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Publication

The Role of Data in Inclusive Insurance

With 3.8 billion people in emerging markets lacking adequate insurance coverage, data plays a crucial role in enabling insurers to comprehend these segments' specific needs and risk profiles. This, in turn, helps develop more accurate risk assessment and pricing models for inclusive insurance offerings.
Publication

Open Finance Self-Assessment Tool and Development Roadmap

This technical guide introduces the open finance self-assessment tool and development roadmap. It provides practical tools for policymakers to use to decide whether to implement an open finance regime to advance financial inclusion and outline a development roadmap to guide the implementation process.
Publication

The Building Blocks Supporting Open Finance

This working paper introduces the concept of an inclusive data ecosystem as one where low-income people’s data trails are used to improve their financial inclusion. The paper highlights open finance as a catalyst for inclusive data ecosystems and identifies key enabling layers that drive the success of open finance and, by extension, an inclusive data ecosystem.
Publication

Leveraging Transactional Data for Micro and Small Enterprise Lending

The use of transactional data for credit underwriting can play a part in closing the estimated US$4.9 trillion global financing gap for micro and small enterprises. This case study examines the data and experience of two fintechs in India that use different sets of transactional data for credit scoring.
Publication

Gender-Intentional Credit Scoring

Evidence shows women often demonstrate higher loan repayment rates than men, suggesting they are lower-risk borrowers yet face higher barriers to loan approval. This guide introduces a gender-lens analytical framework for lenders to determine whether lending decisions and outcomes in their portfolios differ by gender and, if so, how.
Publication

Supply-Side Gender Disaggregated Data for Advancing Financial Inclusion: Insights and Areas for Further Research

Gender data is key for unlocking the potential of financial inclusion. This report explores the ways supply-side gender-disaggregated data (S-GDD) is being used to inform financial policies and strategies that seek to intentionally apply a gender lens.