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Design of a Privacy-Preserving Data Platform for Collaboration Against Human Trafficking

Case records on identified victims of human trafficking are highly sensitive, yet the ability to share such data is critical to evidence-based practice and policy development across government, business, and civil society. We propose new methods to anonymize, publish, and explore data on identified victims of trafficking, implemented as a single pipeline producing three data artifacts: (1) synthetic microdata modelled on sensitive case records and released in their place, mitigating the privacy risk that traffickers might link distinctive combinations of attributes in published records to known victims; (2) aggregate data summarizing the precomputed frequencies of all short attribute combinations, mitigating the utility risk that synthetic data might misrepresent statistics needed for official reporting; and (3) visual analytics interfaces for parallel exploration and evaluation of synthetic data representations and sensitive data aggregates, mitigating the accessibility risk that privacy mechanisms or analysis tools might not be understandable or usable by all stakeholders. Central to our mitigation of these risks is the notion of k-synthetic data, which we generate through a distributed machine learning pipeline. k-synthetic data preserves privacy by ensuring that longer combinations of attributes are not rare in the sensitive dataset and thus potentially identifying; it preserves utility by ensuring that shorter combinations of attributes are both present and frequent in the sensitive dataset; and it improves accessibility by being easy to explain and apply. We present our work as a design study motivated by the goal of creating a new privacy-preserving data platform for the Counter-Trafficking Data Collaborative (CTDC), transforming how the world's largest database of identified victims is made available for global collaboration against human trafficking.
Country
Worldwide
Region
Worldwide
Authors
Darren Edge
Weiwei Yang
Harry Cook
Claire Galez-Davis
Hannah Darnton
Kate Lytvynets
Christopher M. White
Year
2020
Category

Covid-19 Analytical Snapshot #34: Environmental Migration and Displacement

The "COVID-19 Analytical Snapshot #34: Environmental migration and displacement" is designed to capture the latest information and analysis on consular assistance in a fast-moving environment. In this snapshot: New research & analysis on environmental migration & COVID COVID-19 and environmental mobility Small Island States facing dual crises Health care and displaced persons during disasters Displaced and stranded populations due to disasters
Country
Worldwide
Region
Worldwide
Year
2020
Category

COVID-19 Analytical Snapshot #1: Tools and Resources

The "COVID-19 Analytical Snapshot #1: Tools and Resources" is designed to capture the latest information and analysis on Understanding the migration & mobility implications of COVID-19 in a fast-moving environment. In this snapshot: IOM Crisis Response Key Daily Updates COVID-19 Travel Restrictions Globally Tracking COVID-19 cases around the world Migration Research Centre Analysis Behind nCov2019 World Economic Forum's COVID-19 Mapping
Country
Worldwide
Region
Worldwide
Year
2020
Category

IOM Mali COVID-19 Strategic Preparedness and Response Plan February-December2020

Since the beginning of the pandemic, IOM Mali has been working closely with the Ministry of Health and Social Affairs of Mali (MHSA) and the World Health Organization (WHO) to strengthen prevention and intervention against COVID-19 in Mali. Based on IOM’s similar experience during the EVD crisis, the same model at the border points and “sanitary cordons” is being evaluated to assist the Malian Government in this current pandemic. IOM is also coordinating its COVID-19 response with the United Nations Country Team (UNCT), the Humanitarian Country Team (HCT) and the United Nations Country Team for Security and Health. Through a reallocation of existing funds and reprograming of ongoing activities, IOM Mali has ensured rapid contribution to national COVID-19 responses. As such, a rapid assessment to evaluate the needs and response capacities to COVID-19 at 13 border crossing points, six internal transit points, 16 sanitary cordons throughout Mali has been put in place and continues to be evaluated weekly. IOM is also conducting training of border agents in the Southern part of Mali on COVID-19 prevention and protection measures. Moreover, IOM continues to carry out awareness raising activities towards IDPs and migrants in Mali regarding COVID-19 preventive measures as well as to provide sanitary and hygiene kits. IOM Mali has additionally enhanced its assisted voluntary programme to respond to the needs of stranded migrants who are unable to return to their country of origins. To effectively support the Government of Mali in its response to and recovery from this pandemic, it is crucial that dedicated COVID-19 response and recovery programmes are put in place to capitalize on efforts to fight this pandemic
Country
Worldwide
Region
Worldwide
Year
2020
Category

Rome Declaration of the Ministerial Conference of the Khartoum Process (EU-Horn of Africa Migration Route Initiative)

The Rome Declaration, adopted at the Ministerial Conference in Rome in 2014, is the key strategic document of the Khartoum Process whereby its members agreed to assist participating states in tackling human trafficking and smuggling between the Horn of Africa and Europe.
Country
Worldwide
Region
Worldwide
Year
2014
Category

Improving Our Responses to Migrants Caught in Crises: Conclusions and Policy Recommendations for Global Migration Policy-Making

