decision-making. * Applying statistical and machine learning methods including regression, clustering, trees, boosting, bagging, deep learning, and neural networks. ### llm assumed background * Programming fundamentals, data structures, and complexity analysis. * Probability, statistics, and regression analysis. * Deterministic and mathematical optimization techniques. ### llm search phrases * machine learning industrial engineering * predictive analytics decision making * ISYE 521 prerequisites * optimization for machine learning ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 28db7071bbd429c9d599762690a0d3db8e36fa257a652aea5cbc339867b450d6 #### course id ISYE 521 #### current instructors None recorded. #### difficulty workload Historical reviews of Ari Smith: Homework and quizzes were fair, but the open-ended project required students to verify their approach with the instructor to stay on track. ```json { "citations": [ { "instructor_name": "Ari Smith", "review_date": "2024-12-31 20:09:04 +0000 UTC", "review_id": "257c018ce2ed72ca6b16044c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3066988", "source_review_id": "UmF0aW5nLTQwNDY1MzQ0", "source_url": "https://www.ratemyprofessors.com/professor/3066988", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews of Justin Boutilier: Justin Boutilier is described as an exceptional instructor, with one reviewer calling him the best they have ever had. ```json { "citations": [ { "instructor_name": "Justin Boutilier", "review_date": "2022-12-21 15:53:37 +0000 UTC", "review_id": "89d1073fb5141192a4d3bd49", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2691068", "source_review_id": "UmF0aW5nLTM3MjE0MTkz", "source_url": "https://www.ratemyprofessors.com/professor/2691068", "type": "review" } ] } ``` #### offered false #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews for Justin Boutilier and Ari Smith describe engaging instruction and high quality, though one reviewer notes vague project directions under Smith. ```json { "citations": [ { "instructor_name": "Justin Boutilier", "review_date": "2022-12-21 15:53:37 +0000 UTC", "review_id": "89d1073fb5141192a4d3bd49", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2691068", "source_review_id": "UmF0aW5nLTM3MjE0MTkz", "source_url": "https://www.ratemyprofessors.com/professor/2691068", "type": "review" }, { "instructor_name": "Ari Smith", "review_date": "2024-12-31 20:09:04 +0000 UTC", "review_id": "257c018ce2ed72ca6b16044c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3066988", "source_review_id": "UmF0aW5nLTQwNDY1MzQ0", "source_url": "https://www.ratemyprofessors.com/professor/3066988", "type": "review" } ] } ``` Recent recorded grades — Fall 2024: 3.51 GPA, 76.7% A/AB (n=43 letter grades); Spring 2025: 3.80 GPA, 100.0% A/AB (n=10 letter grades); Spring 2026: 3.99 GPA, 100.0% A/AB (n=56 letter grades). ```json { "citations": [ { "course_id": "ISYE 521", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ISYE 521", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ISYE 521", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Historical reviews of Ari Smith: Lectures focused on overarching concepts and were interesting, but the lack of specific project guidance could be frustrating without proactive communication. ```json { "citations": [ { "instructor_name": "Ari Smith", "review_date": "2024-12-31 20:09:04 +0000 UTC", "review_id": "257c018ce2ed72ca6b16044c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3066988", "source_review_id": "UmF0aW5nLTQwNDY1MzQ0", "source_url": "https://www.ratemyprofessors.com/professor/3066988", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history ARI SMITH is recorded teaching in Fall 2022, Fall 2023, Fall 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 521", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "source_record": { "entity_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ISYE 521", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "source_record": { "entity_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ISYE 521", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "source_record": { "entity_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ISYE 521", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "source_record": { "entity_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ISYE 521", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "source_record": { "entity_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ISYE 521", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "source_record": { "entity_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ISYE 521", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "source_record": { "entity_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" } ] } ``` JUSTIN BOUTILIER is recorded teaching in Fall 2021, Fall 2022. