# ECE 436: Communication Systems I | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ECE_436) ## 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 2d20ebad74c6fb0d8e5af4b6a49d733d89fe1186107bf6e6252e3e63eeecefde ### course id ECE 436 ### course uid course\_4bab507174f00d6393e58c91 ### catalog version id ccec6db25ecbd598567b235a547ac711016d605ec5e6a7ce283070765685866e ### course number 436 ### subjects * ECE ### title COMMUNICATION SYSTEMS I ### description Amplitude, frequency, pulse, and pulse-code modulation. Narrow-band noise representation and signal-to-noise ratios for various modulation schemes. Pulse shaping, timing recovery, carrier synchronization, and equalization. Sampling, quantization and coding. ### requirements text (E C E 203or330), graduate/professional standing, or member of Engineering Guest Students ### credits min 3 ### credits max 3 ### credit offering ids * 1272:320:006375 ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 54ba0b2c81dc751a78abbac10005ded94fb3b8a75b51cd9df4baa65866383ef0 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Communication Systems I covers modulation, noise analysis, synchronization, and sampling techniques. ### llm topics * Modulation schemes (AM, FM, PM, PCM) * Noise representation and SNR * Pulse shaping and synchronization * Sampling and quantization ### llm skills * Understanding various modulation schemes including AM, FM, PM, and PCM. * Analyzing noise impact and signal-to-noise ratios in communication systems. * Implementing pulse shaping, timing recovery, carrier synchronization, and equalization techniques. * Applying sampling, quantization, and coding principles. ### llm assumed background * Foundational knowledge in signals, information theory, and system analysis via Fourier and Laplace transforms. ### llm search phrases * communication systems modulation * signal processing Fourier transform * ECE 436 communication theory * amplitude frequency modulation * pulse code modulation ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 4d4c293cc5d52f0981a0534809ac2cebe8475d694e68f8d464ff5ec785d51701 #### course id ECE 436 #### current instructors ```json [ { "instructor_uid": "instructor_17ad9703a339fc48f01aeb0e", "message": null, "name": "Paul Milenkovic", "review_status": "supported", "rmp_instructor_id": "rmp:131224", "summary": [ { "citations": [ { "instructor_name": "Paul Milenkovic", "review_date": "2020-09-08 16:41:15 +0000 UTC", "review_id": "56a5bbf23f219eff18619118", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTMzNjM0NzUy", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2020-10-25 18:00:22 +0000 UTC", "review_id": "90228e76cd51212eb6b50d1c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTMzNzMyMjQ3", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2020-12-08 05:29:53 +0000 UTC", "review_id": "c91c3445c48bca9180124df5", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTMzOTgxNjI0", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" } ], "text": "Paul Milenkovic is accessible and generous, with students appreciating his willingness to help. However, his lectures are described as dry and his notes as disorganized, though some find the textbook sufficient to follow." }, { "citations": [ { "instructor_name": "Paul Milenkovic", "review_date": "2020-12-13 22:18:56 +0000 UTC", "review_id": "c23c84721b36bc5ce94f47c5", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTM0MDU3MzM1", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2022-01-23 18:50:11 +0000 UTC", "review_id": "d6dcdf038077118385e637b8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTM1Nzg2ODgx", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2025-11-06 21:41:56 +0000 UTC", "review_id": "0c980c4ff1f8cfc2ca3e3621", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTQxODE5MDAw", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" } ], "text": "The final project and Java DSP software cause mixed reactions. Reviewers report confusion over project requirements, while others find the software itself difficult to use and hindering to learning." }, { "citations": [ { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 3.59 GPA, 68.8% A/AB (n=16 letter grades); Fall 2024: 3.50 GPA, 81.2% A/AB (n=32 letter grades); Fall 2025: 3.65 GPA, 83.3% A/AB (n=30 letter grades)." } ] } ] ``` #### difficulty workload The final project and required Java DSP software are frequently cited as confusing and difficult to navigate. ```json { "citations": [ { "instructor_name": "Paul Milenkovic", "review_date": "2020-12-13 22:18:56 +0000 UTC", "review_id": "c23c84721b36bc5ce94f47c5", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTM0MDU3MzM1", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2022-01-23 18:50:11 +0000 