# COMPSCI/ISYE 723: Dynamic Programming and Associated Topics | UW–Madison [View on UW Courses](https://uwcourses.com/courses/COMPSCI_ISYE_723) ## 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 91374c1f556dd5be21764f26e7008624f42b4b71c3b4b0c5ca886e2480866c1a ### course id COMPSCI/ISYE 723 ### course uid course\_b6ee9e2bd841018bd3a65997 ### catalog version id 7c55ff151de983c8f20dc43d810dd04c5a00a0c1e6c6046997606db7cba2f2d8 ### course number 723 ### subjects * COMPSCI * ISYE ### title DYNAMIC PROGRAMMING AND ASSOCIATED TOPICS ### description General and special techniques of dynamic programming developed by means of examples. Shortest-path algorithms. Deterministic equipment replacement models. Resource allocation problem. Traveling-salesman problem. Knapsack problem. Analysis of inventory systems. General stochastic formulations. Markovian decision processes. Students are strongly encouraged to have knowledge of mathematical optimization (e.g.,COMP SCI/​I SY E/​MATH/​STAT  525,I SY E 623,COMP SCI/​I SY E/​MATH/​STAT  726), knowledge of analysis (e.g.,MATH/​STAT  431or521) and programming ability (e.g.,COMP SCI 200or 301) ### requirements text Graduate/professional standing ### credits min 3 ### credits max 3 ### credit offering ids * 1272:266:010334 * 1272:490:010334 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 1a28914d3aeba3e283fc4f218d62c012dc8c1cf3466c3bd14575ede3cf092489 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Covers dynamic programming techniques and applications to problems like shortest-path, TSP, and Markovian decision processes. ### llm topics * Shortest-path algorithms, equipment replacement, resource allocation, TSP, knapsack, and inventory systems. * Stochastic formulations and Markovian decision processes. ### llm skills * Applying dynamic programming techniques to solve optimization problems. * Solving specific optimization problems including shortest-path, TSP, knapsack, and inventory systems. * Formulating and analyzing stochastic decision processes. ### llm assumed background * Knowledge of mathematical optimization, analysis, and programming ability. * Fundamental programming skills including problem decomposition, control flow, and function definition. * Linear optimization theory, simplex method, and duality. * Advanced optimization modeling and discrete decision modeling. * Nonlinear optimization algorithms and methods. * Probability theory, random variables, and limit theorems. ### llm search phrases * dynamic programming algorithms * Markov decision processes * stochastic optimization * resource allocation * traveling salesman problem ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash d22b7cf583dd81aeac142df9bf9863ca24911aa9792f1dd4a0b7d5dba0e05f18 #### course id COMPSCI/ISYE 723 #### current instructors ```json [ { "instructor_uid": "instructor_b67d3db63b5f7978d78b2ad5", "message": "No course-specific reviews available", "name": "Yonatan Mintz", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:3014140", "summary": [ { "citations": [ { "course_id": "COMPSCI/ISYE 723", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c36c8d01-d51e-3757-a8c7-6c7548f08412", "source_record": { "entity_id": "c36c8d01-d51e-3757-a8c7-6c7548f08412", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "COMPSCI/ISYE 723", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c36c8d01-d51e-3757-a8c7-6c7548f08412", "source_record": { "entity_id": "c36c8d01-d51e-3757-a8c7-6c7548f08412", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "COMPSCI/ISYE 723", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c36c8d01-d51e-3757-a8c7-6c7548f08412", "source_record": { "entity_id": "c36c8d01-d51e-3757-a8c7-6c7548f08412", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 3.89 GPA, 89.5% A/AB (n=19 letter grades); Fall 2024: 3.95 GPA, 100.0% A/AB (n=22 letter grades); Fall 2025: 3.87 GPA, 93.3% A/AB (n=15 letter grades)." } ] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Fall 2023: 3.89 GPA, 89.5% A/AB (n=19 letter grades); Fall 2024: 3.95 GPA, 100.0% A/AB (n=22 letter grades); Fall 2025: 3.87 GPA, 93.3% A/AB (n=15 letter grades). ```json { "citations": [ { "course_id": "COMPSCI/ISYE 723", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c36c8d01-d51e-3757-a8c7-6c7548f08412", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "COMPSCI/ISYE 723", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c36c8d01-d51e-3757-a8c7-6c7548f08412", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "COMPSCI/ISYE 723", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c36c8d01-d51e-3757-a8c7-6c7548f08412", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history YONATAN MINTZ is recorded teaching in Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI/ISYE 723", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c36c8d01-d51e-3757-a8c7-6c7548f08412", "source_record": { "entity_id": "c36c8d01-d51e-3757-a8c7-6c7548f08412", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "COMPSCI/ISYE 723", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c36c8d01-d51e-3757-a8c7-6c7548f08412", "source_record": { "entity_id": "c36c8d01-d51e-3757-a8c7-6c7548f08412", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "COMPSCI/ISYE 723", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": 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"exact_name", "observed_at": "2026-09-07 15:57:37.615843+00:00", "courses": { "course_e24cd871fe8fd61582f61241": { "review_count": 4, "quality": 2, "difficulty": 4.5, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 3.3830714862888294, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/YONATAN_MINTZ" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:266:010334", "course_id": "COMPSCI/ISYE 723", "course_uid": "course_b6ee9e2bd841018bd3a65997", "term_id": "1272", "source_course_id": "010334", "source_subject_id": "266", "title": "Dynamic Programming and Associated Topics", "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": "1272:490:010334", "course_id": "COMPSCI/ISYE 723", 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"instruction_mode": "Classroom Instruction", "capacity": 30, "enrolled": 11, "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_100690f58c4672983a7f177c", "source": "madgrades", "source_instructor_id": "1501182", "identity_basis": "source_id", "identity_status": "source_identified", "name": "OGUZHAN ALAGOZ", "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": 4.67, "difficulty": 2, "quality_count": 3, "difficulty_count": 3, "profile_id": "rmp:2377358", "source_url": "https://www.ratemyprofessors.com/professor/2377358", "match_basis": "exact_name", "observed_at": "2026-09-07 16:13:17.116228+00:00", "courses": { "course_79b5e9b5db80577aeb7f07f1": { "review_count": 2, "quality": 5, "difficulty": 2.5, "quality_count": 2, "difficulty_count": 2 }, 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"/instructors/YONATAN_MINTZ--instructor_8b7e50754dbef8c1a03687c9" }, { "instructor_uid": "instructor_c3bf0e2d74604862d6f24d70", "source": "madgrades", "source_instructor_id": "6112224", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JINXIN TAO", "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": 3.574, "graded": 121, "counts": [ 50, 45, 21, 4, 1, 0, 0 ], "sections": 7 }, "instructor_url": "/instructors/JINXIN_TAO--instructor_c3bf0e2d74604862d6f24d70" }, { "instructor_uid": "instructor_b67d3db63b5f7978d78b2ad5", "source": "enrollment", "source_instructor_id": "ymintz", "identity_basis": "netid", "identity_status": "source_identified", "name": "Yonatan Mintz", "email": "YMINTZ@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": 4, "quality": 2, "difficulty": 4.5, "quality_count": 4, "difficulty_count": 4, "profile_id": "rmp:3014140", "source_url": "https://www.ratemyprofessors.com/professor/3014140", "match_basis": "exact_name", "observed_at": "2026-09-07 15:57:37.615843+00:00", "courses": { "course_e24cd871fe8fd61582f61241": { "review_count": 4, "quality": 2, "difficulty": 4.5, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 3.3830714862888294, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/YONATAN_MINTZ" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE 723", "course_uid": "course_b6ee9e2bd841018bd3a65997", "term_id": "1074", "term_name": "Spring 2007", "instructors": [ "Oguzhan Alagoz" ], "a": 8, "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": 10, "source_aliases": [ "COMPSCI/ISYE 723" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE 723", "course_uid": "course_b6ee9e2bd841018bd3a65997", "term_id": "1084", "term_name": "Spring 2008", "instructors": [ "Oguzhan Alagoz" ], "a": 4, "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": 6, "source_aliases": [ "COMPSCI/ISYE 723" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE 723", "course_uid": "course_b6ee9e2bd841018bd3a65997", "term_id": "1102", "term_name": "Fall 2009", "instructors": [ "Oguzhan Alagoz" ], "a": 7, "ab": 2, "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": 11, "source_aliases": [ "COMPSCI/ISYE 723" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE 723", "course_uid": "course_b6ee9e2bd841018bd3a65997", "term_id": "1122", "term_name": "Fall 2011", "instructors": [ "Oguzhan Alagoz" ], "a": 7, "ab": 5, "b": 4, "bc": 1, "c": 1, "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": 20, "source_aliases": [ "COMPSCI/ISYE 723" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE 723", "course_uid": "course_b6ee9e2bd841018bd3a65997", "term_id": "1152", "term_name": "Fall 2014", "instructors": [ "Oguzhan Alagoz" ], "a": 7, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 3, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 11, "source_aliases": [ "COMPSCI/ISYE 723" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE 