By Tom Sabo, Adam Pilz, SAS Institute Inc.

Abstract 
The US Department of State (DOS) and other humanitarian agencies have a vested interest in assessing and preventing human trafficking in its many forms. A subdivision within the DOS releases publicly facing Trafficking in Persons (TIP) reports for approximately 200 countries annually. These reports are entirely freeform text, though there is a richness of structure hidden within the text. How can decision-makers quickly tap this information for patterns in international human trafficking?

This paper showcases a strategy of applying SAS® Text Analytics to explore the TIP reports and apply new layers of structured information. Specifically, the authors identify common themes across the reports, use topic analysis to identify a structural similarity across reports, identifying source and destination countries involved in trafficking, and use a rule-building approach to extract these relationships from freeform text. The authors subsequently depict these trafficking relationships across multiple countries in SAS® Visual Analytics, using a geographic network diagram that covers the types of trafficking as well as whether the countries involved are invested in addressing the problem. This ultimately provides decision-makers with big-picture information about how to best combat human trafficking internationally.

Using SAS® Text Analytics to Assess International Human Trafficking Patterns - SAS, 2018 DOWNLOAD

post

page

attachment

revision

nav_menu_item

custom_css

customize_changeset

oembed_cache

user_request

wp_block

wp_template

wp_template_part

wp_global_styles

wp_navigation

wp_font_family

wp_font_face

acf-taxonomy

acf-post-type

acf-field-group

acf-field

ai1ec_event

exactmetrics_note

The BankTrack Human Rights Benchmark 2019
Publications

BankTrack’s Human Rights Benchmark evaluates 50 of the largest private sector commercial banks globally against a set of 14 criteria based on the requirements of the UN Guiding Principles on Business and Human Rights(‘the Guiding Principles’)....Read More

Regulation of Child Online Sexual Abuse: Legal Analysis of International Laws & Comparative Legal Analysis
Publications

This research study addresses legal issues around child online protection and the herewith related risk of becoming a victim of online sexual exploitation, in particular child pornography or online grooming.  It serves as a supplementary gui...Read More

Guidance Tool for Construction Companies in the Middle East
GuidanceStandards & Codes of ConductGood Practices

In the face of shifting labour market trends within both the Middle East region and the construction sector, the ILO and IOE have identified the need for specialized resources that allow enterprises to develop internal policies and procedures that s...Read More

Catching the Virus Cybercrime, Disinformation and the COVID-19 Pandemic
COVID-19 resourcesPublications

Cybercriminals have been among the most adept at exploiting the COVID-19 pandemic for the various scams and attacks they carry out. With a record number of potential victims staying at home and using online services across the European Union (EU) du...Read More