UTC", "review_id": "d6dcdf038077118385e637b8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTM1Nzg2ODgx", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2025-11-06 21:41:56 +0000 UTC", "review_id": "0c980c4ff1f8cfc2ca3e3621", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTQxODE5MDAw", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" } ] } ``` #### errors None recorded. #### historical context None recorded. #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Paul Milenkovic is consistently described as accessible and helpful, though reviews diverge sharply on his teaching effectiveness and course materials. ```json { "citations": [ { "instructor_name": "Paul Milenkovic", "review_date": "2020-09-08 16:41:15 +0000 UTC", "review_id": "56a5bbf23f219eff18619118", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTMzNjM0NzUy", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2020-10-25 18:00:22 +0000 UTC", "review_id": "90228e76cd51212eb6b50d1c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTMzNzMyMjQ3", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2020-12-08 05:29:53 +0000 UTC", "review_id": "c91c3445c48bca9180124df5", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTMzOTgxNjI0", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2020-12-13 22:18:56 +0000 UTC", "review_id": "c23c84721b36bc5ce94f47c5", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTM0MDU3MzM1", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2022-01-23 18:50:11 +0000 UTC", "review_id": "d6dcdf038077118385e637b8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTM1Nzg2ODgx", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2023-03-08 20:44:36 +0000 UTC", "review_id": "366a6a5a3d8e243f7b45a115", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTM3NDg5NTY4", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2025-11-06 21:41:56 +0000 UTC", "review_id": "0c980c4ff1f8cfc2ca3e3621", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTQxODE5MDAw", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" } ] } ``` Recent recorded grades — Fall 2023: 3.59 GPA, 68.8% A/AB (n=16 letter grades); Fall 2024: 3.50 GPA, 81.2% A/AB (n=32 letter grades); Fall 2025: 3.65 GPA, 83.3% A/AB (n=30 letter grades). ```json { "citations": [ { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience Lectures are often criticized as dry or confusing, but students note that office hours and email support are reliable resources. ```json { "citations": [ { "instructor_name": "Paul Milenkovic", "review_date": "2020-10-25 18:00:22 +0000 UTC", "review_id": "90228e76cd51212eb6b50d1c", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTMzNzMyMjQ3", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2020-12-08 05:29:53 +0000 UTC", "review_id": "c91c3445c48bca9180124df5", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTMzOTgxNjI0", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" }, { "instructor_name": "Paul Milenkovic", "review_date": "2022-01-23 18:50:11 +0000 UTC", "review_id": "d6dcdf038077118385e637b8", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:131224", "source_review_id": "UmF0aW5nLTM1Nzg2ODgx", "source_url": "https://www.ratemyprofessors.com/professor/131224", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history PAUL MILENKOVIC is recorded teaching in Fall 2011, Fall 2012, Fall 2018, Fall 2019, Fall 2020, 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": "ECE 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1122", "type": "grade" }, { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1132", "type": "grade" }, { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1192", "type": "grade" }, { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ECE 436", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "source_record": { "entity_id": "c7ed524b-8bc9-30d8-bff5-38c956ffd47b", "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 203or330), graduate/professional standing, or member of Engineering Guest Students", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 203, "minimum_grade": null, "subjects": [ "ECE" ], "timing": "prior" }, "evidence": "E C E 203", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 330, "minimum_grade": null, "subjects": [ "ECE" ], "timing": "prior" }, "evidence": "330", "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 None recorded. #### root n0 #### status parsed ### 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": "1272:320:006375", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1272", "source_course_id": "006375", "source_subject_id": "320", "title": "Communication Systems I", "credits_min": 3, "credits_max": 3, "typically_offered": "Fall" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:19330", "term_id": "1272", "source_section_id": "19330", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 48, "enrolled": 