# ISYE 602: Special Topics in Human Factors | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ISYE_602) ## 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 d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce ### course id ISYE 602 ### course uid course\_1d19662d1f1c79914b292afb ### catalog version id 504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f ### course number 602 ### subjects * ISYE ### title SPECIAL TOPICS IN HUMAN FACTORS ### description Various special topics in human factors engineering. Course topic may vary from semester to semester. Different versions of this course may be offered in same semester. ### requirements text None ### credits min 3 ### credits max 3 ### credit offering ids * 1272:490:010325 * 1272:490:010325.6 * 1272:490:010325.7 ### llm job id enrich-ecd149b6a6e0877fce2f3d1c ### llm output id f9e38903c86f6d75eeeded753f50613a8621bfb2031cb31abb48f6ab461ef0d8 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ISYE 602 covers various special topics in human factors engineering, with content varying by semester. ### llm topics * Human factors engineering ### llm skills None recorded. ### llm assumed background None recorded. ### llm search phrases * human factors engineering * special topics ISYE * human factors special topics ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash a57e93a22c1bd2ec15afcca34863a63781b443d078be6ddd8cf942d8f0b0c3e7 #### course id ISYE 602 #### current instructors ```json [ { "instructor_uid": "instructor_a65bc7d6709365e70eac0328", "message": "No course-specific reviews available", "name": "Hannah Silber", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2522752", "summary": [ { "citations": [ { "course_id": "ISYE 602", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f4812848-79dd-384f-908b-7977a9e04ffc", "source_record": { "entity_id": "f4812848-79dd-384f-908b-7977a9e04ffc", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ISYE 602", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f4812848-79dd-384f-908b-7977a9e04ffc", "source_record": { "entity_id": "f4812848-79dd-384f-908b-7977a9e04ffc", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2024: 3.94 GPA, 100.0% A/AB (n=17 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=39 letter grades)." } ] } ] ``` #### difficulty workload Historical reviews of Ranjana Mehta: The course project involved group work where feedback led to worse grades, and the workload was perceived as difficult and unfair by one student. ```json { "citations": [ { "instructor_name": "Ranjana Mehta", "review_date": "2025-05-12 17:52:17 +0000 UTC", "review_id": "a06af88beef8228a2e106d16", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2967425", "source_review_id": "UmF0aW5nLTQxMjU0MTA1", "source_url": "https://www.ratemyprofessors.com/professor/2967425", "type": "review" } ] } ``` #### errors None recorded. #### historical context A historical review of Ranjana Mehta describes her as unhelpful, noting that student feedback led to worse grades. The reviewer also reported an unjust accusation of AI use and found the grading difficult and unfair. ```json { "citations": [ { "instructor_name": "Ranjana Mehta", "review_date": "2025-05-12 17:52:17 +0000 UTC", "review_id": "a06af88beef8228a2e106d16", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2967425", "source_review_id": "UmF0aW5nLTQxMjU0MTA1", "source_url": "https://www.ratemyprofessors.com/professor/2967425", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take A historical review of Ranjana Mehta describes her as unhelpful with unfair, difficult grading and unjust AI accusations, though no current reviews exist for Hannah Silber. ```json { "citations": [ { "instructor_name": "Ranjana Mehta", "review_date": "2025-05-12 17:52:17 +0000 UTC", "review_id": "a06af88beef8228a2e106d16", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2967425", "source_review_id": "UmF0aW5nLTQxMjU0MTA1", "source_url": "https://www.ratemyprofessors.com/professor/2967425", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.84 GPA, 92.2% A/AB (n=64 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=39 letter grades); Spring 2026: 3.72 GPA, 83.7% A/AB (n=43 letter grades). ```json { "citations": [ { "course_id": "ISYE 602", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "f4812848-79dd-384f-908b-7977a9e04ffc", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "ISYE 602", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "f4812848-79dd-384f-908b-7977a9e04ffc", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "ISYE 602", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "f4812848-79dd-384f-908b-7977a9e04ffc", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience Students may face frustrating experiences with unhelpful instruction and unjust accusations, based on one historical review of Ranjana Mehta. ```json { "citations": [ { "instructor_name": "Ranjana Mehta", "review_date": "2025-05-12 17:52:17 +0000 UTC", "review_id": "a06af88beef8228a2e106d16", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:2967425", "source_review_id": "UmF0aW5nLTQxMjU0MTA1", "source_url": "https://www.ratemyprofessors.com/professor/2967425", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history HANNAH SILBER 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 602", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f4812848-79dd-384f-908b-7977a9e04ffc", "source_record": { "entity_id": "f4812848-79dd-384f-908b-7977a9e04ffc", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ISYE 602", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "f4812848-79dd-384f-908b-7977a9e04ffc", "source_record": { "entity_id": "f4812848-79dd-384f-908b-7977a9e04ffc", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` RANJANA MEHTA is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ISYE 602", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "f4812848-79dd-384f-908b-7977a9e04ffc", "source_record": { "entity_id": "f4812848-79dd-384f-908b-7977a9e04ffc", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "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 ```json [ { "instructor_uid": "instructor_a65bc7d6709365e70eac0328", "source": "enrollment", "source_instructor_id": "hsilber", "identity_basis": "netid", "identity_status": "source_identified", "name": "Hannah Silber", "email": "HSILBER@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 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 }, "instructor_url": "/instructors/HANNAH_SILBER" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:490:010325", "course_id": "ISYE 602", "course_uid": "course_1d19662d1f1c79914b292afb", "term_id": "1272", "source_course_id": "010325", "source_subject_id": "490", "title": "Special Topics in Human Factors", "credits_min": 3, "credits_max": 3, "typically_offered": "Occasionally" }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:490:010325.6", "course_id": "ISYE 602", "course_uid": "course_1d19662d1f1c79914b292afb", "term_id": "1272", "source_course_id": "010325.6", "source_subject_id": "490", "title": "Human Factors of Complex Sys", "credits_min": 3, "credits_max": 3, "typically_offered": "Occasionally" }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:490:010325.7", "course_id": "ISYE 602", "course_uid": "course_1d19662d1f1c79914b292afb", "term_id": "1272", "source_course_id": "010325.7", "source_subject_id": "490", "title": "Human-AI Teaming", "credits_min": 3, "credits_max": 3, "typically_offered": "Occasionally" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:30102", "term_id": "1272", "source_section_id": "30102", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 35, "enrolled": 31, "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_6d6130084f2657c504044b59", "source": "madgrades", "source_instructor_id": "4595646", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JOHN LEE", "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": 8, "quality": 3.88, "difficulty": 2.38, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:1722365", "source_url": "https://www.ratemyprofessors.com/professor/1722365", "match_basis": "exact_name", "observed_at": "2026-09-07 16:31:26.879985+00:00", "courses": { "course_0bf7d1fc20304def0233e765": { "review_count": 3, "quality": 2.33, "difficulty": 2.67, "quality_count": 3, "difficulty_count": 3 }, "course_9038c4e5acac28da8c19378f": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_465855ee8f77f31be2f79f78": { "review_count": 3, "quality": 4.67, "difficulty": 2.33, "quality_count": 3, "difficulty_count": 3 } }, "bayesian_quality": 3.722632702533282, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.698, "graded": 1400, "counts": [ 880, 297, 166, 31, 18, 6, 2 ], "sections": 116 }, "instructor_url": "/instructors/JOHN_LEE--instructor_6d6130084f2657c504044b59" }, { "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": 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22, 8, 2, 4 ], "sections": 69 }, "instructor_url": "/instructors/HANNAH_SILBER--instructor_c7bb457d3e08d321c52af9b5" }, { "instructor_uid": "instructor_4c4796ceb285f7eaf4ec9d80", "source": "madgrades", "source_instructor_id": "6587113", "identity_basis": "source_id", "identity_status": "source_identified", "name": "RANJANA MEHTA", "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": 20, "quality": 1.3, "difficulty": 4.15, "quality_count": 20, "difficulty_count": 20, "profile_id": "rmp:2967425", "source_url": "https://www.ratemyprofessors.com/professor/2967425", "match_basis": "exact_name", "observed_at": "2026-09-07 16:10:34.979406+00:00", "courses": { "course_0bf7d1fc20304def0233e765": { "review_count": 18, "quality": 1.33, "difficulty": 4.11, "quality_count": 18, "difficulty_count": 18 }, "course_1d19662d1f1c79914b292afb": { "review_count": 1, "quality": 1, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_cf81ce86a3109ddc6a05fff0": { "review_count": 1, "quality": 1, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 2.4798428917732975, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.609, "graded": 224, "counts": [ 131, 58, 17, 9, 3, 2, 4 ], "sections": 20 }, "instructor_url": "/instructors/RANJANA_MEHTA--instructor_4c4796ceb285f7eaf4ec9d80" }, { "instructor_uid": "instructor_a65bc7d6709365e70eac0328", "source": "enrollment", "source_instructor_id": "hsilber", "identity_basis": "netid", "identity_status": "source_identified", "name": "Hannah Silber", "email": "HSILBER@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 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 }, "instructor_url": "/instructors/HANNAH_SILBER" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 602", "course_uid": "course_1d19662d1f1c79914b292afb", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "John Lee" ], "a": 24, "ab": 12, "b": 3, "bc": 1, "c": 0, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 42, "source_aliases": [ "ISYE 602" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 602", "course_uid": "course_1d19662d1f1c79914b292afb", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "John Lee" ], "a": 26, "ab": 6, "b": 6, "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": 39, "source_aliases": [ "ISYE 602" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 602", "course_uid": "course_1d19662d1f1c79914b292afb", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "John Lee" ], "a": 14, "ab": 10, "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": 28, "source_aliases": [ "ISYE 602" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 602", "course_uid": "course_1d19662d1f1c79914b292afb", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Hannah Silber" ], "a": 15, "ab": 2, "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": 17, "source_aliases": [ "ISYE 602" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 602", "course_uid": "course_1d19662d1f1c79914b292afb", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "John Lee", "Ranjana Mehta" ], "a": 49, "ab": 10, "b": 4, "bc": 1, "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": 65, "source_aliases": [ "ISYE 602" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 602", "course_uid": "course_1d19662d1f1c79914b292afb", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Hannah Silber" ], "a": 38, "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": 39, "source_aliases": [ "ISYE 602" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ISYE 602", "course_uid": "course_1d19662d1f1c79914b292afb", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "John Lee" ], "a": 28, "ab": 8, "b": 6, "bc": 0, "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": 43, "source_aliases": [ "ISYE 602" ] } ] ``` ### statistics #### gpa 3.784 #### graded 271 #### counts * 194 * 49 * 23 * 2 * 1 * 2 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_1d19662d1f1c79914b292afb-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_1d19662d1f1c79914b292afb-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_1d19662d1f1c79914b292afb-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_1d19662d1f1c79914b292afb-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_1d19662d1f1c79914b292afb-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_1d19662d1f1c79914b292afb-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_1d19662d1f1c79914b292afb-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_1d19662d1f1c79914b292afb-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_1d19662d1f1c79914b292afb-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_1d19662d1f1c79914b292afb-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.784132841328413 #### count 271 #### university ##### size 3982 ##### gpa Percentile 54 ##### count Percentile 77 ##### median Count 106 ##### 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 | 231 | false | | 3.2–3.6 | 970 | false | | 3.6–4.0 | 2767 | true | #### departments ```json [ { "subject": "ISYE", "comparison": { "size": 48, "gpaPercentile": 57, "countPercentile": 66, "medianCount": 163.5, "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": 35, "current": true } ] } } ] ``` ### terms #### 1222 ##### term 1222 ##### gpa 3.6707317073170733 ##### count 41 ##### university ###### size 1157 ###### gpa Percentile 54 ###### count Percentile 24 ###### median Count 64 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 17 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 351 | false | | 3.6–4.0 | 614 | true | ##### departments ```json [ { "subject": "ISYE", "comparison": { "size": 24, "gpaPercentile": 52, "countPercentile": 26, "medianCount": 48.5, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 2, "current": false }, { "range": "3.2–3.6", "count": 8, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` #### 1224 ##### term 1224 ##### gpa 3.6923076923076925 ##### count 39 ##### university ###### size 1171 ###### gpa Percentile 56 ###### count Percentile 20 ###### 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": 50, "countPercentile": 0, "medianCount": 48, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 1, "current": false }, { "range": "3.2–3.6", "count": 10, "current": false }, { "range": "3.6–4.0", "count": 14, "current": true } ] } } ] ``` #### 1232 ##### term 1232 ##### gpa 3.6785714285714284 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1252 ##### term 1252 ##### gpa 3.9411764705882355 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | ISYE | | #### 1254 ##### term 1254 ##### gpa 3.8359375 ##### count 64 ##### university ###### size 1289 ###### gpa Percentile 71 ###### count Percentile 48 ###### 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": 67, "countPercentile": 57, "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 3.9871794871794872 ##### count 39 ##### university ###### size 1320 ###### gpa Percentile 94 ###### count Percentile 18 ###### 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": 88, "countPercentile": 17, "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 3.7209302325581395 ##### count 43 ##### university ###### size 1283 ###### gpa Percentile 53 ###### count Percentile 26 ###### 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": 43, "countPercentile": 10, "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 3982 ###### gpa 3.6926962816906346 ###### top Share 84.01030275024284 ###### count 106 ##### ISYE ###### size 48 ###### gpa 3.697576202850525 ###### top Share 84.29818301353224 ###### count 163.5 #### 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 ##### 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_6d6130084f2657c504044b59", "name": "JOHN LEE", "count": 192, "terms": [ { "term": "1222", "count": 41, "sections": 2, "gpa": 3.6707317073170733 }, { "term": "1224", "count": 39, "sections": 1, "gpa": 3.6923076923076925 }, { "term": "1232", "count": 28, "sections": 1, "gpa": 3.6785714285714284 }, { "term": "1254", "count": 41, "sections": 1, "gpa": 3.817073170731707 }, { "term": "1264", "count": 43, "sections": 1, "gpa": 3.7209302325581395 } ] }, { "uid": "instructor_c7bb457d3e08d321c52af9b5", "name": "HANNAH SILBER", "count": 56, "terms": [ { "term": "1252", "count": 17, "sections": 1, "gpa": 3.9411764705882355 }, { "term": "1262", "count": 39, "sections": 1, "gpa": 3.9871794871794872 } ] }, { "uid": "instructor_4c4796ceb285f7eaf4ec9d80", "name": "RANJANA MEHTA", "count": 23, "terms": [ { "term": "1254", "count": 23, "sections": 1, "gpa": 3.869565217391304 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### gpa 3.818022043476769 ### grades | grade | percentage | | ----- | ------------------ | | A | 77.02577420201348 | | AB | 14.123364479377742 | | B | 6.961970115173152 | | BC | 0.655855963529884 | | C | 0.5087463675509356 | | D | 0.7242888723548124 | | F | 0 | ### source Terms * 1264 * 1262 * 1254 * 1224 * 1222 ### source Count 226 ### same Season false ### historical Range * 3.670731707317073 * 3.9871794871794872