Our Work

2019 Accelerator Program Updates

Participant

The Counter-Trafficking Data Collaborative (CTDC), an initiative of the international Organization for Migration (IOM), is a global human trafficking data hub, publishing harmonized data from counter-trafficking organizations around the world. The goal is to reduce barriers to information-sharing and provide a mechanism for organizations to get data to public and policy audiences. In addition, CTDC helps to build a more complete picture of counter-trafficking trends based on up-to-date, reliable, and standardized data on human trafficking.

Workstreams

Privacy-preserving Mechanisms:  TAT and CTDC sought to develop a solution for analyzing case data while protecting victim privacy. The solution uses machine learning to generate a synthetic dataset which represent statistical properties of the sensitive dataset rather than actual (potentially identifiable) individuals, precomputes them in a way that doesn’t reveal small or precise counts (which may also be identifying), and creates a data interface that allows the user to explore the structure of the data. This solution is now being applied to the full IOM dataset and has been  published  and made available to the field, setting a new privacy standard for the analysis of human trafficking data. 

Data Standards:  TAT and CTDC addressed data standards/consistency across the field by publishing a global data standard related to victim case management. The new Human Trafficking Case Data Standard (HTCDS) was developed and  published, along with guidance for its implementation. The TAT team also worked with a new Indian case management service (Pathways) to apply the standard during its development, providing initial support for 10 NGOs in 2020. HTCDS will attract data contributions and partnerships from across the anti-trafficking sector which should enable efficiencies in data analysis, case processes such as referrals and data privacy. 

Stakeholder Engagement:  TAT interviewed stakeholders and prospective CTDC data contributors to better understand the value stakeholders derive from the CTDC platform, what additional data, trends, or information stakeholders would find helpful, and what data or information different stakeholders could feed into CTDC’s current dataset and platform. Feedback from the interviews informed specific recommendations on how CTDC can improve the user experience and expand its strategy and offerings to partners. In addition, the workstream refreshed CTDC outreach materials to help improve engagement with dataset owners, show the value of contributing data to CTDC, and optimize the onboarding process for new datasets.