Research & Analysis

A Technical Guide to Unlock Agent Networks at the Last Mile

This guide outlines five key actions for DFS providers, regulators, and funders to expand rural CICO agent networks based on CGAP's global experience. These actions include building a vision for rural expansion, optimizing investment strategies for rural agents, and capturing the potential of women agents. 

Engaging Financial Services Providers in the Context of G2P Choice

This deck aims to help implementers of G2P choice programs in better reaching recipients and achieving program objectives.

Digital Financial Services for Financial Inclusion: Tools for Supervisors

This technical guide provides supervisors with tools and practical guidance on supervision of digital financial services (DFS).

Climate Risk and Financial Inclusion: A Regulatory Perspective

Climate change risks may drive the financial sector away from serving the least profitable and most climate-exposed clients, namely low-income, rural households, and micro, small, and medium enterprises. This new working paper outlines how inclusive green finance policies can help reduce these risks, creating a more stable and resilient real economy.

Social Media Monitoring to Assess Consumer Risks in Digital Credit Apps: Guidance for Supervisors from an India Pilot

To better understand the digital consumer credit and the risks they pose for customers, this reading deck contains supervisory guidance on the use of a branch of AI, Natural Language Processing (NLP), for social media monitoring. It is based on insights and lessons from an India pilot and provides examples of social media analyses carried out as part of that pilot.

Financial Services for Gig Workers: Lessons on Getting Design and Delivery Right

This brief highlights four examples of successful design and delivery methods employed by industry leaders in providing financial services to gig workers.

The Setup: Partnerships and Conditions for Offering Financial Services to Gig Workers

Platforms can offer financial services to underserved gig workers through digital channels, but it's essential to have the right environment for payments, regulations, and analysis. In this brief, early lessons share how institutional partnerships can lead to successful market entry.

Putting Gig Data to Work: Innovations in Expanding Credit Access

Learn how industry pioneers such as Moove and Karmalife have developed algorithms and products to use work and earnings data to extend credit to gig workers in this new brief.

Bolstering Women’s Climate Resilience and Adaptation through Financial Services

Financial services help people to reduce the impact of and to adapt to climate-related risks. Yet women have less access to such tools. This working paper illustrates how women are differently impacted by climate change and how financial services can play a better role in strengthening their autonomous adaptive capacities to climate change.

Resilient Rural Women: Applying Personas and Insights for Climate-Smart Innovation

This deck explores three personas of rural women and their distinct customer journeys through product and service engagement. It aims to provide a deeper understanding of the challenges and opportunities rural women face—including in the context of climate change.