# ME 529: Design & Applications of Smart Manufacturing Processes | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ME_529) ## 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 21d99bd112cfe9bb3ee3ca01a0dbb507c28adb2a96c1288fee8371c3d65a77cd ### course id ME 529 ### course uid course\_c296becb2b4197189d4a03bf ### catalog version id 0a3c44e266859642af91344d9d0260df9f46db1c0e7a4d123bfbfb82b3ab001c ### course number 529 ### subjects * ME ### title DESIGN & APPLICATIONS OF SMART MANUFACTURING PROCESSES ### description Introduction to smart manufacturing. Understand how a company can connect its operational technology systems (e.g., machine tools) to its information technology systems to improve operational efficiency. Covers terminology, sensors and data, industrial computing platforms, data workflow and analysis, cyber-security, human factors, sequential logic control, and case studies of their application in smart manufacturing. Provides the basis for making informed decisions about how manufacturing processes and systems can be designed to be more adaptive (flexible) by automating, collecting the right data, sharing that data, implementing control systems and understanding the impact on humans and organizational systems. ### requirements text Graduate/professional standing ### credits min 3 ### credits max 3 ### credit offering ids * 1272:612:026050 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 6540b54824b6a91d7cb90dc6920a079a0a4716e9b47a14550c63d6f02cc36ce6 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ME 529 introduces smart manufacturing by teaching the integration of operational and information technology systems to improve efficiency through data, automation, and control. ### llm topics * Smart manufacturing terminology, sensors, and industrial computing * Data workflow and analysis * Cyber-security and human factors in manufacturing * Sequential logic control * Case studies of smart manufacturing applications ### llm skills * Connect operational technology (OT) and information technology (IT) systems * Analyze industrial data workflows and sensor data * Apply industrial cyber-security and sequential logic control principles * Design adaptive manufacturing systems through automation and data sharing ### llm assumed background None recorded. ### llm search phrases * smart manufacturing * industrial IoT * OT IT integration * manufacturing data analysis * industrial cyber-security ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 1908287e046b8d991e043f0890c6f63cc1504340f6837fc2f6041001b8ee4397 #### course id ME 529 #### current instructors ```json [ { "instructor_uid": "instructor_a9b13c5dc91a8d36ba2f960e", "message": "No course-specific reviews available", "name": "Frank Pfefferkorn", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1064439", "summary": [ { "citations": [ { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 3.92 GPA, 92.3% A/AB (n=13 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=19 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=18 letter grades). Includes jointly taught sections." } ] }, { "instructor_uid": "instructor_110f5e95954d6593e7c8b632", "message": "No course-specific reviews available", "name": "Sara Kraemer", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2024: 4.00 GPA, 100.0% A/AB (n=19 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=18 letter grades). Includes jointly taught sections." } ] }, { "instructor_uid": "instructor_369422572ea83407fff3ce4c", "message": "No course-specific reviews available", "name": "Vignesh Selvaraj", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2025: 4.00 GPA, 100.0% A/AB (n=18 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Fall 2023: 3.92 GPA, 92.3% A/AB (n=13 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=19 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=18 letter grades). ```json { "citations": [ { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "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 FRANK PFEFFERKORN is recorded teaching in Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` SARA KRAEMER is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` VIGNESH SELVARAJ is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "ME 529", "run_id": "20260907T155543-ce3781c4", "section_number": 3, "source_course_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "source_record": { "entity_id": "2007c88a-9d63-38a5-8d17-e855c42abe8c", "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": [], "condition": "Graduate/professional standing", "course": null, "evidence": "Graduate/professional standing", "id": "n0", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_a9b13c5dc91a8d36ba2f960e", "source": "enrollment", "source_instructor_id": "fpfefferkorn", "identity_basis": "netid", "identity_status": "source_identified", "name": "Frank Pfefferkorn", "email": "FRANK.PFEFFERKORN@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": 8, "quality": 3.75, "difficulty": 3.5, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:1064439", "source_url": "https://www.ratemyprofessors.com/professor/1064439", "match_basis": "exact_name", "observed_at": "2026-09-07 16:39:04.988895+00:00", "courses": { "course_e943bbcb154c20d2c16a6792": { "review_count": 4, "quality": 4.25, "difficulty": 4, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 