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 521", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "source_record": { "entity_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "ISYE 521", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "source_record": { "entity_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ISYE 521", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "source_record": { "entity_id": "75cf991a-8bca-3be4-82ec-e328ef59b4ad", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3", "n4" ], "condition": null, "course": null, "evidence": "(COMP SCI 200,220, or place intoCOMP SCI 300),(I SY E 323orI SY E/COMP SCI/E C E 524), and (I SY E 210,STAT 311,324,STAT/MATH 309, or431), grad/prof standing, member of Engr Guest Stdnts, or declared in Capstone Cert in AI for Engr Data Analytics", "id": "n0", "kind": "all" }, { "children": [ "n5", "n6", "n7" ], "condition": null, "course": null, "evidence": "(COMP SCI 200,220, or place intoCOMP SCI 300)", "id": "n1", "kind": "any" }, { "children": [ "n8", "n9" ], "condition": null, "course": null, "evidence": "(I SY E 323orI SY E/COMP SCI/E C E 524)", "id": "n2", "kind": 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"course": { "course_number": 323, "minimum_grade": null, "subjects": [ "ISYE" ], "timing": "prior" }, "evidence": "I SY E 323", "id": "n8", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 524, "minimum_grade": null, "subjects": [ "COMPSCI", "ECE", "ISYE" ], "timing": "prior" }, "evidence": "I SY E/COMP SCI/E C E 524", "id": "n9", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 210, "minimum_grade": null, "subjects": [ "ISYE" ], "timing": "prior" }, "evidence": "I SY E 210", "id": "n10", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 311, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "STAT 311", "id": "n11", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 324, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "324", "id": "n12", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 309, "minimum_grade": null, "subjects": [ "MATH", "STAT" ], "timing": "prior" }, "evidence": "STAT/MATH 309", "id": "n13", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 431, "minimum_grade": null, "subjects": [ "MATH", "STAT" ], "timing": "prior" }, "evidence": "431", "id": "n14", "kind": "course" }, { "children": [], "condition": "grad/prof standing", "course": null, "evidence": "grad/prof standing", "id": "n15", "kind": "condition" }, { "children": [], "condition": "member of Engr Guest Stdnts", "course": null, "evidence": "member of Engr Guest Stdnts", "id": "n16", "kind": "condition" }, { "children": [], "condition": "declared in Capstone Cert in AI for Engr Data Analytics", "course": null, "evidence": "declared in Capstone Cert in AI for Engr Data Analytics", "id": "n17", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_e0aba2e4d6a155ffdfe518d3", "source": "madgrades", "source_instructor_id": "6229770", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JUSTIN BOUTILIER", "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": 5, "quality": 5, "difficulty": 2.4, "quality_count": 5, "difficulty_count": 5, "profile_id": "rmp:2691068", "source_url": "https://www.ratemyprofessors.com/professor/2691068", "match_basis": "exact_name", "observed_at": "2026-09-07 16:29:22.978411+00:00", "courses": { "course_2dfc38bd1da712336fd25ec2": { "review_count": 4, "quality": 5, "difficulty": 2.5, "quality_count": 4, "difficulty_count": 4 }, "course_1aa7cc66114a83c08d6cf947": { "review_count": 1, "quality": 5, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.9277486268372765, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.675, "graded": 343, "counts": [ 189, 96, 53, 3, 1, 0, 1 ], "sections": 29 }, "instructor_url": "/instructors/JUSTIN_BOUTILIER--instructor_e0aba2e4d6a155ffdfe518d3" }, { "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_1b6c2eca32db9d3ae3710b5f", "source": "madgrades", "source_instructor_id": "4393843", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SINAN TAS", "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": 6, "quality": 3.67, "difficulty": 3, "quality_count": 6, "difficulty_count": 6, "profile_id": "rmp:2840709", "source_url": "https://www.ratemyprofessors.com/professor/2840709", "match_basis": "exact_name", "observed_at": "2026-09-07 16:05:28.734401+00:00", "courses": { "course_9d2db43001abbe58247267ec": { "review_count": 3, "quality": 4.67, "difficulty": 3.33, "quality_count": 3, "difficulty_count": 3 }, "course_465855ee8f77f31be2f79f78": { "review_count": 3, "quality": 2.67, "difficulty": 2.67, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.6620659873435346, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.641, "graded": 1306, "counts": [ 765, 289, 161, 54, 31, 3, 3 ], "sections": 26 }, "instructor_url": "/instructors/SINAN_TAS--instructor_1b6c2eca32db9d3ae3710b5f" }, { "instructor_uid": "instructor_0b4458ef6a1b2eb1175bb0ac", "source": "madgrades", "source_instructor_id": "3894278", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ANTHONY MCDONALD", "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": 3.755, "graded": 549, "counts": [ 367, 126, 43, 7, 2, 2, 2 ], "sections": 37 }, "instructor_url": "/instructors/ANTHONY_MCDONALD" }, { "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" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 521", "course_uid": "course_1aa7cc66114a83c08d6cf947", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Justin Boutilier" ], "a": 8, "ab": 12, "b": 11, "bc": 0, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 32, "source_aliases": [ "ISYE 521" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 521", "course_uid": "course_1aa7cc66114a83c08d6cf947", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "ARI SMITH", "Justin Boutilier" ], "a": 21, "ab": 19, "b": 11, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 51, "source_aliases": [ "ISYE 521" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 521", "course_uid": "course_1aa7cc66114a83c08d6cf947", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "ARI SMITH" ], "a": 26, "ab": 19, "b": 10, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 56, "source_aliases": [ "ISYE 521" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 521", "course_uid": "course_1aa7cc66114a83c08d6cf947", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "ARI SMITH" ], "a": 17, "ab": 16, "b": 9, "bc": 0, "c": 0, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 43, "source_aliases": [ "ISYE 521" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 521", "course_uid": "course_1aa7cc66114a83c08d6cf947", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "ARI SMITH", "Sinan Tas" ], "a": 6, "ab": 4, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 10, "source_aliases": [ "ISYE 521" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 521", "course_uid": "course_1aa7cc66114a83c08d6cf947", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Andi Wang", "Tony McDonald" ], "a": 55, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 56, "source_aliases": [ "ISYE 521" ] } ] ``` ### statistics #### gpa 3.658 #### graded 247 #### counts * 133 * 71 * 41 * 0 * 0 * 0 * 2 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_1aa7cc66114a83c08d6cf947-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_1aa7cc66114a83c08d6cf947-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_1aa7cc66114a83c08d6cf947-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_1aa7cc66114a83c08d6cf947-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_1aa7cc66114a83c08d6cf947-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_1aa7cc66114a83c08d6cf947-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_1aa7cc66114a83c08d6cf947-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_1aa7cc66114a83c08d6cf947-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.6578947368421053 #### count 247 #### university ##### size 3661 ##### gpa Percentile 38 ##### count Percentile 76 ##### median Count 101 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 226 | false | | 3.2–3.6 | 918 | false | | 3.6–4.0 | 2502 | true | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 47, "gpaPercentile": 35, "countPercentile": 63, "medianCount": 131, "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": 34, "current": true } ] } } ] ``` ### terms #### 1222 ##### term 1222 ##### gpa 3.34375 ##### count 32 ##### university ###### size 1157 ###### gpa Percentile 26 ###### count Percentile 6 ###### 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": 26, "countPercentile": 9, "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 } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.5980392156862746 ##### count 51 ##### university ###### size 1216 ###### gpa Percentile 45 ###### count Percentile 37 ###### 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 | true | | 3.6–4.0 | 670 | false | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 24, "gpaPercentile": 39, "countPercentile": 39, "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": true }, { "range": "3.6–4.0", "count": 14, "current": false } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.6454545454545455 ##### count 55 ##### university ###### size 1295 ###### gpa Percentile 48 ###### count Percentile 41 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 11 | false | | 2.8–3.2 | 162 | false | | 3.2–3.6 | 394 | false | | 3.6–4.0 | 726 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 23, "gpaPercentile": 50, "countPercentile": 59, "medianCount": 51, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 2, "current": false }, { "range": "3.2–3.6", "count": 7, "current": false }, { "range": "3.6–4.0", "count": 13, "current": true } ] } } ] ``` #### 1252 ##### term 1252 ##### gpa 3.511627906976744 ##### count 43 ##### university ###### size 1333 ###### gpa Percentile 33 ###### count Percentile 26 ###### 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": 39, "countPercentile": 22, "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 3.8 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1264 ##### term 1264 ##### gpa 3.9910714285714284 ##### count 56 ##### university ###### size 1283 ###### gpa Percentile 94 ###### count Percentile 41 ###### 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": 95, "countPercentile": 38, "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 3661 ###### gpa 3.6858596867835396 ###### top Share 83.67411849422007 ###### count 101 ##### ISYE ###### size 47 ###### gpa 3.68117293099892 ###### top Share 83.4216523252228 ###### count 131 #### 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 ##### 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 ##### 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 ##### 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 ##### 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_b59b19b56e506b61c9fa931f", "name": "ARI SMITH", "count": 159, "terms": [ { "term": "1232", "count": 51, "sections": 2, "gpa": 3.5980392156862746 }, { "term": "1242", "count": 55, "sections": 2, "gpa": 3.6454545454545455 }, { "term": "1252", "count": 43, "sections": 2, "gpa": 3.511627906976744 }, { "term": "1254", "count": 10, "sections": 1, "gpa": 3.8 } ] }, { "uid": "instructor_e0aba2e4d6a155ffdfe518d3", "name": "JUSTIN BOUTILIER", "count": 83, "terms": [ { "term": "1222", "count": 32, "sections": 1, "gpa": 3.34375 }, { "term": "1232", "count": 51, "sections": 2, "gpa": 3.5980392156862746 } ] }, { "uid": "instructor_52b830a9ef3019e17d1081fb", "name": "ANDI WANG", "count": 49, "terms": [ { "term": "1264", "count": 49, "sections": 1, "gpa": 3.989795918367347 } ] }, { "uid": "instructor_1b6c2eca32db9d3ae3710b5f", "name": "SINAN TAS", "count": 10, "terms": [ { "term": "1254", "count": 10, "sections": 1, "gpa": 3.8 } ] }, { "uid": "instructor_0b4458ef6a1b2eb1175bb0ac", "name": "ANTHONY MCDONALD", "count": 7, "terms": [ { "term": "1264", "count": 7, "sections": 1, "gpa": 4 } ] } ] ``` ## following | code | title | | ------------ | ---------------------------- | | ECE/ISYE 570 | ETHICS OF DATA FOR ENGINEERS |