# MS\&E 463: Materials for Elevated Temperature Service | UW–Madison [View on UW Courses](https://uwcourses.com/courses/MS%26E_463) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T23:19:01.870283+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 1c68b456b99bb10cc3585441e0fc0cbce0091c5ec13c6c52e8d9f133738cd897 ### course id MS\&E 463 ### course uid course\_009feb02cbe9ab4763b01749 ### catalog version id fc561f99a557bb8eb6a5a9bff9d05cc1d93b36de24cb5165f9af4f9c41a4e867 ### course number 463 ### subjects * MS\&E ### title MATERIALS FOR ELEVATED TEMPERATURE SERVICE ### description The design, properties, processing and selection of high temperature materials for structural applications. The fundamentals of diffusion, phase transformations, dislocation motion and oxidation governing the high temperature mechanical properties and structural performance of metallic and ceramic materials. ### requirements text M S & E 352, graduate/professional standing, or member of Engineering Guest Students ### credits min 3 ### credits max 3 ### credit offering ids * 1272:636:012658 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 8806a983216566279b0949e08d73abd960c746aaa1438ec6a72126bdf9187604 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Covers the design, properties, processing, and selection of high temperature materials for structural applications. ### llm topics * Diffusion, phase transformations, dislocation motion, and oxidation * Metallic and ceramic materials ### llm skills * Design, properties, processing and selection of high temperature materials * Understanding high temperature mechanical properties and structural performance ### llm assumed background * Prerequisite: MS\&E 352 * Background in diffusion, phase transformations, dislocation motion, and oxidation * Knowledge of metallic and ceramic materials ### llm search phrases * high temperature materials structural applications * diffusion phase transformations dislocation motion oxidation * MS\&E 463 elevated temperature service ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 19740f635872d86c97aeb7077e755308b3d6c8099c83b1cfcbe9996951bdda1d #### course id MS\&E 463 #### current instructors ```json [ { "instructor_uid": "instructor_12fbf2f1b8a693bc9677e054", "message": "No course-specific reviews available", "name": "John Perepezko", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1888468", "summary": [ { "citations": [ { "course_id": "MS&E 463", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "31dd3793-9846-3514-b34f-f1fa7290ffc2", "source_record": { "entity_id": "31dd3793-9846-3514-b34f-f1fa7290ffc2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "MS&E 463", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "31dd3793-9846-3514-b34f-f1fa7290ffc2", "source_record": { "entity_id": "31dd3793-9846-3514-b34f-f1fa7290ffc2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "MS&E 463", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "31dd3793-9846-3514-b34f-f1fa7290ffc2", "source_record": { "entity_id": "31dd3793-9846-3514-b34f-f1fa7290ffc2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2022: 3.50 GPA, 70.0% A/AB (n=10 letter grades); Fall 2024: 3.45 GPA, 72.7% A/AB (n=11 letter grades); Fall 2025: 3.43 GPA, 42.9% A/AB (n=7 letter grades)." } ] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Fall 2022: 3.50 GPA, 70.0% A/AB (n=10 letter grades); Fall 2024: 3.45 GPA, 72.7% A/AB (n=11 letter grades); Fall 2025: 3.43 GPA, 42.9% A/AB (n=7 letter grades). ```json { "citations": [ { "course_id": "MS&E 463", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "31dd3793-9846-3514-b34f-f1fa7290ffc2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "MS&E 463", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "31dd3793-9846-3514-b34f-f1fa7290ffc2", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "MS&E 463", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "31dd3793-9846-3514-b34f-f1fa7290ffc2", "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 JOHN PEREPEZKO is recorded teaching in Fall 2007, Fall 2009, Fall 2010, Fall 2013, Fall 2015, Fall 2020, Fall 2022, Fall 2024, Fall 2025. 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292, 89, 35, 15, 7 ], "sections": 157 }, "instructor_url": "/instructors/JOHN_PEREPEZKO--instructor_6b916edb572f3334ce78011e" }, { "instructor_uid": "instructor_12fbf2f1b8a693bc9677e054", "source": "enrollment", "source_instructor_id": "jhperepe", "identity_basis": "netid", "identity_status": "source_identified", "name": "John Perepezko", "email": "PEREPEZK@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": 9, "quality": 3.33, "difficulty": 4.22, "quality_count": 9, "difficulty_count": 9, "profile_id": "rmp:1888468", "source_url": "https://www.ratemyprofessors.com/professor/1888468", "match_basis": "exact_name", "observed_at": "2026-09-07 16:31:13.189739+00:00", "courses": {}, "bayesian_quality": 3.557369505894204, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/JOHN_PEREPEZKO" } ] ``` ### grades ```json [ { "run_id": 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"passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 14, "source_aliases": [ "MS&E 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MS&E 