3.6854898453904252, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/FRANK_PFEFFERKORN" }, { "instructor_uid": "instructor_110f5e95954d6593e7c8b632", "source": "enrollment", "source_instructor_id": "sbkraeme", "identity_basis": "netid", "identity_status": "source_identified", "name": "Sara Kraemer", "email": "SARA.KRAEMER@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/SARA_KRAEMER" }, { "instructor_uid": "instructor_369422572ea83407fff3ce4c", "source": "enrollment", "source_instructor_id": "vselvaraj", "identity_basis": "netid", "identity_status": "source_identified", "name": "Vignesh Selvaraj", "email": "VSELVARAJ@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/VIGNESH_SELVARAJ" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:612:026050", "course_id": "ME 529", "course_uid": "course_c296becb2b4197189d4a03bf", "term_id": "1272", "source_course_id": "026050", "source_subject_id": "612", "title": "Design & Applications of Smart Manufacturing Processes", "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:1272:22753", "term_id": "1272", "source_section_id": "22753", "identity_basis": "class_number", "section_number": "003", "section_type": "LEC", "instruction_mode": "Online Only", "capacity": 30, "enrolled": 15, "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_64a1f644a95a3786b7942d1f", "source": "madgrades", "source_instructor_id": "528399", "identity_basis": "source_id", "identity_status": "source_identified", "name": "NEIL DUFFIE", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 8, "quality": 4, "difficulty": 3, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:1408461", "source_url": "https://www.ratemyprofessors.com/professor/1408461", "match_basis": "exact_name", "observed_at": "2026-09-07 16:14:21.693330+00:00", "courses": { "course_0dde3b870323014e0c39981f": { "review_count": 2, "quality": 5, "difficulty": 2, "quality_count": 2, "difficulty_count": 2 }, "course_30b7af243793fc0540887d4f": { "review_count": 5, "quality": 4, "difficulty": 3.4, "quality_count": 5, "difficulty_count": 5 } }, "bayesian_quality": 3.756918416818997, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.35, "graded": 602, "counts": [ 247, 108, 136, 61, 41, 8, 1 ], "sections": 140 }, "instructor_url": "/instructors/NEIL_DUFFIE" }, { "instructor_uid": "instructor_8f75497f1ef58a0972fe0e01", "source": "madgrades", "source_instructor_id": "3669416", "identity_basis": "source_id", "identity_status": "source_identified", "name": "FRANK PFEFFERKORN", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 8, "quality": 3.75, "difficulty": 3.5, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:1064439", "source_url": "https://www.ratemyprofessors.com/professor/1064439", "match_basis": "exact_name", "observed_at": "2026-09-07 16:39:04.988895+00:00", "courses": { "course_e943bbcb154c20d2c16a6792": { "review_count": 4, "quality": 4.25, "difficulty": 4, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 3.6854898453904252, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.639, "graded": 1462, "counts": [ 913, 248, 187, 53, 47, 12, 2 ], "sections": 180 }, "instructor_url": "/instructors/FRANK_PFEFFERKORN--instructor_8f75497f1ef58a0972fe0e01" }, { "instructor_uid": "instructor_4c9230baba596e2ceb08d769", "source": "madgrades", "source_instructor_id": "547428", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SARA KRAEMER", "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": 4, "graded": 37, "counts": [ 37, 0, 0, 0, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/SARA_KRAEMER--instructor_4c9230baba596e2ceb08d769" }, { "instructor_uid": "instructor_e356c1f2f8e2f524a9b5d038", "source": "madgrades", "source_instructor_id": "5674033", "identity_basis": "source_id", "identity_status": "source_identified", "name": "VIGNESH SELVARAJ", "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": 3.847, "graded": 72, "counts": [ 58, 9, 3, 1, 1, 0, 0 ], "sections": 4 }, "instructor_url": "/instructors/VIGNESH_SELVARAJ--instructor_e356c1f2f8e2f524a9b5d038" }, { "instructor_uid": "instructor_110f5e95954d6593e7c8b632", "source": "enrollment", "source_instructor_id": "sbkraeme", "identity_basis": "netid", "identity_status": "source_identified", "name": "Sara Kraemer", "email": "SARA.KRAEMER@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/SARA_KRAEMER" }, { "instructor_uid": "instructor_369422572ea83407fff3ce4c", "source": "enrollment", "source_instructor_id": "vselvaraj", "identity_basis": "netid", "identity_status": "source_identified", "name": "Vignesh Selvaraj", "email": "VSELVARAJ@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/VIGNESH_SELVARAJ" }, { "instructor_uid": "instructor_a9b13c5dc91a8d36ba2f960e", "source": "enrollment", "source_instructor_id": "fpfefferkorn", "identity_basis": "netid", "identity_status": "source_identified", "name": "Frank Pfefferkorn", "email": "FRANK.PFEFFERKORN@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": 8, "quality": 3.75, "difficulty": 3.5, "quality_count": 8, "difficulty_count": 8, "profile_id": "rmp:1064439", "source_url": "https://www.ratemyprofessors.com/professor/1064439", "match_basis": "exact_name", "observed_at": "2026-09-07 16:39:04.988895+00:00", "courses": { "course_e943bbcb154c20d2c16a6792": { "review_count": 4, "quality": 4.25, "difficulty": 4, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 3.6854898453904252, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/FRANK_PFEFFERKORN" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 