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

Corporate Social Responsibility and Freedom of Association Rights: The Precarious Quest for Legitimacy and Control in Global Supply Chains
Publications

Corporations have increasingly turned to voluntary, multi-stakeholder governance programs to monitor workers’ rights and standards in global supply chains. This article argues that the emphasis of these programs varies significantly depending on s...Read More

Recent Migration Trends in the Americas
News & AnalysisGuidancePublications

This report seeks to inform the discussions at the Summit of the Americas in June 2022 by providing background on migration on the continent and in particular recent dynamics pending data availability. The Global Compact of Migration recognized in t...Read More

Supporting Bright Futures – Young Women and Girls and Labour Migration in South-East Asia and the Pacific
Publications

At first glance, this research publication may seem niche, perhaps relevant only to “fringe” aspects of international migration. Historically, we know from decades of studies, data collection and analysis that there has been a strong bias toward...Read More

A Review of What Works in Multi-Agency Decision Making and The Implications for Child Victims of Trafficking
Publications

This review has drawn upon findings from evaluations and research that has been carried out by academics and by government departments. It has identified that in some cases, there is an absence of an independent, published evaluation. To understand ...Read More