463", "course_uid": "course_009feb02cbe9ab4763b01749", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "John Perepezko" ], "a": 4, "ab": 3, "b": 2, "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": 10, "source_aliases": [ "MS&E 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MS&E 463", "course_uid": "course_009feb02cbe9ab4763b01749", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "John Perepezko" ], "a": 2, "ab": 6, "b": 3, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 11, "source_aliases": [ "MS&E 463" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MS&E 463", "course_uid": "course_009feb02cbe9ab4763b01749", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "John Perepezko" ], "a": 3, "ab": 0, "b": 4, "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": 8, "source_aliases": [ "MS&E 463" ] } ] ``` ### statistics #### gpa 3.43 #### graded 100 #### counts * 38 * 20 * 33 * 8 * 1 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_009feb02cbe9ab4763b01749-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_009feb02cbe9ab4763b01749-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_009feb02cbe9ab4763b01749-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_009feb02cbe9ab4763b01749-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_009feb02cbe9ab4763b01749-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_009feb02cbe9ab4763b01749-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_009feb02cbe9ab4763b01749-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_009feb02cbe9ab4763b01749-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.43 #### count 100 #### university ##### size 3491 ##### gpa Percentile 22 ##### count Percentile 43 ##### median Count 124 ##### 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 | 11 | false | | 2.8–3.2 | 297 | false | | 3.2–3.6 | 1012 | true | | 3.6–4.0 | 2171 | false | #### departments ```json [ { "subject": "MS&E", "comparison": { "size": 24, "gpaPercentile": 43, "countPercentile": 35, "medianCount": 152.5, "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": 0, "current": false }, { "range": "2.8–3.2", "count": 3, "current": false }, { "range": "3.2–3.6", "count": 12, "current": true }, { "range": "3.6–4.0", "count": 9, "current": false } ] } } ] ``` ### terms #### 1082 ##### term 1082 ##### gpa 3.3333333333333335 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | MS\&E | | #### 1102 ##### term 1102 ##### gpa 3.227272727272727 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | MS\&E | | #### 1112 ##### term 1112 ##### gpa 3.4444444444444446 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | MS\&E | | #### 1142 ##### term 1142 ##### gpa 3.4285714285714284 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | MS\&E | | #### 1162 ##### term 1162 ##### gpa 3.4444444444444446 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | MS\&E | | #### 1212 ##### term 1212 ##### gpa 3.5357142857142856 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | MS\&E | | #### 1232 ##### term 1232 ##### gpa 3.5 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | MS\&E | | #### 1252 ##### term 1252 ##### gpa 3.4545454545454546 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | MS\&E | | #### 1262 ##### term 1262 ##### gpa 3.4285714285714284 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | MS\&E | | ### benchmarks #### all ##### school ###### size 3491 ###### gpa 3.6487703702454937 ###### top Share 81.21009575672625 ###### count 124 ##### MS\&E ###### size 24 ###### gpa 3.5173647375611936 ###### top Share 72.41037329091871 ###### count 152.5 #### terms ##### 1082 ###### school ###### size 723 ###### gpa 3.3583896732335172 ###### top Share 62.932746798940194 ###### count 68 ##### 1102 ###### school ###### size 774 ###### gpa 3.36712622366007 ###### top Share 63.703228532165696 ###### count 67 ##### 1112 ###### school ###### size 805 ###### gpa 3.3737773184830386 ###### top Share 63.91039244872789 ###### count 66 ##### 1142 ###### school ###### size 853 ###### gpa 3.3941849959684913 ###### top Share 65.28450334228523 ###### count 67 ##### 1162 ###### school ###### size 954 ###### gpa 3.43726781345039 ###### top Share 68.05645304987395 ###### count 64.5 ###### MS\&E ###### size 12 ###### gpa 3.423761303352196 ###### top Share 65.97846525190327 ###### count 41 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ## instructor Trends ```json [ { "uid": "instructor_6b916edb572f3334ce78011e", "name": "JOHN PEREPEZKO", "count": 100, "terms": [ { "term": "1082", "count": 6, "sections": 1, "gpa": 3.3333333333333335 }, { "term": "1102", "count": 11, "sections": 1, "gpa": 3.227272727272727 }, { "term": "1112", "count": 9, "sections": 1, "gpa": 3.4444444444444446 }, { "term": "1142", "count": 14, "sections": 1, "gpa": 3.4285714285714284 }, { "term": "1162", "count": 18, "sections": 1, "gpa": 3.4444444444444446 }, { "term": "1212", "count": 14, "sections": 1, "gpa": 3.5357142857142856 }, { "term": "1232", "count": 10, "sections": 1, "gpa": 3.5 }, { "term": "1252", "count": 11, "sections": 1, "gpa": 3.4545454545454546 }, { "term": "1262", "count": 7, "sections": 1, "gpa": 3.4285714285714284 } ] } ] ``` ## following None recorded.