27, "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_dc664e0cacd0061fd1d53121", "source": "madgrades", "source_instructor_id": "1155785", "identity_basis": "source_id", "identity_status": "source_identified", "name": "AKBAR SAYEED", "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": 2, "quality": 4.5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2, "profile_id": "rmp:319743", "source_url": "https://www.ratemyprofessors.com/professor/319743", "match_basis": "exact_name", "observed_at": "2026-09-07 16:57:21.743361+00:00", "courses": { "course_1d414842d040e66d0ee9e2ac": { "review_count": 1, "quality": 5, "difficulty": 2, "quality_count": 1, "difficulty_count": 1 }, "course_c6592733bd6855f32188cfa7": { "review_count": 1, "quality": 4, "difficulty": 4, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7360779850423596, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.179, "graded": 257, "counts": [ 78, 59, 50, 45, 14, 8, 3 ], "sections": 76 }, "instructor_url": "/instructors/AKBAR_SAYEED" }, { "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 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1072", "term_name": "Fall 2006", "instructors": [ "AKBAR SAYEED" ], "a": 6, "ab": 4, "b": 3, "bc": 5, "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": 19, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1082", "term_name": "Fall 2007", "instructors": [ "AKBAR SAYEED" ], "a": 2, "ab": 4, "b": 2, "bc": 5, "c": 0, "d": 1, "f": 2, "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 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1092", "term_name": "Fall 2008", "instructors": [ "AKBAR SAYEED" ], "a": 3, "ab": 2, "b": 1, "bc": 2, "c": 2, "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": 11, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1102", "term_name": "Fall 2009", "instructors": [ "AKBAR SAYEED" ], "a": 3, "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": 7, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1112", "term_name": "Fall 2010", "instructors": [ "AKBAR SAYEED" ], "a": 4, "ab": 4, "b": 2, "bc": 0, "c": 2, "d": 1, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 14, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1122", "term_name": "Fall 2011", "instructors": [ "Paul Milenkovic" ], "a": 2, "ab": 1, "b": 2, "bc": 1, "c": 1, "d": 3, "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": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1132", "term_name": "Fall 2012", "instructors": [ "Paul Milenkovic" ], "a": 6, "ab": 1, "b": 5, "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": 12, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1152", "term_name": "Fall 2014", "instructors": [ "AKBAR SAYEED" ], "a": 2, "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": 6, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1162", "term_name": "Fall 2015", "instructors": [ "AKBAR SAYEED" ], "a": 4, "ab": 1, "b": 5, "bc": 4, "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": 14, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1172", "term_name": "Fall 2016", "instructors": [ "AKBAR SAYEED" ], "a": 4, "ab": 2, "b": 1, "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": 1, "other": 0, "total": 9, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "Paul Milenkovic" ], "a": 11, "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": 13, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "Paul Milenkovic" ], "a": 5, "ab": 6, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 14, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Paul Milenkovic" ], "a": 12, "ab": 6, "b": 4, "bc": 0, "c": 1, "d": 1, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 25, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Paul Milenkovic" ], "a": 9, "ab": 3, "b": 13, "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": 25, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Paul Milenkovic" ], "a": 12, "ab": 12, "b": 6, "bc": 4, "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": 36, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Paul Milenkovic" ], "a": 8, "ab": 3, "b": 5, "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 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Paul Milenkovic" ], "a": 18, "ab": 8, "b": 1, "bc": 2, "c": 2, "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": 32, "source_aliases": [ "ECE 436" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 436", "course_uid": "course_4bab507174f00d6393e58c91", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Paul Milenkovic" ], "a": 16, "ab": 9, "b": 3, "bc": 2, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 30, "source_aliases": [ "ECE 436" ] } ] ``` ### statistics #### gpa 3.363 #### graded 306 #### counts * 127 * 72 * 59 * 26 * 10 * 7 * 5 