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Full-Text Articles in Nonprofit Studies

Csey Data Advocacy: Reducing Harm Through Data - Csey Survivors, Maria Barquin Sommers, Brianna Armstrong Jun 2025

Csey Data Advocacy: Reducing Harm Through Data - Csey Survivors, Maria Barquin Sommers, Brianna Armstrong

SMU Human Trafficking Data Conference

This presentation will focus on the crucial overlap of time management and protection for survivors during data collection. Time management is an essential part of any successful organization, especially when working with vulnerable populations, such as survivors of human trafficking, and facing tight schedules and budgets. It is time- consuming to read through blocks of narratives to find necessary details on survivors, but more importantly, survivors can be harmed by being forced to relive their trauma during data collection. On the other hand, narratives written by advocates can harm survivors if subpoenaed. Documentation data systems that gather quantitative information and …


Can Machine Learning Prevent Human Trafficking? Using Data And Technology To Tailor Policies And Programs Toward Vulnerable Populations In Your Community, Kristen Hubbell Jun 2025

Can Machine Learning Prevent Human Trafficking? Using Data And Technology To Tailor Policies And Programs Toward Vulnerable Populations In Your Community, Kristen Hubbell

SMU Human Trafficking Data Conference

This presentation will investigate how to use data and technology to prevent human trafficking in communities, before it starts. It will explore the opportunity to utilize a novel machine learning approach to identify local risk factors to guide collaborative, data-oriented prevention programs. Surprising findings from a case study will be shared that challenge existing assumptions on the key drivers of human trafficking.


Reclaiming Data To Transform Anti-Trafficking Systems, Laura Hackney Jun 2025

Reclaiming Data To Transform Anti-Trafficking Systems, Laura Hackney

SMU Human Trafficking Data Conference

AnnieCannons believes that the people closest to the problem are closest to the solution. Yet in the anti-trafficking movement, data about survivors is often collected without survivors. Co-founder and CEO Laura Hackney will discuss how reclaiming data can transform systems of care accountability, and prevention. She will share lessons learned from the development of ResourceFull, a digital platform led and co- designed with trafficking survivors to safely connect individuals to trustworthy services and track outcomes across fragmented care systems. There are ethical, technical, and human-centered challenges of collecting and of using data in a space where safety and trust are …