This paper will highlight existing guidelines (especially the Migrants in Countries in Crisis Guidelines to protect migrants in countries experiencing conflict or natural disaster) that speak to the findings of our research – and connect them to wider policy developments in the migration sphere. In particular, we reference the global process of the United Nations to establish a global compact for safe, orderly and regular migration, which aims to “improve the governance on migration, to address the challenges associated with today’s migration, and to strengthen the contribution of migrants and migration to sustainable development”. Our findings provide insight on important challenges to which the global compact for migration can and should speak, as well as practices and recommendations on which stakeholders can act, within or outside of the compact process.
Country
Worldwide
Region
Worldwide
Year
2018

Migrantes en México Vulnerabilidad y Riesgos. Un estudio Teórico Para el Programa de Fortalecimiento Institucional "Reducir la Vulnerabilidad de Migrantes en Emergencias"

Este es un estudio exploratorio para analizar la vulnerabilidad y la exposición a riesgos de origen social y natural de los migrantes en México. El objetivo central es analizar la vulnerabilidad de los migrantes ante la violencia y violaciones a derechos humanos, así como ante emergencias de origen natural causadas por fenómenos hidrometeorológicos. Se describirán también las estructuras nacionales para responder a situaciones de emergencia. En casos de procesos sociales como de fenómenos naturales, se destacan los niveles institucionales y no institucionales, y se analiza la forma en la que se incluyen o excluyen a los migrantes y extranjeros dentro de los esfuerzos de gestión de riesgos, prevención de crisis, preparación, respuesta y recuperación, haciendo énfasis en los mandatos, roles y capacidades que podrían fortalecerse para una mejor inclusión de los migrantes
Country
Mexico
Region
Central
North America
Caribbean
Authors
María Dolores París Pombo
Melissa Ley Cervantes
Jesús Peña Muñoz
Year
2016
Category

Conflict or Natural Disaster: Does it Matter for Migrants?

Both conflicts and natural disasters produce life-threatening situations for citizens and migrants. While violence is at the core of the threat in conflicts, natural hazards represent the threat in natural disasters. During conflict, citizens and non-citizens alike may be the targets of armed attacks and sexual and gender-based violence, and both groups risk forced recruitment into armed forces. In some cases, migrants may be the specific target of violence, as occurred in Libya in 2011. In natural disasters, both populations may be harmed if there is widespread destruction of habitat and livelihoods. Migrants may be more likely to live in neighbourhoods with poor housing and infrastructure, leaving them particularly vulnerable to the impacts of natural disasters. In both cases, individuals, families, and affected communities have limited capacity to overcome the threats without the help of national governments, civil society, and private sector actors and, where added capacity is needed, the international community. This issue brief examines the differential impacts of conflicts and natural disasters on migrants. It goes on to discuss existing legal and policy frameworks that guide actions on conflicts and natural disasters and explores practical constraints in responding to the needs of migrants in each type of situation. These include failures in governance at the national and local levels, particularly during conflict, which make protection of noncitizens by host countries difficult; weaknesses in early warning and emergency preparedness systems; difficulties in mounting large-scale evacuations when non-citizens are unable to remain in the affected countries; barriers to effective collaboration between the military and humanitarian actors, particularly in conflict situations; and challenges to reintegrate migrants who must return to their home countries because of conflicts or natural disasters.
Country
Worldwide
Region
Worldwide
Authors
Susan Martin
Year
2016
Category

Insurance Mechanisms to Protect Migrants Caught in Countries Experiencing Crises

The life of a migrant can be saturated with risk. Often working in dangerous, low-paying, or unstable jobs with limited access to social and government support in their host countries, migrants are vulnerable to health risks, job loss, abuse, and a host of other concerns. At the same time, they are often called upon to support their families when needs arise at home, a role that can make their situations even more tenuous by reducing their ability to set money aside for unexpected needs. These “everyday” risks leave migrants particularly vulnerable to crisis events—conflicts or natural disasters affecting the country in which they live. This brief explores the extent to which insurance may play a useful role in mitigating migrants’ risks before, during, or after a crisis event. Insurance can offer coverage for specific crisis-event related needs such as property damage or the cost of evacuation. Alternatively, insurance can support migrants’ broader risk management needs such as health care, death, disability, or unemployment. When benefits are accessed before a crisis, insurance coverage may boost migrants’ resilience in the face of crisis events. Insurance that addresses these general needs may advance the objective of protecting migrants caught in countries experiencing crises. Insurance can also offer great value during or immediately after a crisis event, but only to the extent the logistical challenges of delivering benefits at these difficult moments are sufficiently addressed.
Country
Worldwide
Region
Worldwide
Authors
Emily Zimmerman
Barbara Magnoni
Year
2016
Category

IOM Nigeria COVID-19 Strategic Prepardness and Response Plan Feb-Dec 2020

The IOM Nigeria COVID-19 Strategic Preparedness and Response Plan outlines the main areas of intervention across pillars of COVID-19 response to continue to support the Government of Nigeria as well as humanitarian and development partners. The below total budget is an indicative requirement for IOM Nigeria’s planned interventions and is bound to evolve, given the evolving nature of the pandemic and the national priorities.
Country
Worldwide
Region
Worldwide
Year
2020
Category