# COMPSCI 620: Computer Sciences Capstone | UW–Madison [View on UW Courses](https://uwcourses.com/courses/COMPSCI_620) ## 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 84df29bc448fc0b98198bfd66e66cad6392c0afaa412aae37ac2c03926ed73bd ### course id COMPSCI 620 ### course uid course\_b93b676e5938b195c60f1ff8 ### catalog version id f83cbd833b5384afe1c3755589df6144bee6a0331aec73f5b3000cc8bd5bdc88 ### course number 620 ### subjects * COMPSCI ### title COMPUTER SCIENCES CAPSTONE ### description Build a meaningful product from start to finish with a local, regional, national and international corporate client that solves a real-world problem. In a collaborative space design, develop, test, debug, document, and deliver a software project for a corporate client, learning and using new technologies and agile software development techniques. ### requirements text COMP SCI 400, senior standing, and declared in an undergraduate Computer Sciences major ### credits min 3 ### credits max 3 ### credit offering ids * 1272:266:026847 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 75d345b868d9c8178482c2dc830d5a86c5a72460a199f6184826c35fb38cf45d ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary A capstone course where students design, develop, and deliver a software project for a corporate client using agile techniques. ### llm topics * Agile software development techniques * Real-world problem solving with corporate clients ### llm skills * Agile software development, software design, development, testing, debugging, documentation, and delivery. ### llm assumed background * Object-oriented programming, data structures (lists, stacks, queues, trees, graphs, hash tables), algorithms, and professional coding standards. ### llm search phrases * capstone software project corporate client * agile software development techniques * COMPSCI 620 senior standing * real-world problem solving software ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash d63299d531d766315047cb25c9dcba64fa64ac5113df328442fde22e8e50e1bf #### course id COMPSCI 620 #### current instructors ```json [ { "instructor_uid": "instructor_09df0a50c892b08957a8c55a", "message": "No course-specific reviews available", "name": "Amber Field", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:3097186", "summary": [ { "citations": [ { "course_id": "COMPSCI 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "source_record": { "entity_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "source_record": { "entity_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "COMPSCI 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "source_record": { "entity_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ], "text": "Recent recorded grades — Spring 2025: 3.84 GPA, 93.4% A/AB (n=106 letter grades); Fall 2025: 3.94 GPA, 97.0% A/AB (n=99 letter grades); Spring 2026: 3.93 GPA, 96.7% A/AB (n=121 letter grades). Includes jointly taught sections." } ] }, { "instructor_uid": "instructor_54e0b30a05b86e388300528f", "message": null, "name": "Leah Ujda", "review_status": "supported", "rmp_instructor_id": "rmp:3153688", "summary": [ { "citations": [ { "instructor_name": "Leah Ujda", "review_date": "2025-12-19 16:19:37 +0000 UTC", "review_id": "d3754254b80089697675bb9c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3153688", "source_review_id": "UmF0aW5nLTQyMzQ3MDUw", "source_url": "https://www.ratemyprofessors.com/professor/3153688", "type": "review" } ], "text": "Leah Ujda is described as a fine professor, but the course structure is criticized for excessive busywork alongside weekly meetings and project progress requirements. This workload is seen as hindering student success in the group project context." }, { "citations": [ { "course_id": "COMPSCI 620", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "source_record": { "entity_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2025: 3.91 GPA, 98.0% A/AB (n=49 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload The course imposes significant busywork on top of weekly meetings and project progress requirements. ```json { "citations": [ { "instructor_name": "Leah Ujda", "review_date": "2025-12-19 16:19:37 +0000 UTC", "review_id": "d3754254b80089697675bb9c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3153688", "source_review_id": "UmF0aW5nLTQyMzQ3MDUw", "source_url": "https://www.ratemyprofessors.com/professor/3153688", "type": "review" } ] } ``` #### errors None recorded. #### historical context None recorded. #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Leah Ujda is a fine professor, but the course structure with excessive busywork and weekly meetings hinders student success. ```json { "citations": [ { "instructor_name": "Leah Ujda", "review_date": "2025-12-19 16:19:37 +0000 UTC", "review_id": "d3754254b80089697675bb9c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3153688", "source_review_id": "UmF0aW5nLTQyMzQ3MDUw", "source_url": "https://www.ratemyprofessors.com/professor/3153688", "type": "review" } ] } ``` Recent recorded grades — Spring 2025: 3.84 GPA, 93.4% A/AB (n=106 letter grades); Fall 2025: 3.93 GPA, 97.3% A/AB (n=148 letter grades); Spring 2026: 3.93 GPA, 