Publications
The Use of Cash-Flow Data in Underwriting Credit: Market Context & Policy Analysis
Report Summary
The Market Context & Policy Analysis report provides detailed snapshots of the use of cash-flow data in U.S. consumer lending and the development of the system for transferring data between firms, in addition to in-depth analyses of policy and regulatory issues raised by cash-flow underwriting in both consumer and small business credit markets.
The report analyzes both current initiatives and future options to address these emerging policy issues, including accelerating the adoption of safer and more efficient data transfer technologies, developing processes and tools to foster meaningful customer control over their information, clarifying and strengthening existing customer protections, and increasing supervision of non-bank actors.
In the near term, the report concludes that increased engagement by federal regulators through research, monitoring, and interpretive activities could be particularly useful, in part by providing sharper focus and greater certainty to industry self-governance and legislative initiatives. Addressing market challenges and customer protection issues in the underlying data transfer system in the next few years could be particularly helpful to set the stage for more rapid expansion in cash-flow underwriting in years to come.
Click here for an October 2020 update on the use of non-traditional data for credit scoring and underwriting in response to the pandemic recession and racial justice movements.
Acknowledgments
This report, The Use of Cash-Flow Data in Underwriting Credit: Market Context & Policy Analysis, and the accompanying Policy Overview were made possible through founding support from Flourish/Omidyar Network.
Flourish Ventures
Flourish, a venture of the Omidyar Group, has provided operating support to FinRegLab since its inception. Flourish is an evergreen fund investing in entrepreneurs whose innovations help people achieve financial health and prosperity. Established in 2019, Flourish is funded by Pam and Pierre Omidyar. Pierre is the founder of eBay. Managed by a global team, Flourish makes impact-oriented investments in challenger banks, personal finance, insurtech, regtech, and other technologies that empower people and foster a fairer, more inclusive economy.
For more information visit www.flourishventures.com or join our community through Twitter, LinkedIn, Instagram, and Medium. Additional support for this report was provided by the Milken Institute, which enabled FinRegLab to evaluate cash-flow data in small business credit underwriting.
Milken Institute
The Milken Institute is a nonprofit, nonpartisan think tank that helps people build meaningful lives, in which they can experience health and well-being, pursue effective education and gainful employment, and access the resources required to create ever-expanding opportunities for themselves and their broader communities.
We would like to extend a special note of appreciation for their leardship and facilitation of FinRegLab’s policy working groups to Melanie Brody, Mayer Brown; Mark Schultz, Capital One; P-R Stark, Oliver Wyman; and Corey Stone, Financial Health Network. Thanks also to the Fintech Team at the Federal Reserve Bank of San Francisco in co-hosting a symposium entitled “The Role of Consumers in the Data Ecosystem.”
FinRegLab would also like to recognize the individuals and organizations who participated in the policy working groups as listed in Appendix A in the Market Context & Policy Analysis report, the participants of the Data Ecosystem symposium, and stakeholders who participated in interviews.
We are particularly grateful to Marsha Courchane and Arthur Baines, Charles River Associates, for the role they played to design and execute the empirical research analysis. We are also grateful to Thomas P. Brown and Stephen J. Bandrowsky, Paul Hastings, for legal assistance throughout the course of the research process.
We would also like to thank the following individuals who provided feedback on this report. They include:
We would also like to acknowledge the FinRegLab team who worked on research, convenings, and reports. They include:
Related Publications
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The Use Of Cash-Flow Data In Underwriting Credit: Policy Overview
This overview highlights key themes from our longer market context and policy analysis, including outlining options for action by industry, regulators, and Congress.
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The Use Of Cash-Flow Data In Underwriting Credit: Small Business Spotlight
This report details the evolution of the use of cash-flow data in small business lending. It explains the reasons why electronic cash-flow data may be particularly useful in the small business context, presents evidence of its increasing use by a diverse range of incumbents and new entrants, and notes market and policy issues that may…
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The Use of Cash-Flow Data in Underwriting Credit: Empirical Research Findings
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The Use of Cash-Flow Data in Underwriting Credit
Records from consumers’ deposit and card accounts and from small businesses’ accounting software can provide a relatively detailed and comprehensive picture of how applicants manage their finances on an ongoing basis. FinRegLab conducted an empirical assessment of the data’s benefits and risks, as well as market and policy analyses of the challenges to its wider… Learn More
Events
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Data Symposium: The Role of Consumers in the Data Ecosystem
Read more: Data Symposium: The Role of Consumers in the Data EcosystemFinRegLab and the Federal Reserve Bank of San Francisco fintech team hosted a symposium titled “The Role of Consumers in the Data Ecosystem” on November 4-5, 2019, in Los Angeles, California. The event involved more than 130 stakeholders from diverse backgrounds, including not only industry, advocates, researchers, and regulators who focus on U.S. financial services…
About FinregLab
FinRegLab is an independent, nonprofit organization that conducts research and experiments with new technologies and data to drive the financial sector toward a responsible and inclusive marketplace. The organization also facilitates discourse across the financial ecosystem to inform public policy and market practices. To receive periodic updates on the latest research, subscribe to FRL’s newsletter and visit www.finreglab.org. Follow FinRegLab on LinkedIn and Twitter (X).
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