# CSCS 410: Human Trafficking: Global and Local Perspectives | UW–Madison [View on UW Courses](https://uwcourses.com/courses/CSCS_410) ## 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 7355f480180f15c13dc9d14d412b616ce230134bc2c76731888e5a15b742e23a ### course id CSCS 410 ### course uid course\_9ced1ce2e3f3f390e4fc772f ### catalog version id a460ec68220e818ded5f6c2fe948990da25876efc0fc138e0afd79a400f18edd ### course number 410 ### subjects * CSCS ### title HUMAN TRAFFICKING: GLOBAL AND LOCAL PERSPECTIVES ### description An interdisciplinary approach to understand human trafficking as a complex social phenomenon. The topic of human trafficking is analyzed through readings and a robust set of case studies, as part of a spectrum of interrelated violence, exploitation and systemic inequities influenced by various social determinants rooted in gender, power, class, sex, race, opportunity, education, culture, politics, access, and sexual orientation among other factors. Advocacy training will focus on commercial sexual exploitation and human trafficking with attention to supply and demand issues, vulnerability factors, immigration and law enforcement policies, and the overall impact on survivors' rights, health, and their status in society. ### requirements text None ### credit offering ids None recorded. ### llm job id enrich-f516c4d3e82cfe326b4f5f54 ### llm output id 11e1bd5e869ac81461bd0543a3e8411132924aa898342269885622b691a9a17b ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary CSCS 410 examines human trafficking as a complex social phenomenon through case studies and provides advocacy training focused on exploitation and survivor rights. ### llm topics * Case studies and readings on human trafficking * Social determinants including gender, race, class, and politics * Supply/demand issues, vulnerability factors, and policy * Impact on survivors' rights, health, and societal status ### llm skills * Advocacy training for commercial sexual exploitation and human trafficking ### llm assumed background None recorded. ### llm search phrases * human trafficking advocacy * commercial sexual exploitation * social determinants of trafficking * survivor rights and health * immigration law enforcement policies ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash e3b4b45d750981bebcd2b1e382d2b3e8a1feca4bb155e3c5ebd8b483d3942f01 #### course id CSCS 410 #### current instructors None recorded. #### difficulty workload Historical reviews of Lola Loustaunau: The class involves significant readings, but the instructor posts guides highlighting key messages to assist with preparation. ```json { "citations": [ { "instructor_name": "Lola Loustaunau", "review_date": "2024-11-14 20:38:52 +0000 UTC", "review_id": "c71602afc947e4e5b7a4534d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3045132", "source_review_id": "UmF0aW5nLTM5OTUxNTc1", "source_url": "https://www.ratemyprofessors.com/professor/3045132", "type": "review" } ] } ``` #### errors None recorded. #### historical context Historical reviews of Lola Loustaunau: Lola Loustaunau is described as passionate and supportive of students. She provides reading guides to highlight key messages and incorporates extra credit opportunities. While attendance is not strictly required every day, participation is graded, making regular attendance advisable. ```json { "citations": [ { "instructor_name": "Lola Loustaunau", "review_date": "2024-11-14 20:38:52 +0000 UTC", "review_id": "c71602afc947e4e5b7a4534d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3045132", "source_review_id": "UmF0aW5nLTM5OTUxNTc1", "source_url": "https://www.ratemyprofessors.com/professor/3045132", "type": "review" } ] } ``` #### offered false #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews of Lola Loustaunau: Lola Loustaunau is a passionate instructor who provides reading guides to help students navigate the course's heavy reading load. ```json { "citations": [ { "instructor_name": "Lola Loustaunau", "review_date": "2024-11-14 20:38:52 +0000 UTC", "review_id": "c71602afc947e4e5b7a4534d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3045132", "source_review_id": "UmF0aW5nLTM5OTUxNTc1", "source_url": "https://www.ratemyprofessors.com/professor/3045132", "type": "review" } ] } ``` Recent recorded grades — Fall 2024: 3.94 GPA, 100.0% A/AB (n=31 letter grades); Fall 2025: 3.89 GPA, 97.5% A/AB (n=40 letter grades). ```json { "citations": [ { "course_id": "CSCS 410", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "8608dd4e-801f-356c-9d94-0117abbb665b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "CSCS 410", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "8608dd4e-801f-356c-9d94-0117abbb665b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience Historical reviews of Lola Loustaunau: Attendance is selectively required, but participation grades encourage daily attendance, and the course includes extra credit opportunities. ```json { "citations": [ { "instructor_name": "Lola Loustaunau", "review_date": "2024-11-14 20:38:52 +0000 UTC", "review_id": "c71602afc947e4e5b7a4534d", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:3045132", "source_review_id": "UmF0aW5nLTM5OTUxNTc1", "source_url": "https://www.ratemyprofessors.com/professor/3045132", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history LOLA LOUSTAUNAU is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "CSCS 410", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "8608dd4e-801f-356c-9d94-0117abbb665b", "source_record": { "entity_id": "8608dd4e-801f-356c-9d94-0117abbb665b", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "CSCS 410", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "8608dd4e-801f-356c-9d94-0117abbb665b", "source_record": { "entity_id": "8608dd4e-801f-356c-9d94-0117abbb665b", "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": "None", "course": null, "evidence": "None", "id": "source_requirements", "kind": "condition" } ] ``` #### notes * Display fallback using original requirements text; not an LLM-parsed rule. #### root source\_requirements #### status needs\_review ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_e96235a7306133289f34f0ff", "source": "madgrades", "source_instructor_id": "6586729", "identity_basis": "source_id", "identity_status": "source_identified", "name": "LOLA LOUSTAUNAU", "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": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1, "profile_id": "rmp:3045132", "source_url": "https://www.ratemyprofessors.com/professor/3045132", "match_basis": "exact_name", "observed_at": "2026-09-07 16:22:49.538242+00:00", "courses": { "course_9ced1ce2e3f3f390e4fc772f": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.7235102700443767, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.908, "graded": 71, "counts": [ 59, 11, 1, 0, 0, 0, 0 ], "sections": 2 }, "instructor_url": "/instructors/LOLA_LOUSTAUNAU--instructor_e96235a7306133289f34f0ff" }, { "instructor_uid": "instructor_949b4f23c42870832701d20c", "source": "madgrades", "source_instructor_id": "6762856", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JINGYI MA", "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": 3.809, "graded": 97, "counts": [ 79, 11, 3, 2, 0, 1, 1 ], "sections": 2 }, "instructor_url": "/instructors/JINGYI_MA--instructor_949b4f23c42870832701d20c" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CSCS 410", "course_uid": "course_9ced1ce2e3f3f390e4fc772f", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Lola Loustaunau" ], "a": 27, "ab": 4, "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": 31, "source_aliases": [ "CSCS 410" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "CSCS 410", "course_uid": "course_9ced1ce2e3f3f390e4fc772f", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "JINGYI Ma", "Lola Loustaunau" ], "a": 32, "ab": 7, "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": 40, "source_aliases": [ "CSCS 410" ] } ] ``` ### statistics #### gpa 3.908 #### graded 71 #### counts * 59 * 11 * 1 * 0 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_9ced1ce2e3f3f390e4fc772f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_9ced1ce2e3f3f390e4fc772f-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_9ced1ce2e3f3f390e4fc772f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_9ced1ce2e3f3f390e4fc772f-0.json) #### reviews * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_9ced1ce2e3f3f390e4fc772f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_9ced1ce2e3f3f390e4fc772f-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_9ced1ce2e3f3f390e4fc772f-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_9ced1ce2e3f3f390e4fc772f-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.908450704225352 #### count 71 #### university ##### size 2031 ##### gpa Percentile 77 ##### count Percentile 43 ##### median Count 81 ##### 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 | 10 | false | | 2.8–3.2 | 134 | false | | 3.2–3.6 | 570 | false | | 3.6–4.0 | 1317 | true | #### departments ```json [ { "subject": "CSCS", "comparison": { "size": 14, "gpaPercentile": 54, "countPercentile": 69, "medianCount": 65.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 2, "current": false }, { "range": "3.6–4.0", "count": 12, "current": true } ] } } ] ``` ### terms #### 1252 ##### term 1252 ##### gpa 3.935483870967742 ##### count 31 ##### university ###### size 1333 ###### gpa Percentile 86 ###### count Percentile 3 ###### 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 | false | | 3.6–4.0 | 773 | true | ##### departments ```json [ { "subject": "CSCS", "comparison": { "size": 10, "gpaPercentile": 78, "countPercentile": 11, "medianCount": 46.5, "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": 0, "current": false }, { "range": "3.2–3.6", "count": 1, "current": false }, { "range": "3.6–4.0", "count": 9, "current": true } ] } } ] ``` #### 1262 ##### term 1262 ##### gpa 3.8875 ##### count 40 ##### university ###### size 1320 ###### gpa Percentile 77 ###### count Percentile 21 ###### 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 | subject | comparison | | ------- | ---------- | | CSCS | | ### benchmarks #### all ##### school ###### size 2031 ###### gpa 3.6684856636757313 ###### top Share 82.52440705858163 ###### count 81 ##### CSCS ###### size 14 ###### gpa 3.8482252238228 ###### top Share 93.67238446109411 ###### count 65.5 #### terms ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### CSCS ###### size 10 ###### gpa 3.836335028506098 ###### top Share 92.77074629371648 ###### count 46.5 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ## instructor Trends ```json [ { "uid": "instructor_e96235a7306133289f34f0ff", "name": "LOLA LOUSTAUNAU", "count": 71, "terms": [ { "term": "1252", "count": 31, "sections": 1, "gpa": 3.935483870967742 }, { "term": "1262", "count": 40, "sections": 1, "gpa": 3.8875 } ] }, { "uid": "instructor_949b4f23c42870832701d20c", "name": "JINGYI MA", "count": 40, "terms": [ { "term": "1262", "count": 40, "sections": 1, "gpa": 3.8875 } ] } ] ``` ## following None recorded.