# ISYE 191: The Practice of Industrial Engineering | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_191) ## 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 541ab439c32936de7b04dc53930749c0e53a37e2225f3d99bde6abe883d096ac ### course id ISYE 191 ### course uid course\_1d47eb9413dc8539fee61a85 ### catalog version id 4714776c7eea8dee1c7cd4b58fe36a14af9293ad5b4216521106d0b8140a1715 ### course number 191 ### subjects * ISYE ### title THE PRACTICE OF INDUSTRIAL ENGINEERING ### description An introduction to industrial engineering subject matter areas, problem types, and design/analysis approaches, techniques, and methodologies. Special emphasis on formulation and design alternatives for problem solving. ### requirements text None ### credit offering ids None recorded. ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id a42aa1631dd4c10785da8a482825b3a2ef7da7db263e251cdfc2eeb7dd615c06 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary An introduction to industrial engineering subject matter, problem types, and design/analysis methodologies. ### llm topics * Industrial engineering subject matter areas * Problem types * Design and analysis approaches, techniques, and methodologies ### llm skills * Formulating and designing alternatives for problem solving * Applying design and analysis approaches, techniques, and methodologies ### llm assumed background None recorded. ### llm search phrases * industrial engineering introduction * problem solving design alternatives * IE methodologies techniques * formulation analysis approaches ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash fad474aadcc63d57ad15f5e50b0ad273052e780ecf877dc22bf1cc5756546647 #### course id ISYE 191 #### current instructors None recorded. #### difficulty workload Historical reviews of Amanda Smith, Hannah Silber: Workload consists primarily of required attendance and a single group project that takes minimal time, with no final exams or significant homework assignments. ```json { "citations": [ { "instructor_name": "Amanda Smith", "review_date": "2023-05-16 18:01:26 +0000 UTC", "review_id": "958451087cb52a84c32c183e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM3OTM2ODk2", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2026-04-23 20:52:52 +0000 UTC", "review_id": "acc3cdce84d3b878dda97163", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTQyOTE3MzMz", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2026-06-19 19:29:05 +0000 UTC", "review_id": "42ad35586936787878878482", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTQzMjYwNzEw", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews of Amanda Smith: Amanda Smith is described as caring and enjoyable, with students noting she answers all questions and makes the class the least stressful in engineering. However, her teaching is hard to judge because most lectures feature guest speakers rather than direct instruction. ```json { "citations": [ { "instructor_name": "Amanda Smith", "review_date": "2023-05-16 18:01:26 +0000 UTC", "review_id": "958451087cb52a84c32c183e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM3OTM2ODk2", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Amanda Smith", "review_date": "2025-07-30 01:59:50 +0000 UTC", "review_id": "275b0239e9b8edd07cf99f7e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTQxNTMzNjQw", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" } ] } ``` #### offered false #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews of Amanda Smith, Hannah Silber: Reviewers describe the course as an easy A with minimal academic rigor, relying heavily on attendance and a low-effort group project rather than traditional exams or homework. ```json { "citations": [ { "instructor_name": "Amanda Smith", "review_date": "2023-05-16 18:01:26 +0000 UTC", "review_id": "958451087cb52a84c32c183e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM3OTM2ODk2", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2026-04-23 20:52:52 +0000 UTC", "review_id": "acc3cdce84d3b878dda97163", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTQyOTE3MzMz", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2026-06-19 19:29:05 +0000 UTC", "review_id": "42ad35586936787878878482", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTQzMjYwNzEw", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" } ] } ``` Recent recorded grades — Spring 2024: 3.86 GPA, 94.2% A/AB (n=138 letter grades); Spring 2025: 3.94 GPA, 97.5% A/AB (n=122 letter grades); Spring 2026: 3.96 GPA, 98.7% A/AB (n=156 letter grades). ```json { "citations": [ { "course_id": "ISYE 191", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ISYE 191", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ISYE 191", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "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 find the structure frustrating due