# ECE 432: Digital Signal Processing Laboratory | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ECE_432) ## 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 060360eb56d50a374e31ea6acf2ac3bba1e3a1858f591f1e454e9e8ac2ff9303 ### course id ECE 432 ### course uid course\_c5e749f187ec7e465cd05f49 ### catalog version id 4f0f5f6ad78cde354616cd75f8ca5a3cdbe74eb45863f36c1d2cb46ddfc056b1 ### course number 432 ### subjects * ECE ### title DIGITAL SIGNAL PROCESSING LABORATORY ### description Implementation of digital signal processing algorithms on special-purpose and general-purpose hardware. Use of assembly and high-level languages, and simulator to develop and test IIR, FIR filters and the FFT for modern DSP chips. Scaling for fixed point arithmetic. Use of high level languages to implement real time, object oriented component based DSP systems in general purpose computers. DSP applications, including data and voice communication systems. ### requirements text E C E 330andCOMP SCI 300, graduate/professional standing, or member of Engineering Guest Students ### credits min 3 ### credits max 3 ### credit offering ids * 1272:320:006372 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id abdca4414ddd2b5e5626f658e3c2999853c063fbef7e870863b988e12a8b521b ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ECE 432 is a Digital Signal Processing Laboratory focusing on implementing DSP algorithms like filters and FFT on hardware using assembly and high-level languages. ### llm topics * Digital signal processing algorithms, IIR and FIR filters, FFT, fixed-point arithmetic, and DSP applications in communication systems. ### llm skills * Implementing DSP algorithms (IIR, FIR, FFT) on hardware using assembly and high-level languages, including fixed-point scaling and real-time system design. ### llm assumed background * Fundamentals of signals and systems, including time and frequency domain analysis, and object-oriented programming with data structures. ### llm search phrases * digital signal processing laboratory * DSP algorithms hardware implementation * IIR FIR filters FFT * fixed point arithmetic DSP * real time DSP systems ### llm requirements status needs\_review ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 2fe3909863aefa1e8d13462cf687c3e04e97de107197cff4480f481238fe008a #### course id ECE 432 #### current instructors ```json [ { "instructor_uid": "instructor_17ad9703a339fc48f01aeb0e", "message": "No course-specific reviews available", "name": "Paul Milenkovic", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:131224", "summary": [ { "citations": [ { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Spring 2022: 3.55 GPA, 81.8% A/AB (n=22 letter grades); Spring 2023: 3.57 GPA, 78.6% A/AB (n=28 letter grades); Fall 2025: 3.46 GPA, 69.6% A/AB (n=23 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 — Spring 2022: 3.55 GPA, 81.8% A/AB (n=22 letter grades); Spring 2023: 3.57 GPA, 78.6% A/AB (n=28 letter grades); Fall 2025: 3.46 GPA, 69.6% A/AB (n=23 letter grades). ```json { "citations": [ { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "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 PAUL MILENKOVIC is recorded teaching in Spring 2007, Spring 2009, Spring 2011, Spring 2012, Spring 2013, Spring 2020, Spring 2022, Spring 2023, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1074", "type": "grade" }, { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1094", "type": "grade" }, { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1114", "type": "grade" }, { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1124", "type": "grade" }, { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1134", "type": "grade" }, { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1204", "type": "grade" }, { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" }, { "course_id": "ECE 432", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "source_record": { "entity_id": "acd2228f-4be8-3813-abbc-ba7ed425213b", "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": "E C E 330andCOMP SCI 300, graduate/professional standing, or member of Engineering Guest Students", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 330, "minimum_grade": null, "subjects": [ "ECE" ], "timing": "prior" }, "evidence": "E C E 330", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 300, "minimum_grade": null, "subjects": [ "COMPSCI" ], "timing": "prior" }, "evidence": "COMP SCI 