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_4bab507174f00d6393e58c91-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_4bab507174f00d6393e58c91-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_4bab507174f00d6393e58c91-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_4bab507174f00d6393e58c91-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_4bab507174f00d6393e58c91-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_4bab507174f00d6393e58c91-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_4bab507174f00d6393e58c91-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_4bab507174f00d6393e58c91-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_4bab507174f00d6393e58c91-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_4bab507174f00d6393e58c91-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.3627450980392157 #### count 306 #### university ##### size 4076 ##### gpa Percentile 16 ##### count Percentile 64 ##### median Count 180 ##### 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 | 9 | false | | 2.8–3.2 | 315 | false | | 3.2–3.6 | 1159 | true | | 3.6–4.0 | 2593 | false | #### departments ```json [ { "subject": "ECE", "comparison": { "size": 103, "gpaPercentile": 23, "countPercentile": 55, "medianCount": 246, "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": 13, "current": false }, { "range": "3.2–3.6", "count": 41, "current": true }, { "range": "3.6–4.0", "count": 49, "current": false } ] } } ] ``` ### terms #### 1072 ##### term 1072 ##### gpa 3.236842105263158 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1082 ##### term 1082 ##### gpa 2.59375 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1092 ##### term 1092 ##### gpa 2.909090909090909 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1102 ##### term 1102 ##### gpa 3.5714285714285716 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1112 ##### term 1112 ##### gpa 3.1538461538461537 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1122 ##### term 1122 ##### gpa 2.5 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1132 ##### term 1132 ##### gpa 3.5416666666666665 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1152 ##### term 1152 ##### gpa 3.5 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1162 ##### term 1162 ##### gpa 3.1785714285714284 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1172 ##### term 1172 ##### gpa 3.5625 ##### count 8 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1192 ##### term 1192 ##### gpa 3.923076923076923 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1202 ##### term 1202 ##### gpa 3.6153846153846154 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1212 ##### term 1212 ##### gpa 3.36 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1222 ##### term 1222 ##### gpa 3.42 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1232 ##### term 1232 ##### gpa 3.3333333333333335 ##### count 36 ##### university ###### size 1216 ###### gpa Percentile 24 ###### count Percentile 14 ###### 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 | 2 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 174 | false | | 3.2–3.6 | 356 | true | | 3.6–4.0 | 670 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 44, "gpaPercentile": 40, "countPercentile": 16, "medianCount": 70, "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": 16, "current": true }, { "range": "3.6–4.0", "count": 17, "current": false } ] } } ] ``` #### 1242 ##### term 1242 ##### gpa 3.59375 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1252 ##### term 1252 ##### gpa 3.5 ##### count 32 ##### university ###### size 1333 ###### gpa Percentile 32 ###### count Percentile 5 ###### 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 | true | | 3.6–4.0 | 773 | false | ##### departments ```json [ { "subject": "ECE", "comparison": { "size": 44, "gpaPercentile": 42, "countPercentile": 5, "medianCount": 74, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 4, "current": false }, { "range": "3.2–3.6", "count": 23, "current": true }, { "range": "3.6–4.0", "count": 17, "current": false } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.65 ##### count 30 ##### university ###### size 1320 ###### gpa Percentile 45 ###### count Percentile 0 ###### 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": "ECE", "comparison": { "size": 41, "gpaPercentile": 68, "countPercentile": 0, "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": 8, "current": false }, { "range": "3.2–3.6", "count": 17, "current": false }, { "range": "3.6–4.0", "count": 16, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 4076 ###### gpa 3.655969553883817 ###### top Share 81.64781620146265 ###### count 180 ##### ECE ###### size 103 ###### gpa 3.5562560689954394 ###### top Share 75.67819412389998 ###### count 246 #### terms ##### 1072 ###### school ###### size 723 ###### gpa 