to reliance on guest speakers and dull lectures, though some appreciate the low stress and accessible instructors. ```json { "citations": [ { "instructor_name": "Amanda Smith", "review_date": "2023-05-16 18:01:26 +0000 UTC", "review_id": "958451087cb52a84c32c183e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTM3OTM2ODk2", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Amanda Smith", "review_date": "2025-07-30 01:59:50 +0000 UTC", "review_id": "275b0239e9b8edd07cf99f7e", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2911189", "source_review_id": "UmF0aW5nLTQxNTMzNjQw", "source_url": "https://www.ratemyprofessors.com/professor/2911189", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2026-04-23 20:52:52 +0000 UTC", "review_id": "acc3cdce84d3b878dda97163", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTQyOTE3MzMz", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" }, { "instructor_name": "Hannah Silber", "review_date": "2026-06-19 19:29:05 +0000 UTC", "review_id": "42ad35586936787878878482", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2522752", "source_review_id": "UmF0aW5nLTQzMjYwNzEw", "source_url": "https://www.ratemyprofessors.com/professor/2522752", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history AMANDA SMITH is recorded teaching in Spring 2019, Spring 2020, Spring 2022, Spring 2023, Spring 2024, Spring 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 191", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "source_record": { "entity_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1194", "type": "grade" }, { "course_id": "ISYE 191", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "source_record": { "entity_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "ISYE 191", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "source_record": { "entity_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ISYE 191", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "source_record": { "entity_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ISYE 191", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "source_record": { "entity_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "ISYE 191", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "source_record": { "entity_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "ISYE 191", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "source_record": { "entity_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" } ] } ``` HANNAH SILBER is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 191", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "source_record": { "entity_id": "02af6116-e111-37ee-bdde-e8fcec56908f", "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": [], "condition": "None", "course": null, "evidence": "None", "id": "source_requirements", "kind": "condition" } ] ``` #### notes * Display fallback using original requirements text; not an LLM-parsed rule. #### root source\_requirements #### status needs\_review ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_cc3bb85160c433300baa2e02", "source": "madgrades", "source_instructor_id": "712619", "identity_basis": "source_id", "identity_status": "source_identified", "name": "HAROLD JUDE STEUDEL", "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": 3.868, "graded": 1273, "counts": [ 1046, 155, 53, 11, 5, 1, 2 ], "sections": 51 }, "instructor_url": "/instructors/HAROLD_JUDE_STEUDEL--instructor_cc3bb85160c433300baa2e02" }, { "instructor_uid": "instructor_f140abf49564c858ba3f23db", "source": "madgrades", "source_instructor_id": "196132", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PATRICIA FLATLEY BRENNAN", "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": 3.55, "graded": 270, "counts": [ 127, 78, 47, 11, 4, 1, 2 ], "sections": 70 }, "instructor_url": "/instructors/PATRICIA_FLATLEY_BRENNAN--instructor_f140abf49564c858ba3f23db" }, { "instructor_uid": "instructor_3bfb9698df128aba89bf336b", "source": "madgrades", "source_instructor_id": "2601884", "identity_basis": "source_id", "identity_status": "source_identified", "name": "VICKI BIER", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 3, "quality": 3.33, "difficulty": 2.67, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:1516986", "source_url": "https://www.ratemyprofessors.com/professor/1516986", "match_basis": "exact_name", "observed_at": "2026-09-07 16:00:09.055608+00:00", "courses": { "course_465855ee8f77f31be2f79f78": { "review_count": 3, "quality": 3.33, "difficulty": 2.67, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.6166832900405175, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.335, "graded": 1674, "counts": [ 627, 398, 331, 169, 122, 23, 4 ], "sections": 108 }, "instructor_url": "/instructors/VICKI_BIER" }, { "instructor_uid": "instructor_3dbbd9bb40e74cae2a0f09e2", "source": "madgrades", "source_instructor_id": "4256800", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JEFFREY