300", "id": "n2", "kind": "course" }, { "children": [], "condition": "graduate/professional standing, or member of Engineering Guest Students", "course": null, "evidence": "graduate/professional standing, or member of Engineering Guest Students", "id": "n3", "kind": "condition" } ] ``` #### notes * The phrase 'E C E 330andCOMP SCI 300' is interpreted as a conjunction (AND) based on the lack of an explicit 'or' between the two course codes, while the subsequent comma separates this block from the alternative standing requirements. * The condition 'graduate/professional standing, or member of Engineering Guest Students' is treated as a single verbatim condition leaf as it lacks clear canonical course references and is grouped by the final 'or'. #### root n0 #### status needs\_review ### instructors ```json [ { "instructor_uid": "instructor_17ad9703a339fc48f01aeb0e", "source": "enrollment", "source_instructor_id": "phmilenk", "identity_basis": "netid", "identity_status": "source_identified", "name": "Paul Milenkovic", "email": "MILENKOVIC@ENGR.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": 63, "quality": 2.27, "difficulty": 3.25, "quality_count": 63, "difficulty_count": 63, "profile_id": "rmp:131224", "source_url": "https://www.ratemyprofessors.com/professor/131224", "match_basis": "exact_name", "observed_at": "2026-09-07 16:12:24.146478+00:00", "courses": { "course_4bab507174f00d6393e58c91": { "review_count": 7, "quality": 3.43, "difficulty": 3.29, "quality_count": 7, "difficulty_count": 7 }, "course_ab2f16c586da4b0250af474f": { "review_count": 48, "quality": 2.04, "difficulty": 3.21, "quality_count": 48, "difficulty_count": 48 }, "course_34f87beaf42d9c5ae4559375": { "review_count": 1, "quality": 1, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_236b13facc1d300e22cc9b1e": { "review_count": 1, "quality": 1, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_e4907bcab45d27b295e30076": { "review_count": 4, "quality": 2.75, "difficulty": 3, "quality_count": 4, "difficulty_count": 4 }, "course_8634dde81cc95f6c58014087": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 2.604864044228095, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/PAUL_MILENKOVIC" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:320:006372", "course_id": "ECE 432", "course_uid": "course_c5e749f187ec7e465cd05f49", "term_id": "1272", "source_course_id": "006372", "source_subject_id": "320", "title": "Digital Signal Processing Laboratory", "credits_min": 3, "credits_max": 3, "typically_offered": "Spring" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:32085", "term_id": "1272", "source_section_id": "32085", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 48, "enrolled": 18, "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_d6225ce16dbb1a6bb32b467e", "source": "madgrades", "source_instructor_id": "2601863", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PAUL MILENKOVIC", "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": 63, "quality": 2.27, "difficulty": 3.25, "quality_count": 63, "difficulty_count": 63, "profile_id": "rmp:131224", "source_url": "https://www.ratemyprofessors.com/professor/131224", "match_basis": "exact_name", "observed_at": "2026-09-07 16:12:24.146478+00:00", "courses": { "course_4bab507174f00d6393e58c91": { "review_count": 7, "quality": 3.43, "difficulty": 3.29, "quality_count": 7, "difficulty_count": 7 }, "course_ab2f16c586da4b0250af474f": { "review_count": 48, "quality": 2.04, "difficulty": 3.21, "quality_count": 48, "difficulty_count": 48 }, "course_34f87beaf42d9c5ae4559375": { "review_count": 1, "quality": 1, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_236b13facc1d300e22cc9b1e": { "review_count": 1, "quality": 1, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_e4907bcab45d27b295e30076": { "review_count": 4, "quality": 2.75, "difficulty": 3, "quality_count": 4, "difficulty_count": 4 }, "course_8634dde81cc95f6c58014087": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 2.604864044228095, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.206, "graded": 3918, "counts": [ 1068, 597, 1596, 310, 306, 25, 16 ], "sections": 91 }, "instructor_url": "/instructors/PAUL_MILENKOVIC--instructor_d6225ce16dbb1a6bb32b467e" }, { "instructor_uid": "instructor_17ad9703a339fc48f01aeb0e", "source": "enrollment", "source_instructor_id": "phmilenk", "identity_basis": "netid", "identity_status": "source_identified", "name": "Paul Milenkovic", "email": "MILENKOVIC@ENGR.