529", "course_uid": "course_c296becb2b4197189d4a03bf", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "Frank Pfefferkorn", "NEIL DUFFIE" ], "a": 18, "ab": 0, "b": 2, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 20, "source_aliases": [ "ME 529" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 529", "course_uid": "course_c296becb2b4197189d4a03bf", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "Frank Pfefferkorn" ], "a": 19, "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": 19, "source_aliases": [ "ME 529" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 529", "course_uid": "course_c296becb2b4197189d4a03bf", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Frank Pfefferkorn" ], "a": 12, "ab": 0, "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": 13, "source_aliases": [ "ME 529" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 529", "course_uid": "course_c296becb2b4197189d4a03bf", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Frank Pfefferkorn", "Sara Kraemer" ], "a": 19, "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": 19, "source_aliases": [ "ME 529" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ME 529", "course_uid": "course_c296becb2b4197189d4a03bf", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Frank Pfefferkorn", "Sara Kraemer", "Vignesh Selvaraj" ], "a": 18, "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": 18, "source_aliases": [ "ME 529" ] } ] ``` ### statistics #### gpa 3.966 #### graded 89 #### counts * 86 * 0 * 3 * 0 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_c296becb2b4197189d4a03bf-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_c296becb2b4197189d4a03bf-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_c296becb2b4197189d4a03bf-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_c296becb2b4197189d4a03bf-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_c296becb2b4197189d4a03bf-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_c296becb2b4197189d4a03bf-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_c296becb2b4197189d4a03bf-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_c296becb2b4197189d4a03bf-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.966292134831461 #### count 89 #### university ##### size 2928 ##### gpa Percentile 86 ##### count Percentile 41 ##### median Count 115 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 10 | false | | 2.8–3.2 | 180 | false | | 3.2–3.6 | 745 | false | | 3.6–4.0 | 1992 | true | #### departments ```json [ { "subject": "ME", "comparison": { "size": 49, "gpaPercentile": 98, "countPercentile": 23, "medianCount": 200, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 2, "current": false }, { "range": "3.2–3.6", "count": 22, "current": false }, { "range": "3.6–4.0", "count": 25, "current": true } ] } } ] ``` ### terms #### 1222 ##### term 1222 ##### gpa 3.9 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1232 ##### term 1232 ##### gpa 4 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1242 ##### term 1242 ##### gpa 3.923076923076923 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1252 ##### term 1252 ##### gpa 4 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | ME | | #### 1262 ##### term 1262 ##### gpa 4 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | ME | | ### benchmarks #### all ##### school ###### size 2928 ###### gpa 3.6868346571627475 ###### top Share 83.66514315684641 ###### count 115 ##### ME ###### size 49 ###### gpa 3.6079649436262775 ###### top Share 78.17663038353918 ###### count 200 #### terms ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ###### ME ###### size 28 ###### gpa 3.5317658980245055 ###### top Share 73.85244504654484 ###### count 71.5 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ###### ME ###### size 25 ###### gpa 3.572892556393539 ###### top Share 76.54575303131045 ###### count 118 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### ME ###### size 31 ###### gpa 3.5460868086391497 ###### top Share 75.80892567064664 ###### count 107 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### ME ###### size 28 ###### gpa 3.5912563782704816 ###### top Share 76.82128204846178 ###### count 116.5 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### ME ###### size 31 ###### gpa 3.5621240602604693 ###### top Share 74.89090043988932 ###### count 99 ## instructor Trends ```json [ { "uid": "instructor_8f75497f1ef58a0972fe0e01", "name": "FRANK PFEFFERKORN", "count": 89, "terms": [ { "term": "1222", "count": 20, "sections": 1, "gpa": 3.9 }, { "term": "1232", "count": 19, "sections": 1, "gpa": 4 }, { "term": "1242", "count": 13, "sections": 1, "gpa": 3.923076923076923 }, { "term": "1252", "count": 19, "sections": 1, "gpa": 4 }, { "term": "1262", "count": 18, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_4c9230baba596e2ceb08d769", "name": "SARA KRAEMER", "count": 37, "terms": [ { "term": "1252", "count": 19, "sections": 1, "gpa": 4 }, { "term": "1262", "count": 18, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_64a1f644a95a3786b7942d1f", "name": "NEIL DUFFIE", "count": 20, "terms": [ { "term": "1222", "count": 20, "sections": 1, "gpa": 3.9 } ] }, { "uid": "instructor_e356c1f2f8e2f524a9b5d038", "name": "VIGNESH SELVARAJ", "count": 18, "terms": [ { "term": "1262", "count": 18, "sections": 1, "gpa": 4 } ] } ] ``` ## following None recorded.