96.7% A/AB (n=121 letter grades). ```json { "citations": [ { "course_id": "COMPSCI 620", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 620", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "COMPSCI 620", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience The class setup is not conducive to student success due to the volume of non-essential tasks. ```json { "citations": [ { "instructor_name": "Leah Ujda", "review_date": "2025-12-19 16:19:37 +0000 UTC", "review_id": "d3754254b80089697675bb9c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3153688", "source_review_id": "UmF0aW5nLTQyMzQ3MDUw", "source_url": "https://www.ratemyprofessors.com/professor/3153688", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history AMBER FIELD is recorded teaching in Fall 2024, Spring 2025, Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "source_record": { "entity_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "COMPSCI 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "source_record": { "entity_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1254", "type": "grade" }, { "course_id": "COMPSCI 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "source_record": { "entity_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" }, { "course_id": "COMPSCI 620", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "source_record": { "entity_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1264", "type": "grade" } ] } ``` LEAH UJDA is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "COMPSCI 620", "run_id": "20260907T155543-ce3781c4", "section_number": 2, "source_course_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "source_record": { "entity_id": "1b1ebac3-8be0-38a0-b5e9-eeb7f72bfce3", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3" ], "condition": null, "course": null, "evidence": "COMP SCI 400, senior standing, and declared in an undergraduate Computer Sciences major", "id": "n0", "kind": "all" }, { "children": [], "condition": null, "course": { "course_number": 400, "minimum_grade": null, "subjects": [ "COMPSCI" ], "timing": "prior" }, "evidence": "COMP SCI 400", "id": "n1", "kind": "course" }, { "children": [], "condition": "senior standing", "course": null, "evidence": "senior standing", "id": "n2", "kind": "condition" }, { "children": [], "condition": "declared in an undergraduate Computer Sciences major", "course": null, "evidence": "declared in an undergraduate Computer Sciences major", "id": "n3", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_09df0a50c892b08957a8c55a", "source": "enrollment", "source_instructor_id": "afield", "identity_basis": "netid", "identity_status": "source_identified", "name": "Amber Field", "email": "AFIELD@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/AMBER_FIELD" }, { "instructor_uid": "instructor_54e0b30a05b86e388300528f", "source": "enrollment", "source_instructor_id": "ujda", "identity_basis": "netid", "identity_status": "source_identified", "name": "Leah Ujda", "email": "LEAH.UJDA@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": 1, "quality": 3, "difficulty": 3, "quality_count": 1, "difficulty_count": 1, "profile_id": "rmp:3153688", "source_url": "https://www.ratemyprofessors.com/professor/3153688", "match_basis": "exact_name", "observed_at": "2026-09-07 16:23:46.553478+00:00", "courses": { "course_b93b676e5938b195c60f1ff8": { "review_count": 1, "quality": 3, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.6282721748062814, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/LEAH_UJDA" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:266:026847", "course_id": "COMPSCI 620", "course_uid": "course_b93b676e5938b195c60f1ff8", "term_id": "1272", "source_course_id": "026847", "source_subject_id": "266", "title": "Computer Sciences Capstone", "credits_min": 3, "credits_max": 3, "typically_offered": "Not Applicable" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:30112", "term_id": "1272", "source_section_id": "30112", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 110, "enrolled": 113, "waitlisted": 21, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:31379", "term_id": "1272", "source_section_id": "31379", "identity_basis": "class_number", "section_number": "002", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 100, "enrolled": 98, "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_32dd21e60288a0412a0f1841", "source": "madgrades", "source_instructor_id": "6371157", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DYAH ADILA", "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": 643, "counts": [ 379, 140, 92, 18, 9, 2, 3 ], "sections": 4 }, "instructor_url": "/instructors/DYAH_ADILA" }, { "instructor_uid": "instructor_b4fa8039cd00bf30b968a923", "source": "madgrades", "source_instructor_id": "3128716", "identity_basis": "source_id", "identity_status": "source_identified", "name": "AMBER FIELD", "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": 3.881, "graded": 776, "counts": [ 637, 105, 26, 5, 3, 0, 0 ], "sections": 11 }, "instructor_url": "/instructors/AMBER_FIELD--instructor_b4fa8039cd00bf30b968a923" }, { "instructor_uid": "instructor_11c63253d910de539d25f3f3", "source": "madgrades", "source_instructor_id": "6235389", "identity_basis": "source_id", "identity_status": "source_identified", "name": "CATHY