# C\&ESOC/SOC 618: Social Network Analysis | UW–Madison [View on UW Courses](https://uwcourses.com/courses/C%26ESOC_SOC_618) ## 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 75da64388b9d95242c11c03f02269effe456100979ce8388038b9a2acea828b1 ### course id C\&ESOC/SOC 618 ### course uid course\_74542cdae5d13cf13df05e84 ### catalog version id 12db98372c85f2b1f45194c3bfcf78ed2298cd133381382b5eddf98ffeeb92bb ### course number 618 ### subjects * C\&ESOC * SOC ### title SOCIAL NETWORK ANALYSIS ### description Social network analysis is a social scientific approach examining individuals as embedded in networks of social relations. Covers the fundamentals of network thinking, network tools, and the analysis and presentation of social network data. Direct practice with network data using software R. ### requirements text Junior standing and (C\&E SOC/​SOC  360,STAT 301,STAT 371,ECON 310,PSYCH 210, GEOG 360,STAT/​MATH  310, or GEN BUS 303) ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 0d57260d391808f706ea6f1dfae023857c0c01d74b28e0afc24385b6e76bfadc ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary SOCIAL NETWORK ANALYSIS teaches network thinking, tools, and R-based analysis of social network data. ### llm topics * Social relations networks * Network thinking and tools * Social network data analysis and presentation ### llm skills * Network thinking and analysis * Social network data analysis using R * Presentation of social network data ### llm assumed background * Foundational statistics and data analysis * Sociological or psychological data context * R programming for data analysis ### llm search phrases * social network analysis R software * sociological data analysis * network thinking tools * social relations networks ### llm requirements status needs\_review ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 78b99c5263a05a0762464b1b864c61bf3713a137926bc18563b2d164729d99d3 #### course id C\&ESOC/SOC 618 #### 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 2023: 3.93 GPA, 100.0% A/AB (n=7 letter grades); Spring 2025: 4.00 GPA, 100.0% A/AB (n=12 letter grades). ```json { "citations": [ { "course_id": "C&ESOC/SOC 618", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "cc9c5191-ee4c-3abf-897b-ab53942cd08c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "C&ESOC/SOC 618", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "cc9c5191-ee4c-3abf-897b-ab53942cd08c", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1254", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2" ], "condition": null, "course": null, "evidence": "Junior standing and (C&E SOC/SOC 360,STAT 301,STAT 371,ECON 310,PSYCH 210, GEOG 360,STAT/MATH 310, or GEN BUS 303)", "id": "n0", "kind": "all" }, { "children": [], "condition": "Junior standing", "course": null, "evidence": "Junior standing", "id": "n1", "kind": "condition" }, { "children": [ "n3", "n4", "n5", "n6", "n7", "n8", "n9", "n10", "n11" ], "condition": null, "course": null, "evidence": "(C&E SOC/SOC 360,STAT 301,STAT 371,ECON 310,PSYCH 210, GEOG 360,STAT/MATH 310, or GEN BUS 303)", "id": "n2", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 360, "minimum_grade": null, "subjects": [ "C&ESOC", "SOC" ], "timing": "prior" }, "evidence": "C&E SOC/SOC 360", "id": "n3", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 301, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "STAT 301", "id": "n4", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 371, "minimum_grade": null, "subjects": [ "STAT" ], "timing": "prior" }, "evidence": "STAT 371", "id": "n5", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 310, "minimum_grade": null, "subjects": [ "ECON" ], "timing": "prior" }, "evidence": "ECON 310", "id": "n6", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 210, "minimum_grade": null, "subjects": [ "PSYCH" ], "timing": "prior" }, "evidence": "PSYCH 210", "id": "n7", "kind": "course" }, { "children": [], "condition": "GEOG 360", "course": null, "evidence": "GEOG 360", "id": "n8", "kind": "condition" }, { "children": [], "condition": null, "course": { "course_number": 310, "minimum_grade": null, "subjects": [ "MATH", "STAT" ], "timing": "prior" }, "evidence": "STAT/MATH 