723", "course_uid": "course_b6ee9e2bd841018bd3a65997", "term_id": "1184", "term_name": "Spring 2018", "instructors": [ "Gabriel Zayas Caban" ], "a": 13, "ab": 1, "b": 0, "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": 15, "source_aliases": [ "COMPSCI/ISYE 723" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE 723", "course_uid": "course_b6ee9e2bd841018bd3a65997", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Gabriel Zayas Caban" ], "a": 5, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 3, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 9, "source_aliases": [ "COMPSCI/ISYE 723" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE 723", "course_uid": "course_b6ee9e2bd841018bd3a65997", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Yonatan Mintz" ], "a": 12, "ab": 4, "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": 18, "source_aliases": [ "COMPSCI/ISYE 723" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE 723", "course_uid": "course_b6ee9e2bd841018bd3a65997", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "JINXIN TAO", "Yonatan Mintz" ], "a": 0, "ab": 0, "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": 0, "source_aliases": [ "COMPSCI/ISYE 723" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE 723", "course_uid": "course_b6ee9e2bd841018bd3a65997", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Yonatan Mintz" ], "a": 17, "ab": 0, "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": 19, "source_aliases": [ "COMPSCI/ISYE 723" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE 723", "course_uid": "course_b6ee9e2bd841018bd3a65997", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Yonatan Mintz" ], "a": 20, "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": 22, "source_aliases": [ "COMPSCI/ISYE 723" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ISYE 723", "course_uid": "course_b6ee9e2bd841018bd3a65997", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Yonatan Mintz" ], "a": 13, "ab": 1, "b": 0, "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": 15, "source_aliases": [ "COMPSCI/ISYE 723" ] } ] ``` ### statistics #### gpa 3.827 #### graded 147 #### counts * 113 * 21 * 10 * 2 * 1 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_b6ee9e2bd841018bd3a65997-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_b6ee9e2bd841018bd3a65997-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_b6ee9e2bd841018bd3a65997-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_b6ee9e2bd841018bd3a65997-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_b6ee9e2bd841018bd3a65997-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_b6ee9e2bd841018bd3a65997-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_b6ee9e2bd841018bd3a65997-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_b6ee9e2bd841018bd3a65997-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.826530612244898 #### count 147 #### university ##### size 4334 ##### gpa Percentile 64 ##### count Percentile 55 ##### median Count 125 ##### 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 | 10 | false | | 2.8–3.2 | 323 | false | | 3.2–3.6 | 1235 | false | | 3.6–4.0 | 2765 | true | #### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 98, "gpaPercentile": 75, "countPercentile": 35, "medianCount": 255, "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": 12, "current": false }, { "range": "3.2–3.6", "count": 31, "current": false }, { "range": "3.6–4.0", "count": 55, "current": true } ] } }, { "subject": "ISYE", "comparison": { "size": 57, "gpaPercentile": 70, "countPercentile": 48, "medianCount": 162, "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": 18, "current": false }, { "range": "3.6–4.0", "count": 36, "current": true } ] } } ] ``` ### terms #### 1074 ##### term 1074 ##### gpa 3.9 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | #### 1084 ##### term 1084 ##### gpa 3.8333333333333335 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | #### 1102 ##### term 1102 ##### gpa 3.727272727272727 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | #### 1122 ##### term 1122 ##### gpa 3.4444444444444446 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | #### 1152 ##### term 1152 ##### gpa 3.9375 ##### count 8 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | #### 1184 ##### term 1184 ##### gpa 3.9642857142857144 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | #### 1204 ##### term 1204 ##### gpa 3.9166666666666665 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | #### 1222 ##### term 1222 ##### gpa 3.7777777777777777 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | #### 1242 ##### term 1242 ##### gpa 3.8947368421052633 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | #### 1252 ##### term 1252 ##### gpa 3.9545454545454546 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | #### 