CAO", "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": 3.404, "graded": 561, "counts": [ 215, 142, 153, 21, 16, 9, 5 ], "sections": 5 }, "instructor_url": "/instructors/CATHY_CAO" }, { "instructor_uid": "instructor_0420d970716f5164ac6018e2", "source": "madgrades", "source_instructor_id": "555456", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LEAH UJDA", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 1, "quality": 3, "difficulty": 3, "quality_count": 1, "difficulty_count": 1, "profile_id": "rmp:3153688", "source_url": "https://www.ratemyprofessors.com/professor/3153688", "match_basis": "exact_name", "observed_at": "2026-09-07 16:23:46.553478+00:00", "courses": { "course_b93b676e5938b195c60f1ff8": { "review_count": 1, "quality": 3, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.6282721748062814, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.874, "graded": 87, "counts": [ 74, 10, 2, 0, 0, 0, 1 ], "sections": 6 }, "instructor_url": "/instructors/LEAH_UJDA--instructor_0420d970716f5164ac6018e2" }, { "instructor_uid": "instructor_2fa1ea33d93a87a241632fbe", "source": "madgrades", "source_instructor_id": "6653109", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LESHNA BALARA", "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": 3.487, "graded": 627, "counts": [ 294, 169, 80, 44, 32, 5, 3 ], "sections": 6 }, "instructor_url": "/instructors/LESHNA_BALARA" }, { "instructor_uid": "instructor_d73cbc10ffd1c20b0cbcd833", "source": "madgrades", "source_instructor_id": "6557941", "identity_basis": "source_id", "identity_status": "source_identified", "name": "RIYAD HASSEN", "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": 3.428, "graded": 1182, "counts": [ 533, 253, 259, 65, 34, 27, 11 ], "sections": 6 }, "instructor_url": "/instructors/RIYAD_HASSEN--instructor_d73cbc10ffd1c20b0cbcd833" }, { "instructor_uid": "instructor_09df0a50c892b08957a8c55a", "source": "enrollment", "source_instructor_id": "afield", "identity_basis": "netid", "identity_status": "source_identified", "name": "Amber Field", "email": "AFIELD@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/AMBER_FIELD" }, { "instructor_uid": "instructor_54e0b30a05b86e388300528f", "source": "enrollment", "source_instructor_id": "ujda", "identity_basis": "netid", "identity_status": "source_identified", "name": "Leah Ujda", "email": "LEAH.UJDA@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": 1, "quality": 3, "difficulty": 3, "quality_count": 1, "difficulty_count": 1, "profile_id": "rmp:3153688", "source_url": "https://www.ratemyprofessors.com/professor/3153688", "match_basis": "exact_name", "observed_at": "2026-09-07 16:23:46.553478+00:00", "courses": { "course_b93b676e5938b195c60f1ff8": { "review_count": 1, "quality": 3, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.6282721748062814, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/LEAH_UJDA" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 620", "course_uid": "course_b93b676e5938b195c60f1ff8", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Amber Field", "DYAH ADILA" ], "a": 82, "ab": 20, "b": 1, "bc": 0, "c": 1, "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": 105, "source_aliases": [ "COMPSCI 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 620", "course_uid": "course_b93b676e5938b195c60f1ff8", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Amber Field", "CATHY CAO" ], "a": 81, "ab": 18, "b": 6, "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": 106, "source_aliases": [ "COMPSCI 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 620", "course_uid": "course_b93b676e5938b195c60f1ff8", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Amber Field", "LESHNA BALARA", "Leah Ujda" ], "a": 132, "ab": 12, "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": 148, "source_aliases": [ "COMPSCI 620" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 620", "course_uid": "course_b93b676e5938b195c60f1ff8", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "Amber Field", "RIYAD HASSEN" ], "a": 109, "ab": 8, "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": 121, "source_aliases": [ "COMPSCI 620" ] } ] ``` ### statistics #### gpa 3.9 #### graded 479 #### counts * 404 * 58 * 14 * 2 * 1 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_b93b676e5938b195c60f1ff8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_b93b676e5938b195c60f1ff8-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_b93b676e5938b195c60f1ff8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_b93b676e5938b195c60f1ff8-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_b93b676e5938b195c60f1ff8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_b93b676e5938b195c60f1ff8-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_b93b676e5938b195c60f1ff8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_b93b676e5938b195c60f1ff8-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_b93b676e5938b195c60f1ff8-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_b93b676e5938b195c60f1ff8-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.8997912317327765 #### count 479 #### university ##### size 3197 ##### gpa Percentile 74 ##### count Percentile 91 ##### median Count 84 ##### 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 | 186 | false | | 3.2–3.6 | 823 | false | | 3.6–4.0 | 2174 | true | #### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 92, "gpaPercentile": 82, "countPercentile": 76, "medianCount": 122.5, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 10, "current": false }, { "range": "3.2–3.6", "count": 33, "current": false }, { "range": "3.6–4.0", "count": 48, "current": true } ] } } ] ``` ### terms #### 1252 ##### term 1252 ##### gpa 3.875 ##### count 104 ##### university ###### size 1333 ###### gpa Percentile 77 ###### count Percentile 69 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 115 | false | | 3.2–3.6 | 431 | false | | 3.6–4.0 | 773 | true | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 54, "gpaPercentile": 83, "countPercentile": 51, "medianCount": 101, "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": 8, "current": false }, { "range": "3.2–3.6", "count": 23, "current": false }, { "range": "3.6–4.0", "count": 22, "current": true } ] } } ] ``` #### 1254 ##### term 1254 ##### gpa 3.8443396226415096 ##### count 106 ##### university ###### size 1289 ###### gpa Percentile 73 ###### count Percentile 73 ###### 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": "COMPSCI", "comparison": { "size": 52, "gpaPercentile": 92, "countPercentile": 51, "medianCount": 105, "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": 10, "current": false }, { "range": "3.2–3.6", "count": 24, "current": false }, { "range": "3.6–4.0", "count": 17, "current": true } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.9324324324324325 ##### count 148 ##### university ###### size 1320 ###### gpa Percentile 84 ###### count Percentile 79 ###### 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": "COMPSCI", "comparison": { "size": 53, "gpaPercentile": 87, "countPercentile": 62, "medianCount": 82, "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": 10, "current": false }, { "range": "3.2–3.6", "count": 22, "current": false }, { "range": "3.6–4.0", "count": 21, "current": true } ] } } ] ``` #### 1264 ##### term 1264 ##### gpa 3.9297520661157024 ##### count 121 ##### university ###### size 1283 ###### gpa Percentile 84 ###### count Percentile 76 ###### 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": "COMPSCI", "comparison": { "size": 48, "gpaPercentile": 87, "countPercentile": 55, "medianCount": 105.5, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 7, "current": false }, { "range": "3.2–3.6", "count": 21, "current": false }, { "range": "3.6–4.0", "count": 19, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 3197 ###### gpa 3.6857992704833213 ###### top Share 83.60953881467515 ###### count 84 ##### COMPSCI ###### size 92 ###### gpa 3.5957710709692496 ###### top Share 78.93943476710727 ###### count 122.5 #### terms ##### 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 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### COMPSCI ###### size 52 ###### gpa 3.482652727664103 ###### top Share 71.33786483648515 ###### count 105 ##### 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 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### COMPSCI ###### size 48 ###### gpa 3.5022746140005943 ###### top Share 73.13318776233326 ###### count 105.5 ## instructor Trends ```json [ { "uid": "instructor_b4fa8039cd00bf30b968a923", "name": "AMBER FIELD", "count": 430, "terms": [ { "term": "1252", "count": 104, "sections": 1, "gpa": 3.875 }, { "term": "1254", "count": 106, "sections": 1, "gpa": 3.8443396226415096 }, { "term": "1262", "count": 99, "sections": 1, "gpa": 3.9444444444444446 }, { "term": "1264", "count": 121, "sections": 1, "gpa": 3.9297520661157024 } ] }, { "uid": "instructor_2fa1ea33d93a87a241632fbe", "name": "LESHNA BALARA", "count": 148, "terms": [ { "term": "1262", "count": 148, "sections": 2, "gpa": 3.9324324324324325 } ] }, { "uid": "instructor_d73cbc10ffd1c20b0cbcd833", "name": "RIYAD HASSEN", "count": 121, "terms": [ { "term": "1264", "count": 121, "sections": 1, "gpa": 3.9297520661157024 } ] }, { "uid": "instructor_11c63253d910de539d25f3f3", "name": "CATHY CAO", "count": 106, "terms": [ { "term": "1254", "count": 106, "sections": 1, "gpa": 3.8443396226415096 } ] }, { "uid": "instructor_32dd21e60288a0412a0f1841", "name": "DYAH ADILA", "count": 104, "terms": [ { "term": "1252", "count": 104, "sections": 1, "gpa": 3.875 } ] }, { "uid": "instructor_0420d970716f5164ac6018e2", "name": "LEAH UJDA", "count": 49, "terms": [ { "term": "1262", "count": 49, "sections": 1, "gpa": 3.9081632653061225 } ] } ] ``` ## following None recorded. ## projection ### target 1272 ### gpa 3.904789239328837 ### grades | grade | percentage | | ----- | ------------------- | | A | 84.99753031112147 | | AB | 11.76003176395789 | | B | 2.676106956226285 | | BC | 0.33541741695529925 | | C | 0.23091355173906772 | | D | 0 | | F | 0 | ### source Terms * 1264 * 1262 * 1254 * 1252 ### source Count 479 ### same Season false ### historical Range * 3.8443396226415096 * 3.9324324324324325