World Bank Crisis Risk Finance Analytics Strategic Review, Dissemination, and Technical Design on Big Data and Technology for Financial Resilience

This project was a collaboration between the Global Risk Financing Facility, the Disaster Risk Financing & Insurance Program of the World Bank, the European Space Agency and Data-Pop Alliance. The following publications stem from the collaboration.

Crisis Risk Finance Analytics Report

The report represents a selection of projects from the Crisis Risk Finance Analytics program (CRFA), as part of the World Bank Crisis and Disaster Risk Finance work to apply innovative technology for risk finance applications.

It presents the successes and challenges faced by the program to date, highlighting the potential of satellite imagery, Big Data, and advanced analytics techniques to improve disaster risk finance, as well as the implications of various governance and partnership models with the private and public sectors to bring some of these applications to scale.



The Potential of Earth Observation, Big Data, Artificial Intelligence, and Machine Learning to Improve Financial Risk Management

This report presents a taxonomy on the potential of Earth Observation (EO), Big Data (BD), Artificial Intelligence (AI), and Machine Learning (ML) to improve financial risk management. First, the document explains the criteria used to develop this taxonomy and classifies the potential of the technologies to contribute to Disaster Risk Finance (DRF). Second, based on the analysis of several case studies, the most promising technologies and data sources are highlighted. Finally, the limitations, challenges, and ways forward are outlined to ensure these solutions can be implemented and further strengthen the financial resilience of developing economies.




Partner Organization(s)

Global Risk Financing Facility, DRFI Program World Bank, European Space Agency



Project Report

Stratégie Nationale des Données du Sénégal – Résumé

En 2023, DPA a fourni un soutien technique à l’élaboration de la

Project Report

Community-Based Social Protection Mechanisms in Africa’s Borderlands – Liberia and Sierra Leone Case Study

The report on “Community-based social protection mechanisms in Africa’s borderlands – Liberia

Book Chapter

Book Chapter “AI for SDGs—and Beyond? Towards a Human AI Culture for Development and Democracy”

Artificial intelligence (AI) can contribute to the United Nations Sustainable Development Goals

Annual Report

Overview and Outlook 2022-2024

10 YEARS IN REVIEW: A LETTER FROM OUR DIRECTOR Finding appropriate metrics

Project Report

Review of Technology-Based Interventions to Address Child Marriage and Female Genital Mutilation

The need to end child marriage and FGM with innovative and impactful