3.344595727439471 ###### top Share 62.012941427864526 ###### count 67 ###### ECE ###### size 22 ###### gpa 3.1987946107674805 ###### top Share 56.64446757576598 ###### count 47 ##### 1082 ###### school ###### size 723 ###### gpa 3.3583896732335172 ###### top Share 62.932746798940194 ###### count 68 ###### ECE ###### size 20 ###### gpa 3.261413632703916 ###### top Share 56.446724340169375 ###### count 40 ##### 1092 ###### school ###### size 732 ###### gpa 3.374660709520374 ###### top Share 63.690339324346596 ###### count 70 ###### ECE ###### size 18 ###### gpa 3.260010533524362 ###### top Share 55.57892737058536 ###### count 46.5 ##### 1102 ###### school ###### size 774 ###### gpa 3.36712622366007 ###### top Share 63.703228532165696 ###### count 67 ###### ECE ###### size 22 ###### gpa 3.165502628163506 ###### top Share 51.66541549824097 ###### count 48.5 ##### 1112 ###### school ###### size 805 ###### gpa 3.3737773184830386 ###### top Share 63.91039244872789 ###### count 66 ###### ECE ###### size 27 ###### gpa 3.2587548172943666 ###### top Share 57.4110194229183 ###### count 42 ##### 1122 ###### school ###### size 804 ###### gpa 3.3737149752667013 ###### top Share 63.65118790117902 ###### count 70 ###### ECE ###### size 25 ###### gpa 3.270248107160397 ###### top Share 57.95297253539389 ###### count 49 ##### 1132 ###### school ###### size 851 ###### gpa 3.391128778809763 ###### top Share 64.69509437122704 ###### count 66 ###### ECE ###### size 31 ###### gpa 3.341669205733449 ###### top Share 60.24866562304859 ###### count 53 ##### 1152 ###### school ###### size 918 ###### gpa 3.408733538594633 ###### top Share 66.06693005846735 ###### count 65 ###### ECE ###### size 30 ###### gpa 3.3140597882926164 ###### top Share 61.06564628590848 ###### count 62 ##### 1162 ###### school ###### size 954 ###### gpa 3.43726781345039 ###### top Share 68.05645304987395 ###### count 64.5 ###### ECE ###### size 32 ###### gpa 3.319518625747047 ###### top Share 59.51472818692325 ###### count 68 ##### 1172 ###### school ###### size 991 ###### gpa 3.465129042641772 ###### top Share 69.42600667567366 ###### count 67 ###### ECE ###### size 35 ###### gpa 3.3883507843058354 ###### top Share 63.7905998393372 ###### count 72 ##### 1192 ###### school ###### size 1077 ###### gpa 3.50327634323125 ###### top Share 72.44641925727845 ###### count 67 ###### ECE ###### size 38 ###### gpa 3.447533461703932 ###### top Share 70.3070826404184 ###### count 77 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ###### ECE ###### size 37 ###### gpa 3.4499953407109865 ###### top Share 70.66752329901533 ###### count 78 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### ECE ###### size 41 ###### gpa 3.5390420098740205 ###### top Share 74.4144228117487 ###### count 66 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### ECE ###### size 41 ###### gpa 3.502469130958549 ###### top Share 72.06914460291064 ###### count 70 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### ECE ###### size 44 ###### gpa 3.4583903966894223 ###### top Share 70.01102622146537 ###### count 70 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### ECE ###### size 41 ###### gpa 3.4916867437115484 ###### top Share 71.95296745580877 ###### count 83 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### ECE ###### size 44 ###### gpa 3.5595929340853747 ###### top Share 76.26079811550397 ###### count 74 ##### 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": 212, "terms": [ { "term": "1122", "count": 10, "sections": 1, "gpa": 2.5 }, { "term": "1132", "count": 12, "sections": 1, "gpa": 3.5416666666666665 }, { "term": "1192", "count": 13, "sections": 1, "gpa": 3.923076923076923 }, { "term": "1202", "count": 13, "sections": 1, "gpa": 3.6153846153846154 }, { "term": "1212", "count": 25, "sections": 1, "gpa": 3.36 }, { "term": "1222", "count": 25, "sections": 1, "gpa": 3.42 }, { "term": "1232", "count": 36, "sections": 1, "gpa": 3.3333333333333335 }, { "term": "1242", "count": 16, "sections": 1, "gpa": 3.59375 }, { "term": "1252", "count": 32, "sections": 1, "gpa": 3.5 }, { "term": "1262", "count": 30, "sections": 1, "gpa": 3.65 } ] }, { "uid": "instructor_dc664e0cacd0061fd1d53121", "name": "AKBAR SAYEED", "count": 94, "terms": [ { "term": "1072", "count": 19, "sections": 1, "gpa": 3.236842105263158 }, { "term": "1082", "count": 16, "sections": 1, "gpa": 2.59375 }, { "term": "1092", "count": 11, "sections": 1, "gpa": 2.909090909090909 }, { "term": "1102", "count": 7, "sections": 1, "gpa": 3.5714285714285716 }, { "term": "1112", "count": 13, "sections": 1, "gpa": 3.1538461538461537 }, { "term": "1152", "count": 6, "sections": 1, "gpa": 3.5 }, { "term": "1162", "count": 14, "sections": 1, "gpa": 3.1785714285714284 }, { "term": "1172", "count": 8, "sections": 1, "gpa": 3.5625 } ] } ] ``` ## following None recorded.