Publications

2008
Working Paper

A Darker Side to Decentralized Banks: Market Power and Credit Rationing in SME Lending

By: Rodrigo Canales and Ramana Nanda

We use loan-level data to study how the organizational structure of banks impacts small business lending. We find that decentralized banks—where branch managers have greater autonomy over lending decisions—give larger loans to small firms and those with "soft... View Details

Keywords: Organizational Structure; Financing and Loans; Industry Structures; Banks and Banking; Banking Industry; Mexico

July 2025
Article

Digital Lending and Financial Well-Being: Through the Lens of Mobile Phone Data

By: AJ Chen, Omri Even-Tov, Jung Koo Kang and Regina Wittenberg-Moerman

To mitigate information asymmetry about borrowers in developing economies, digital lenders use machine-learning algorithms and nontraditional data from borrowers’ mobile devices. Consequently, digital lenders have managed to expand access to credit for millions of... View Details

Keywords: Informal Economy; Digital Banking; Mobile Phones; Developing Countries and Economies; Mobile and Wireless Technology; AI and Machine Learning; Analytics and Data Science; Credit; Borrowing and Debt; Well-being; Banking Industry; Kenya

August 2012
Article

A Darker Side to Decentralized Banks: Market Power and Credit Rationing in SME Lending

By: Rodrigo Canales and Ramana Nanda

We use loan-level data to study how the organizational structure of banks impacts small business lending. We find that decentralized banks-where branch managers have greater autonomy over lending decisions-give larger loans to small firms and those with "soft... View Details

Keywords: Geographic Location; Customers; Financing and Loans; Credit; Organizational Structure; Banks and Banking; Governance Compliance; Competitive Strategy

Find at Harvard

2016
Working Paper

Capital Requirements, Risk Choice, and Liquidity Provision in a Business Cycle Model

By: Juliane Begenau

This paper develops a quantitative dynamic general equilibrium model in which households' preferences for safe and liquid assets constitute a violation of Modigliani and Miller. I show that the scarcity of these coveted assets created by increased bank capital... View Details

Keywords: Capital Requirement; Bank Regulation; Demand For Safe Assets; Business Cycles; Bank Lending; Risk Management; Financial Liquidity; Financing and Loans; Capital; Banks and Banking

SSRN

November–December 2019
Article

Making Sense of Soft Information: Interpretation Bias and Loan Quality

By: Dennis Campbell, Maria Loumioti and Regina Wittenberg Moerman

We explore whether behavioral biases impede the effective processing and interpretation of soft information in private lending. Taking advantage of the internal reporting system of a large federal credit union, we delineate three important biases likely to affect the... View Details

Keywords: Soft Information; Lending; Banking; Information; Financing and Loans; Banks and Banking; Decision Making

Find at Harvard

2009
Chapter

Small and Medium Firm Lending in Mexico: Lessons and Current Issues

By: Rodrigo Canales and Ramana Nanda

Mexico is often cited as one of the world's most entrepreneurial countries in terms of the percentage of its population that has started or is in the process of starting a business venture. Yet Mexico does not seem to be very friendly to entrepreneurs, as confirmed by... View Details

Keywords: Business Startups; Entrepreneurship; Policy; Competition; Mexico

April 2011
Teaching Note

Consumer Lending in Japan: Citi CFJ (TN) (A) & (B)

By: J. Gunnar Trumbull

Teaching Note for 709017 and 710018. View Details

Keywords: Profit; Saving; Situation or Environment; Mergers and Acquisitions; Governing Rules, Regulations, and Reforms; Japan

2017
Working Paper

The Decline of Big-Bank Lending to Small Business: Dynamic Impacts on Local Credit and Labor Markets

By: Brian S. Chen, Samuel G. Hanson and Jeremy C. Stein

Small business lending by the four largest banks fell sharply relative to others in 2008 and remained depressed through 2014. We explore the dynamic adjustment process following this credit supply shock. In counties where the largest banks had a high market share, the... View Details

Keywords: Small Business; Financing and Loans; Banks and Banking; System Shocks; Credit; Labor; United States

