# POLISCI 945: Seminar-national Security Affairs | UW–Madison [View on UW Courses](https://uwcourses.com/courses/POLISCI_945) ## 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 8b0bbe44fa4519be0be1a224919fc175aaed6f13af29bf00a45e1e2046f57099 ### course id POLISCI 945 ### course uid course\_7ec657587a1e055f0d63b593 ### catalog version id c6d4df08760f4bde572615a28bdf6394b3c87dacca8a0cbf0d4276d5658d532c ### course number 945 ### subjects * POLISCI ### title SEMINAR-NATIONAL SECURITY AFFAIRS ### description Contemporary military strategy, the interaction of military and political factors in international politics, and the processes and content of defense policies, with emphasis on the United States. ### requirements text Graduate/professional standing ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 092443a4c0f81c2a48476e5410b53b4b8bbe28c68d41c23363e6c397c6ccbbf2 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary POLISCI 945 is a graduate seminar on contemporary military strategy, international political interactions, and U.S. defense policy. ### llm topics * Military strategy * Military-political interactions in international politics * U.S. defense policy processes and content ### llm skills None recorded. ### llm assumed background None recorded. ### llm search phrases * military strategy international politics * defense policy United States * national security seminar graduate ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash b0d5668ed9af1e17b72315f7430e5cfe4241f76126aaeb371b091de1724381c5 #### course id POLISCI 945 #### current instructors None recorded. #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered false #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Fall 2018: 3.89 GPA, 100.0% A/AB (n=14 letter grades); Fall 2020: 4.00 GPA, 100.0% A/AB (n=7 letter grades); Fall 2025: 3.83 GPA, 100.0% A/AB (n=9 letter grades). ```json { "citations": [ { "course_id": "POLISCI 945", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "9aee2362-cf14-3fef-a668-637606d21e57", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1192", "type": "grade" }, { "course_id": "POLISCI 945", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "9aee2362-cf14-3fef-a668-637606d21e57", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "POLISCI 945", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": 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754, 458, 227, 154, 46, 35 ], "sections": 99 }, "instructor_url": "/instructors/ANDREW_KYDD--instructor_4763e87370d856ad424f4a1e" }, { "instructor_uid": "instructor_93c364f7a496382c44aab98f", "source": "madgrades", "source_instructor_id": "4616869", "identity_basis": "source_id", "identity_status": "source_identified", "name": "KATJA FAVRETTO", "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": 5, "quality": 4.8, "difficulty": 1.6, "quality_count": 5, "difficulty_count": 5, "profile_id": "rmp:1452658", "source_url": "https://www.ratemyprofessors.com/professor/1452658", "match_basis": "exact_name", "observed_at": "2026-09-07 16:26:44.901638+00:00", "courses": { "course_a0de00440cd1d6cba6902e05": { "review_count": 1, "quality": 4, "difficulty": 1, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.8877486268372765, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.581, "graded": 351, "counts": [ 171, 114, 44, 12, 5, 2, 3 ], "sections": 16 }, "instructor_url": "/instructors/KATJA_FAVRETTO" }, { "instructor_uid": "instructor_65b4b4d56a0a7022afcb50d1", "source": "madgrades", "source_instructor_id": "3125424", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JON PEVEHOUSE", "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": 159, "quality": 4.77, "difficulty": 2.42, "quality_count": 159, "difficulty_count": 159, "profile_id": "rmp:388704", "source_url": "https://www.ratemyprofessors.com/professor/388704", "match_basis": "exact_name", "observed_at": "2026-09-07 16:30:48.280586+00:00", "courses": { "course_06dafc75d411dce45dc57976": { "review_count": 22, "quality": 4.77, "difficulty": 2.41, "quality_count": 22, "difficulty_count": 22 }, "course_a0de00440cd1d6cba6902e05": { "review_count": 2, "quality": 5, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 }, "course_46931ba805a3f9e7507d5db1": { "review_count": 2, "quality": 5, "difficulty": 3, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 4.645942545647665, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.577, "graded": 2854, "counts": [ 1552, 701, 321, 162, 84, 11, 23 ], "sections": 97 }, "instructor_url": "/instructors/JON_PEVEHOUSE--instructor_65b4b4d56a0a7022afcb50d1" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "POLISCI 945", "course_uid": "course_7ec657587a1e055f0d63b593", "term_id": "1102", "term_name": "Fall 2009", "instructors": [ "Andrew Kydd" ], "a": 3, "ab": 2, "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": 6, "source_aliases": [ "POLISCI 945" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "POLISCI 945", "course_uid": "course_7ec657587a1e055f0d63b593", "term_id": "1122", "term_name": "Fall 2011", "instructors": [ "KATJA FAVRETTO" ], "a": 3, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 2, "no_work": 0, "not_reported": 0, "other": 0, "total": 6, "source_aliases": [ "POLISCI 945" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "POLISCI 945", "course_uid": "course_7ec657587a1e055f0d63b593", "term_id": "1134", "term_name": "Spring 2013", "instructors": [ "KATJA FAVRETTO" ], "a": 6, "ab": 3, "b": 0, "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": 10, "source_aliases": [ "POLISCI 945" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "POLISCI 945", "course_uid": "course_7ec657587a1e055f0d63b593", "term_id": "1174", "term_name": "Spring 2017", "instructors": [ "Andrew