LINDEROTH", "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": 3.228, "graded": 1284, "counts": [ 470, 198, 316, 131, 133, 30, 6 ], "sections": 85 }, "instructor_url": "/instructors/JEFFREY_LINDEROTH--instructor_3dbbd9bb40e74cae2a0f09e2" }, { "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" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 191", "course_uid": "course_1d47eb9413dc8539fee61a85", "term_id": "1074", "term_name": "Spring 2007", "instructors": [ "HAROLD JUDE STEUDEL" ], "a": 35, "ab": 3, "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": 38, "source_aliases": [ "ISYE 191" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 191", "course_uid": "course_1d47eb9413dc8539fee61a85", "term_id": "1084", "term_name": "Spring 2008", "instructors": [ "PATRICIA FLATLEY BRENNAN" ], "a": 28, "ab": 12, "b": 0, "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": 41, "source_aliases": [ "ISYE 191" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 191", "course_uid": "course_1d47eb9413dc8539fee61a85", "term_id": "1094", "term_name": "Spring 2009", "instructors": [ "PATRICIA FLATLEY BRENNAN" ], "a": 31, "ab": 5, "b": 4, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 40, "source_aliases": [ "ISYE 191" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 191", "course_uid": "course_1d47eb9413dc8539fee61a85", "term_id": "1104", "term_name": "Spring 2010", "instructors": [ "PATRICIA FLATLEY BRENNAN" ], "a": 17, "ab": 11, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 30, "source_aliases": [ "ISYE 191" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 191", "course_uid": "course_1d47eb9413dc8539fee61a85", "term_id": "1114", "term_name": "Spring 2011", "instructors": [ "VICKI BIER" ], "a": 17, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 14, "no_work": 0, "not_reported": 0, "other": 0, "total": 31, "source_aliases": [ "ISYE 191" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 191", "course_uid": "course_1d47eb9413dc8539fee61a85", "term_id": "1194", "term_name": "Spring 2019", "instructors": [ "Amanda Smith", "Jeffrey Linderoth" ], "a": 57, "ab": 2, "b": 3, "bc": 1, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 63, "source_aliases": [ "ISYE 191" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 191", "course_uid": "course_1d47eb9413dc8539fee61a85", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Amanda Smith" ], "a": 54, "ab": 2, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 2, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 59, "source_aliases": [ "ISYE 191" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 191", "course_uid": "course_1d47eb9413dc8539fee61a85", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Amanda Smith" ], "a": 115, "ab": 8, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 124, "source_aliases": [ "ISYE 191" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 191", "course_uid": "course_1d47eb9413dc8539fee61a85", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Amanda Smith" ], "a": 113, "ab": 9, "b": 7, "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": 132, "source_aliases": [ "ISYE 191" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 191", "course_uid": "course_1d47eb9413dc8539fee61a85", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "Amanda Smith" ], "a": 114, "ab": 16, "b": 5, "bc": 2, "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": 138, "source_aliases": [ "ISYE 191" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 191", "course_uid": "course_1d47eb9413dc8539fee61a85", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Amanda Smith" ], "a": 112, "ab": 7, "b": 1, "bc": 2, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 122, "source_aliases": [ "ISYE 191" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 191", "course_uid": "course_1d47eb9413dc8539fee61a85", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Hannah Silber" ], "a": 147, "ab": 7, "b": 0, "bc": 2, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 156, "source_aliases": [ "ISYE 191" ] } ] ``` ### statistics #### gpa 3.908 #### graded 958 #### counts * 840 * 82 * 24 * 9 * 1 * 0 * 2 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_1d47eb9413dc8539fee61a85-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_1d47eb9413dc8539fee61a85-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_1d47eb9413dc8539fee61a85-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_1d47eb9413dc8539fee61a85-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_1d47eb9413dc8539fee61a85-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_1d47eb9413dc8539fee61a85-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_1d47eb9413dc8539fee61a85-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_1d47eb9413dc8539fee61a85-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.9076200417536535 #### count 958 #### university ##### size 3912 ##### gpa Percentile 77 ##### count Percentile 91 ##### median Count 135 ##### 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 | 12 | false | | 2.8–3.2 | 290 | false | | 3.2–3.6 | 1060 | false | | 3.6–4.0 | 2550 | true | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 53, "gpaPercentile": 77, "countPercentile": 100, "medianCount": 176, "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": 15, "current": false }, { "range": "3.6–4.0", "count": 35, "current": true } ] } } ] ``` ### terms #### 1074 ##### term 1074 ##### gpa 3.960526315789474 ##### count 38 ##### university ###### size 695 ###### gpa Percentile 94 ###### count Percentile 15 ###### 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 | 3 | false | | 2.4–2.8 | 53 | false | | 2.8–3.2 | 184 | false | | 3.2–3.6 | 256 | false | | 3.6–4.0 | 199 | true | ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1084 ##### term 1084 ##### gpa 3.7560975609756095 ##### count 41 ##### university ###### size 720 ###### gpa Percentile 82 ###### count Percentile 22 ###### 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 | 3 | false | | 2.4–2.8 | 45 | false | | 2.8–3.2 | 207 | false | | 3.2–3.6 | 248 | false | | 3.6–4.0 | 217 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 12, "gpaPercentile": 73, "countPercentile": 55, "medianCount": 39.5, "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": 3, "current": false }, { "range": "3.6–4.0", "count": 7, "current": true } ] } } ] ``` #### 1094 ##### term 1094 ##### gpa 3.8375 ##### count 40 ##### university ###### size 758 ###### gpa Percentile 85 ###### count Percentile 21 ###### median Count 71 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 2 | false | | 2.4–2.8 | 35 | false | | 2.8–3.2 | 226 | false | | 3.2–3.6 | 259 | false | | 3.6–4.0 | 236 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 12, "gpaPercentile": 82, "countPercentile": 64, "medianCount": 39, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 4, "current": false }, { "range": "3.2–3.6", "count": 1, "current": false }, { "range": "3.6–4.0", "count": 6, "current": true } ] } } ] ``` #### 1104 ##### term 1104 ##### gpa 3.75 ##### count 30 ##### university ###### size 793 ###### gpa Percentile 79 ###### count Percentile 0 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 4 | false | | 2.4–2.8 | 49 | false | | 2.8–3.2 | 205 | false | | 3.2–3.6 | 294 | false | | 3.6–4.0 | 241 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 12, "gpaPercentile": 73, "countPercentile": 0, "medianCount": 43, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 1, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 6, "current": false }, { "range": "3.6–4.0", "count": 5, "current": true } ] } } ] ``` #### 1114 ##### term 1114 ##### gpa 4 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1194 ##### term 1194 ##### gpa 3.9126984126984126 ##### count 63 ##### university ###### size 1040 ###### gpa Percentile 87 ###### count Percentile 46 ###### median Count 67 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 23 | false | | 2.8–3.2 | 220 | false | | 3.2–3.6 | 342 | false | | 3.6–4.0 | 454 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 22, "gpaPercentile": 81, "countPercentile": 38, "medianCount": 65, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 3, "current": false }, { "range": "3.2–3.6", "count": 5, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` #### 1204 ##### term 1204 ##### gpa 3.9649122807017543 ##### count 57 ##### university ###### size 1012 ###### gpa Percentile 87 ###### count Percentile 44 ###### median Count 65.5 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 1 | false | | 2.8–3.2 | 25 | false | | 3.2–3.6 | 301 | false | | 3.6–4.0 | 685 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 21, "gpaPercentile": 75, "countPercentile": 50, "medianCount": 57, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 18, "current": true } ] } } ] ``` #### 1224 ##### term 1224 ##### gpa 3.9596774193548385 ##### count 124 ##### university ###### size 1171 ###### gpa Percentile 90 ###### count Percentile 77 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 3 | false | | 2.4–2.8 | 21 | false | | 2.8–3.2 | 173 | false | | 3.2–3.6 | 358 | false | | 3.6–4.0 | 616 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 25, "gpaPercentile": 83, "countPercentile": 96, "medianCount": 48, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 10, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` #### 1234 ##### term 1234 ##### gpa 3.875 ##### count 132 ##### university ###### size 1188 ###### gpa Percentile 77 ###### count Percentile 78 ###### 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": 83, "countPercentile": 100, "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 } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.8550724637681157 ##### count 138 ##### university ###### size 1241 ###### gpa Percentile 76 ###### count Percentile 80 ###### 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": 75, "countPercentile": 95, "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 } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.9385245901639343 ##### count 122 ##### university ###### size 1289 ###### gpa Percentile 87 ###### count Percentile 77 ###### 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": 86, "countPercentile": 95, "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 } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.9583333333333335 ##### count 156 ##### university ###### size 1283 ###### gpa Percentile 89 ###### count Percentile 82 ###### 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": 86, "countPercentile": 95, "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 3912 ###### gpa 3.6664173115403176 ###### top Share 82.29881665869146 ###### count 135 ##### ISYE ###### size 53 ###### gpa 3.6964376097790783 ###### top Share 84.14441514068902 ###### count 176 #### terms ##### 1074 ###### school ###### size 695 ###### gpa 3.3616924722887376 ###### top Share 63.22509110105764 ###### count 69 ##### 1084 ###### school ###### size 720 ###### gpa 3.3670742938849725 ###### top Share 63.42064564712246 ###### count 70 ###### ISYE ###### size 12 ###### gpa 3.539479209717092 ###### top Share 78.21357214803776 ###### count 39.5 ##### 1094 ###### school ###### size 758 ###### gpa 3.3891454428111527 ###### top Share 64.36369814389255 ###### count 71 ###### ISYE ###### size 12 ###### gpa 3.4056079638285452 ###### top Share 65.2521379730913 ###### count 39 ##### 1104 ###### school ###### size 793 ###### gpa 3.384661458923085 ###### top Share 64.6614752434143 ###### count 66 ###### ISYE ###### size 12 ###### gpa 3.5102873708512288 ###### top Share 73.77337837858025 ###### count 43 ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ###### ISYE ###### size 11 ###### gpa 3.412841793537643 ###### top Share 66.98646701950561 ###### count 44 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ###### ISYE ###### size 22 ###### gpa 3.629795980115166 ###### top Share 79.27647395270196 ###### count 65 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### ISYE ###### size 21 ###### gpa 3.826924971533834 ###### top Share 92.62448121984468 ###### count 57 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### ISYE ###### size 25 ###### gpa 3.662696584191052 ###### top Share 81.34147885567297 ###### count 48 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### ISYE ###### size 24 ###### gpa 3.6495043911288954 ###### top Share 80.48020872988452 ###### count 53 ##### 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 ##### 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_c645a5212c75eb79b5fa0e37", "name": "AMANDA SMITH", "count": 636, "terms": [ { "term": "1194", "count": 63, "sections": 1, "gpa": 3.9126984126984126 }, { "term": "1204", "count": 57, "sections": 1, "gpa": 3.9649122807017543 }, { "term": "1224", "count": 124, "sections": 2, "gpa": 3.9596774193548385 }, { "term": "1234", "count": 132, "sections": 1, "gpa": 3.875 }, { "term": "1244", "count": 138, "sections": 1, "gpa": 3.8550724637681157 }, { "term": "1254", "count": 122, "sections": 1, "gpa": 3.9385245901639343 } ] }, { "uid": "instructor_c7bb457d3e08d321c52af9b5", "name": "HANNAH SILBER", "count": 156, "terms": [ { "term": "1264", "count": 156, "sections": 1, "gpa": 3.9583333333333335 } ] }, { "uid": "instructor_f140abf49564c858ba3f23db", "name": "PATRICIA FLATLEY BRENNAN", "count": 111, "terms": [ { "term": "1084", "count": 41, "sections": 1, "gpa": 3.7560975609756095 }, { "term": "1094", "count": 40, "sections": 1, "gpa": 3.8375 }, { "term": "1104", "count": 30, "sections": 1, "gpa": 3.75 } ] }, { "uid": "instructor_3dbbd9bb40e74cae2a0f09e2", "name": "JEFFREY LINDEROTH", "count": 63, "terms": [ { "term": "1194", "count": 63, "sections": 1, "gpa": 3.9126984126984126 } ] }, { "uid": "instructor_cc3bb85160c433300baa2e02", "name": "HAROLD JUDE STEUDEL", "count": 38, "terms": [ { "term": "1074", "count": 38, "sections": 1, "gpa": 3.960526315789474 } ] }, { "uid": "instructor_3bfb9698df128aba89bf336b", "name": "VICKI BIER", "count": 17, "terms": [ { "term": "1114", "count": 17, "sections": 1, "gpa": 4 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### gpa 3.9214312390658663 ### grades | grade | percentage | | ----- | ------------------- | | A | 89.94537041988242 | | AB | 6.73224744548684 | | B | 1.790829480135904 | | BC | 1.2782069548813009 | | C | 0.11538517012101021 | | D | 0 | | F | 0.1379605294925122 | ### source Terms * 1264 * 1254 * 1244 * 1234 * 1224 ### source Count 672 ### same Season false ### historical Range * 3.855072463768116 * 3.9596774193548385