Find at Harvard

24 Mar 2020
Working Paper Summaries

Free Riding in Loan Approvals: Evidence From SME Lending in Peru

Keywords: by Irani Arraiz, Miriam Bruhn, Benjamin N. Roth, Claudia Ruiz-Ortega, and Rodolfo Stucchi

12 Oct 2017
Working Paper Summaries

The Decline of Big-Bank Lending to Small Business: Dynamic Impacts on Local Credit and Labor Markets

Keywords: by Brian S. Chen, Samuel G. Hanson, and Jeremy C. Stein; Banking

February 2017 (Revised January 2019)
Module Note

The Entrepreneurial Manager, Module 2 Part 1: Resourcing the Business Model – Financing

By: Paul Gompers

Keywords: Entrepreneurship; Financing; Venture Capital; Debt Lending

July 2023 (Revised February 2024)
Case

Clair

By: Lauren Cohen, Grace Headinger and Marcos Quirno

Clair was founded with a simple mission: to expedite America’s workers access to their hard-earned wages. In the headwinds of the COVID-19 pandemic, the startup had successfully raised a seed round of $4.5 million, and within two years the earned wage access (EWA)... View Details

Keywords: Fintech; Ewa; Lending; Technology; Business Startups; Growth and Development Strategy; Social Enterprise; Business Strategy; Business Model; Mission and Purpose; Venture Capital; Profit; Financial Services Industry; United States

Educators

24 Sep 2024
Research & Ideas

Why Small Businesses Deserve More Credit

study with Deniz Aydin, an assistant professor at Washington University in St. Louis’s Olin Business School. Test case in Turkey To test how small firms manage and use their debt, Aydin and Kim turned to extensive View Details

Keywords: by Rachel Layne; Financial Services; Banking

April 2020 (Revised August 2020)
Case

CredEx Fintech: Business Model Transformation During the Digital Era

By: Laura Huang, Raphael Amit and Xu Han

Founded in 2010, CredEx has been a fast and constant innovator in the microfinance industry in China. Tang Xia, CEO and co-founder of CredEx, has led the company through a number of profound business model innovations in response to external environment changes, which... View Details

Keywords: Digitization; Fintech; Business Model; Innovation and Invention; Transformation; Microfinance; Organizational Change and Adaptation

Educators

2021
Chapter

Building Small Business Utopia: How Artificial Intelligence and Big Data Can Increase Small Business Success

By: Karen G. Mills and Annie Dang

Small business lending has remained unchanged for decades, laden with frictions and barriers that prevent many small businesses from accessing the capital they need to succeed. Financial technology, or “fintech,” promises to change this trajectory. In 2010, new fintech... View Details

Keywords: Big Data; Fintech; Artificial Intelligence; Small Business; Financing and Loans; Capital; Success; AI and Machine Learning; Analytics and Data Science

Research Summary

Building Small Business Utopia: How Artificial Intelligence and Big Data Can Increase Small Business Success

Small business lending has remained unchanged for decades, laden with frictions and barriers that prevent many small businesses from accessing the capital they need to succeed. Financial technology, or “fintech,” promises to change this trajectory. In 2010, new fintech... View Details

2021
Chapter

Business Continuity Insurance in the Next Disaster

By: Samuel Gregory Hanson, Adi Sunderam and Eric Zwick

This article draws lessons from the business support policies pursued in the COVID-19 pandemic to guide policy design for the next disaster. We contrast the performance of the Paycheck Protection Program to the Main Street Lending Program to illustrate how design... View Details

Keywords: COVID-19 Pandemic; Policy; Economic Slowdown and Stagnation; Financing and Loans; United States

2022
Chapter

Lessons Learned from Support to Business during COVID-19

By: Gabriel Chodorow-Reich, Benjamin Iverson and Adi Sunderam

The authors survey the new federal subsidies and loans provided to businesses in the first year of the pandemic—including the Paycheck Protection Program (PPP), the Economic Injury Disaster Loan (EIDL) program, and aid targeted at specific industries such as airlines... View Details

Keywords: COVID-19 Pandemic; Small Business; Government Legislation; Policy