Kydd" ], "a": 2, "ab": 7, "b": 0, "bc": 0, "c": 1, "d": 0, "f": 1, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 12, "source_aliases": [ "POLISCI 945" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "POLISCI 945", "course_uid": "course_7ec657587a1e055f0d63b593", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "Jon Pevehouse" ], "a": 11, "ab": 3, "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": 14, "source_aliases": [ "POLISCI 945" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "POLISCI 945", "course_uid": "course_7ec657587a1e055f0d63b593", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "Jon Pevehouse" ], "a": 7, "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": 7, "source_aliases": [ "POLISCI 945" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "POLISCI 945", "course_uid": "course_7ec657587a1e055f0d63b593", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Andrew Kydd" ], "a": 6, "ab": 3, "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": 9, "source_aliases": [ "POLISCI 945" ] } ] ``` ### statistics #### gpa 3.729 #### graded 59 #### counts * 38 * 18 * 1 * 0 * 1 * 0 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_7ec657587a1e055f0d63b593-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_7ec657587a1e055f0d63b593-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_7ec657587a1e055f0d63b593-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_7ec657587a1e055f0d63b593-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_7ec657587a1e055f0d63b593-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_7ec657587a1e055f0d63b593-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.7288135593220337 #### count 59 #### university ##### size 3400 ##### gpa Percentile 56 ##### count Percentile 29 ##### median Count 96 ##### 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 | 15 | false | | 2.8–3.2 | 358 | false | | 3.2–3.6 | 1029 | false | | 3.6–4.0 | 1998 | true | #### departments ```json [ { "subject": "POLISCI", "comparison": { "size": 77, "gpaPercentile": 78, "countPercentile": 34, "medianCount": 93, "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": 7, "current": false }, { "range": "3.2–3.6", "count": 35, "current": false }, { "range": "3.6–4.0", "count": 35, "current": true } ] } } ] ``` ### terms #### 1102 ##### term 1102 ##### gpa 3.6666666666666665 ##### count 6 ##### departments | subject | comparison | | ------- | ---------- | | POLISCI | | #### 1122 ##### term 1122 ##### gpa 4 ##### count 3 ##### departments | subject | comparison | | ------- | ---------- | | POLISCI | | #### 1134 ##### term 1134 ##### gpa 3.8333333333333335 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | POLISCI | | #### 1174 ##### term 1174 ##### gpa 3.1363636363636362 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | POLISCI | | #### 1192 ##### term 1192 ##### gpa 3.892857142857143 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | POLISCI | | #### 1212 ##### term 1212 ##### gpa 4 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | POLISCI | | #### 1262 ##### term 1262 ##### gpa 3.8333333333333335 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | POLISCI | | ### benchmarks #### all ##### school ###### size 3400 ###### gpa 3.620182412882686 ###### top Share 79.36894977635838 ###### count 96 ##### POLISCI ###### size 77 ###### gpa 3.5413539605396487 ###### top Share 77.60475891095598 ###### count 93 #### terms ##### 1102 ###### school ###### size 774 ###### gpa 3.36712622366007 ###### top Share 63.703228532165696 ###### count 67 ###### POLISCI ###### size 14 ###### gpa 3.1739664025187007 ###### top Share 53.18004491288821 ###### count 76.5 ##### 1122 ###### school ###### size 804 ###### gpa 3.3737149752667013 ###### top Share 63.65118790117902 ###### count 70 ###### POLISCI ###### size 14 ###### gpa 3.2185323922052858 ###### top Share 55.38573023617504 ###### count 94.5 ##### 1134 ###### school ###### size 852 ###### gpa 3.4138934207568203 ###### top Share 66.35946578182744 ###### count 66 ###### POLISCI ###### size 11 ###### gpa 3.280823164113721 ###### top Share 59.66337782557022 ###### count 112 ##### 1174 ###### school ###### size 955 ###### gpa 3.4597947384071412 ###### top Share 69.5290038366363 ###### count 69 ###### POLISCI ###### size 18 ###### gpa 3.518685834115279 ###### top Share 75.71186270755474 ###### count 60 ##### 1192 ###### school ###### size 1077 ###### gpa 3.50327634323125 ###### top Share 72.44641925727845 ###### count 67 ###### POLISCI ###### size 24 ###### gpa 3.3877472679471077 ###### top Share 66.73340391838997 ###### count 71.5 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### POLISCI ###### size 29 ###### gpa 3.536672518177847 ###### top Share 76.4438470307079 ###### count 73 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### POLISCI ###### size 33 ###### gpa 3.6552318292491512 ###### top Share 84.17209946246977 ###### count 79 ## instructor Trends ```json [ { "uid": "instructor_4763e87370d856ad424f4a1e", "name": "ANDREW KYDD", "count": 26, "terms": [ { "term": "1102", "count": 6, "sections": 1, "gpa": 3.6666666666666665 }, { "term": "1174", "count": 11, "sections": 1, "gpa": 3.1363636363636362 }, { "term": "1262", "count": 9, "sections": 1, "gpa": 3.8333333333333335 } ] }, { "uid": "instructor_65b4b4d56a0a7022afcb50d1", "name": "JON PEVEHOUSE", "count": 21, "terms": [ { "term": "1192", "count": 14, "sections": 1, "gpa": 3.892857142857143 }, { "term": "1212", "count": 7, "sections": 1, "gpa": 4 } ] }, { "uid": "instructor_93c364f7a496382c44aab98f", "name": "KATJA FAVRETTO", "count": 12, "terms": [ { "term": "1122", "count": 3, "sections": 1, "gpa": 4 }, { "term": "1134", "count": 9, "sections": 1, "gpa": 3.8333333333333335 } ] } ] ``` ## following None recorded.