310", "id": "n9", "kind": "course" }, { "children": [], "condition": "GEN BUS 303", "course": null, "evidence": "GEN BUS 303", "id": "n10", "kind": "condition" }, { "children": [], "condition": "GEOG 360", "course": null, "evidence": "GEOG 360", "id": "n11", "kind": "condition" } ] ``` #### notes * GEOG 360 is not in linked\_courses. * GEN BUS 303 is not in linked\_courses. #### root n0 #### status needs\_review ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_115de1781b6f158258fbab9e", "source": "madgrades", "source_instructor_id": "6317629", "identity_basis": "source_id", "identity_status": "source_identified", "name": "FABIEN ACCOMINOTTI", "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": 4, "quality": 5, "difficulty": 2.5, "quality_count": 4, "difficulty_count": 4, "profile_id": "rmp:3046713", "source_url": "https://www.ratemyprofessors.com/professor/3046713", "match_basis": "exact_name", "observed_at": "2026-09-07 16:39:26.496083+00:00", "courses": { "course_ea3fe1a9099e7868ca01f1f2": { "review_count": 4, "quality": 5, "difficulty": 2.5, "quality_count": 4, "difficulty_count": 4 } }, "bayesian_quality": 3.8830714862888294, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.971, "graded": 137, "counts": [ 130, 6, 1, 0, 0, 0, 0 ], "sections": 20 }, "instructor_url": "/instructors/FABIEN_ACCOMINOTTI--instructor_115de1781b6f158258fbab9e" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "C&ESOC/SOC 618", "course_uid": "course_74542cdae5d13cf13df05e84", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "Fabien Accominotti" ], "a": 6, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 9, "source_aliases": [ "C&ESOC/SOC 618" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "C&ESOC/SOC 618", "course_uid": "course_74542cdae5d13cf13df05e84", "term_id": "1254", "term_name": "Spring 2025", "instructors": [ "Fabien Accominotti" ], "a": 12, "ab": 0, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 14, "source_aliases": [ "C&ESOC/SOC 618" ] } ] ``` ### statistics #### gpa 3.974 #### graded 19 #### counts * 18 * 1 * 0 * 0 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_74542cdae5d13cf13df05e84-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_74542cdae5d13cf13df05e84-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_74542cdae5d13cf13df05e84-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_74542cdae5d13cf13df05e84-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_74542cdae5d13cf13df05e84-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_74542cdae5d13cf13df05e84-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.973684210526316 #### count 19 #### departments | subject | comparison | | ------- | ---------- | | C\&ESOC | | | SOC | | ### terms #### 1242 ##### term 1242 ##### gpa 3.9285714285714284 ##### count 7 ##### departments | subject | comparison | | ------- | ---------- | | C\&ESOC | | | SOC | | #### 1254 ##### term 1254 ##### gpa 4 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | C\&ESOC | | | SOC | | ### benchmarks #### all ##### school ###### size 2110 ###### gpa 3.641760048121362 ###### top Share 81.096548974779 ###### count 72.5 ##### C\&ESOC ###### size 19 ###### gpa 3.6424737106477507 ###### top Share 82.76052960285148 ###### count 78 ##### SOC ###### size 41 ###### gpa 3.5596037939252643 ###### top Share 78.4100697300658 ###### count 91 #### terms ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ###### C\&ESOC ###### size 14 ###### gpa 3.6080849417305267 ###### top Share 79.65297474665307 ###### count 60 ###### SOC ###### size 32 ###### gpa 3.5461135283122256 ###### top Share 77.72833935525628 ###### count 72.5 ##### 1254 ###### school ###### size 1289 ###### gpa 3.6126423469389106 ###### top Share 79.48050408754871 ###### count 66 ###### C\&ESOC ###### size 11 ###### gpa 3.683638491846349 ###### top Share 85.60865672797445 ###### count 57 ###### SOC ###### size 27 ###### gpa 3.5601308773349833 ###### top Share 77.63752273812543 ###### count 81 ## instructor Trends ```json [ { "uid": "instructor_115de1781b6f158258fbab9e", "name": "FABIEN ACCOMINOTTI", "count": 19, "terms": [ { "term": "1242", "count": 7, "sections": 1, "gpa": 3.9285714285714284 }, { "term": "1254", "count": 12, "sections": 1, "gpa": 4 } ] } ] ``` ## following None recorded.