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": 63, "quality": 2.27, "difficulty": 3.25, "quality_count": 63, "difficulty_count": 63, "profile_id": "rmp:131224", "source_url": "https://www.ratemyprofessors.com/professor/131224", "match_basis": "exact_name", "observed_at": "2026-09-07 16:12:24.146478+00:00", "courses": { "course_4bab507174f00d6393e58c91": { "review_count": 7, "quality": 3.43, "difficulty": 3.29, "quality_count": 7, "difficulty_count": 7 }, "course_ab2f16c586da4b0250af474f": { "review_count": 48, "quality": 2.04, "difficulty": 3.21, "quality_count": 48, "difficulty_count": 48 }, "course_34f87beaf42d9c5ae4559375": { "review_count": 1, "quality": 1, "difficulty": 5, "quality_count": 1, "difficulty_count": 1 }, "course_236b13facc1d300e22cc9b1e": { "review_count": 1, "quality": 1, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_e4907bcab45d27b295e30076": { "review_count": 4, "quality": 2.75, "difficulty": 3, "quality_count": 4, "difficulty_count": 4 }, "course_8634dde81cc95f6c58014087": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 2.604864044228095, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/PAUL_MILENKOVIC" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 432", "course_uid": "course_c5e749f187ec7e465cd05f49", "term_id": "1074", "term_name": "Spring 2007", "instructors": [ "Paul Milenkovic" ], "a": 9, "ab": 3, "b": 4, "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": 17, "source_aliases": [ "ECE 432" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 432", "course_uid": "course_c5e749f187ec7e465cd05f49", "term_id": "1094", "term_name": "Spring 2009", "instructors": [ "Paul Milenkovic" ], "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": [ "ECE 432" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 432", "course_uid": "course_c5e749f187ec7e465cd05f49", "term_id": "1114", "term_name": "Spring 2011", "instructors": [ "Paul Milenkovic" ], "a": 5, "ab": 0, "b": 0, "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": 6, "source_aliases": [ "ECE 432" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 432", "course_uid": "course_c5e749f187ec7e465cd05f49", "term_id": "1124", "term_name": "Spring 2012", "instructors": [ "Paul Milenkovic" ], "a": 3, "ab": 1, "b": 5, "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": 10, "source_aliases": [ "ECE 432" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 432", "course_uid": "course_c5e749f187ec7e465cd05f49", "term_id": "1134", "term_name": "Spring 2013", "instructors": [ "Paul Milenkovic" ], "a": 4, "ab": 4, "b": 4, "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": 13, "source_aliases": [ "ECE 432" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 432", "course_uid": "course_c5e749f187ec7e465cd05f49", "term_id": "1204", "term_name": "Spring 2020", "instructors": [ "Paul Milenkovic" ], "a": 11, "ab": 4, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 16, "source_aliases": [ "ECE 432" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 432", "course_uid": "course_c5e749f187ec7e465cd05f49", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "Paul Milenkovic" ], "a": 15, "ab": 3, "b": 1, "bc": 1, "c": 1, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 22, "source_aliases": [ "ECE 432" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 432", "course_uid": "course_c5e749f187ec7e465cd05f49", "term_id": "1234", "term_name": "Spring 2023", "instructors": [ "Paul Milenkovic" ], "a": 12, "ab": 10, "b": 5, "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": 28, "source_aliases": [ "ECE 432" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 432", "course_uid": "course_c5e749f187ec7e465cd05f49", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Paul Milenkovic" ], "a": 9, "ab": 7, "b": 4, "bc": 2, "c": 1, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 23, "source_aliases": [ "ECE 432" ] } ] ``` ### statistics #### gpa 3.545 #### graded 134 #### counts * 68 * 32 * 24 * 4 * 4 * 1 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_c5e749f187ec7e465cd05f49-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_c5e749f187ec7e465cd05f49-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_c5e749f187ec7e465cd05f49-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_c5e749f187ec7e465cd05f49-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_c5e749f187ec7e465cd05f49-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_c5e749f187ec7e465cd05f49-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_c5e749f187ec7e465cd05f49-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_c5e749f187ec7e465cd05f49-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.544776119402985 #### count 134 #### university ##### size 3647 ##### gpa Percentile 32 ##### count Percentile 58 ##### 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 | 1 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 290 | false | | 3.2–3.6 | 1087 | true | | 3.6–4.0 | 2255 | false | #### departments ```json [ { "subject": "ECE", "comparison": { "size": 100, "gpaPercentile": 48, "countPercentile": 54, "medianCount": 111.5, "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": 43, "current": true }, { "range": "3.6–4.0", "count": 46, "current": false } ] } } ] ``` ### terms #### 1074 ##### term 1074 ##### gpa 3.588235294117647 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1114 ##### term 1114 ##### gpa 3.6666666666666665 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1124 ##### term 1124 ##### gpa 3.388888888888889 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1134 ##### term 1134 ##### gpa 3.3076923076923075 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1204 ##### term 1204 ##### gpa 3.8125 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1224 ##### term 1224 ##### gpa 3.5454545454545454 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1234 ##### term 1234 ##### gpa 3.5714285714285716 ##### count 28 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1262 ##### term 1262 ##### gpa 3.4565217391304346 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | ### benchmarks #### all ##### school ###### size 3647 ###### gpa 3.6472031855363154 ###### top Share 81.14536212043096 ###### count 106 ##### ECE ###### size 100 ###### gpa 3.5514495751796016 ###### top Share 75.46042272736747 ###### count 111.5 #### terms ##### 1074 ###### school ###### size 695 ###### gpa 3.3616924722887376 ###### top Share 63.22509110105764 ###### count 69 ###### ECE ###### size 20 ###### gpa 3.110370466319829 ###### top Share 50.72606982804236 ###### count 46 ##### 1094 ###### school ###### size 758 ###### gpa 3.3891454428111527 ###### top Share 64.36369814389255 ###### count 71 ###### ECE ###### size 18 ###### gpa 3.1709531378777993 ###### top Share 48.482368483424565 ###### count 52 ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ###### ECE ###### size 22 ###### gpa 3.144458106909116 ###### top Share 49.77358787545943 ###### count 49 ##### 1124 ###### school ###### size 821 ###### gpa 3.406589342026613 ###### top Share 66.35774230127205 ###### count 67 ###### ECE ###### size 22 ###### gpa 3.2619273221601444 ###### top Share 56.5536768995059 ###### count 60.5 ##### 1134 ###### school ###### size 852 ###### gpa 3.4138934207568203 ###### top Share 66.35946578182744 ###### count 66 ###### ECE ###### size 26 ###### gpa 3.3422063178165016 ###### top Share 62.38776016208119 ###### count 69 ##### 1204 ###### school ###### size 1012 ###### gpa 3.703747431523761 ###### top Share 84.59811226304916 ###### count 65.5 ###### ECE ###### size 34 ###### gpa 3.7346193271517083 ###### top Share 86.80502962000203 ###### count 73.5 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### ECE ###### size 43 ###### gpa 3.493101515836076 ###### top Share 71.87667215876023 ###### count 78 ##### 1234 ###### school ###### size 1188 ###### gpa 3.5799441677552393 ###### top Share 77.18256448537606 ###### count 65 ###### ECE ###### size 41 ###### gpa 3.521247893399985 ###### top Share 73.18909826442149 ###### count 70 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### ECE ###### size 41 ###### gpa 3.5162416044524014 ###### top Share 73.72561877957347 ###### count 82 ## instructor Trends ```json [ { "uid": "instructor_d6225ce16dbb1a6bb32b467e", "name": "PAUL MILENKOVIC", "count": 134, "terms": [ { "term": "1074", "count": 17, "sections": 1, "gpa": 3.588235294117647 }, { "term": "1114", "count": 6, "sections": 1, "gpa": 3.6666666666666665 }, { "term": "1124", "count": 9, "sections": 1, "gpa": 3.388888888888889 }, { "term": "1134", "count": 13, "sections": 1, "gpa": 3.3076923076923075 }, { "term": "1204", "count": 16, "sections": 1, "gpa": 3.8125 }, { "term": "1224", "count": 22, "sections": 1, "gpa": 3.5454545454545454 }, { "term": "1234", "count": 28, "sections": 1, "gpa": 3.5714285714285716 }, { "term": "1262", "count": 23, "sections": 1, "gpa": 3.4565217391304346 } ] } ] ``` ## following None recorded.