1262 ##### term 1262 ##### gpa 3.8666666666666667 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ISYE | | ### benchmarks #### all ##### school ###### size 4334 ###### gpa 3.6606190715372637 ###### top Share 81.93051355104342 ###### count 125 ##### COMPSCI ###### size 98 ###### gpa 3.5977914664316093 ###### top Share 79.32724574039194 ###### count 255 ##### ISYE ###### size 57 ###### gpa 3.669120386653159 ###### top Share 82.7045144901028 ###### count 162 #### terms ##### 1074 ###### school ###### size 695 ###### gpa 3.3616924722887376 ###### top Share 63.22509110105764 ###### count 69 ###### COMPSCI ###### size 13 ###### gpa 3.0855368848689455 ###### top Share 48.7445028912265 ###### count 55 ##### 1084 ###### school ###### size 720 ###### gpa 3.3670742938849725 ###### top Share 63.42064564712246 ###### count 70 ###### COMPSCI ###### size 14 ###### gpa 3.144553029581605 ###### top Share 50.3940565180559 ###### count 59 ###### ISYE ###### size 12 ###### gpa 3.539479209717092 ###### top Share 78.21357214803776 ###### count 39.5 ##### 1102 ###### school ###### size 774 ###### gpa 3.36712622366007 ###### top Share 63.703228532165696 ###### count 67 ###### COMPSCI ###### size 19 ###### gpa 3.1851402069816737 ###### top Share 53.3667497934056 ###### count 61 ###### ISYE ###### size 14 ###### gpa 3.4469412997609785 ###### top Share 67.6955584322091 ###### count 42 ##### 1122 ###### school ###### size 804 ###### gpa 3.3737149752667013 ###### top Share 63.65118790117902 ###### count 70 ###### COMPSCI ###### size 20 ###### gpa 3.20674670802027 ###### top Share 56.51588103392879 ###### count 54.5 ###### ISYE ###### size 15 ###### gpa 3.412173563129109 ###### top Share 65.9564467047386 ###### count 41 ##### 1152 ###### school ###### size 918 ###### gpa 3.408733538594633 ###### top Share 66.06693005846735 ###### count 65 ###### COMPSCI ###### size 30 ###### gpa 3.3169698368361287 ###### top Share 64.20051564737066 ###### count 48.5 ###### ISYE ###### size 17 ###### gpa 3.4850179961463574 ###### top Share 73.7876204102473 ###### count 47 ##### 1184 ###### school ###### size 1010 ###### gpa 3.47925290354517 ###### top Share 70.86270937115944 ###### count 68 ###### COMPSCI ###### size 31 ###### gpa 3.329310414227759 ###### top Share 61.243618316797935 ###### count 126 ###### ISYE ###### size 22 ###### gpa 3.5566129214689735 ###### top Share 75.3813579514971 ###### count 57 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### COMPSCI ###### size 42 ###### gpa 3.6240893265324647 ###### top Share 79.98991493017058 ###### count 90.5 ###### ISYE ###### size 21 ###### gpa 3.826924971533834 ###### top Share 92.62448121984468 ###### count 57 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### COMPSCI ###### size 46 ###### gpa 3.4266761668874532 ###### top Share 68.93117403010548 ###### count 94.5 ###### 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 ###### COMPSCI ###### size 50 ###### gpa 3.522872390836507 ###### top Share 74.11555010870671 ###### count 82.5 ###### 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 ###### COMPSCI ###### size 52 ###### gpa 3.5206188715369935 ###### top Share 74.2043106737207 ###### count 99 ###### 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 ###### COMPSCI ###### size 54 ###### gpa 3.5244021201456657 ###### top Share 75.07938169795783 ###### count 101 ###### ISYE ###### size 24 ###### gpa 3.591512973394995 ###### top Share 76.60599070514075 ###### count 55 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### COMPSCI ###### size 53 ###### gpa 3.533845597774486 ###### top Share 75.31824598445624 ###### count 82 ###### ISYE ###### size 25 ###### gpa 3.6267703884700335 ###### top Share 79.39124378770292 ###### count 52 ## instructor Trends ```json [ { "uid": "instructor_8b7e50754dbef8c1a03687c9", "name": "YONATAN MINTZ", "count": 74, "terms": [ { "term": "1222", "count": 18, "sections": 1, "gpa": 3.7777777777777777 }, { "term": "1242", "count": 19, "sections": 1, "gpa": 3.8947368421052633 }, { "term": "1252", "count": 22, "sections": 1, "gpa": 3.9545454545454546 }, { "term": "1262", "count": 15, "sections": 1, "gpa": 3.8666666666666667 } ] }, { "uid": "instructor_100690f58c4672983a7f177c", "name": "OGUZHAN ALAGOZ", "count": 53, "terms": [ { "term": "1074", "count": 10, "sections": 1, "gpa": 3.9 }, { "term": "1084", "count": 6, "sections": 1, "gpa": 3.8333333333333335 }, { "term": "1102", "count": 11, "sections": 1, "gpa": 3.727272727272727 }, { "term": "1122", "count": 18, "sections": 1, "gpa": 3.4444444444444446 }, { "term": "1152", "count": 8, "sections": 1, "gpa": 3.9375 } ] }, { "uid": "instructor_ff6ba8410ca243029f33309d", "name": "GABRIEL ZAYAS CABAN", "count": 20, "terms": [ { "term": "1184", "count": 14, "sections": 1, "gpa": 3.9642857142857144 }, { "term": "1204", "count": 6, "sections": 1, "gpa": 3.9166666666666665 } ] } ] ``` ## following None recorded.