Publications

2024
Book

Fintech, Small Business & the American Dream: How Technology Is Transforming Lending and Shaping a New Era of Small Business Opportunity

By: Karen G. Mills

The second edition of Fintech, Small Business & the American Dream, builds on the groundbreaking 2019 book with new insights on how technology and artificial intelligence are transforming small business lending. This ambitious view covers the significance of... View Details

Keywords: Fintech; AI; AI and Machine Learning; Small Business; Economy; Technology Adoption; Credit; Financing and Loans; Analytics and Data Science

March 2024 (Revised June 2024)
Case

Kashat: Navigating the Uncertainties of the Egyptian Fintech Market

By: Paul A. Gompers and Ahmed Dahawy

Karim Nour, the founder of Kashat, an Egyptian nano-lending fintech company, is contemplating how to manage the growth of his startup. Over the summer of 2022, Kashat's loan disbursements had grown by nearly 40%, fueled by macroeconomic instability in Egypt. However,... View Details

Keywords: Fintech; Business Model; Developing Countries and Economies; Acquisition; Business Exit or Shutdown; Mobile and Wireless Technology; Business Growth and Maturation; Business Startups; Financing and Loans; Capital; Financial Services Industry; Banking Industry; Egypt

July 2023 (Revised October 2024)
Case

Revenue Recognition at Stride Funding: Making Sense of Revenues for a Fintech Startup

By: Paul M. Healy and Jung Koo Kang

The case explores the challenges of revenue recognition and financial reporting for Stride Funding (Stride), a fintech startup that has disrupted the student loan market. Stride leveraged proprietary machine learning and financial models to underwrite alternative... View Details

Keywords: Revenue Recognition; Financial Reporting; Entrepreneurial Finance; Business Startups; Growth and Development Strategy; Governance Compliance; Accrual Accounting; Financial Services Industry; United States

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

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

February 2021
Case

Lidya: Bringing Nigerian FinTech Innovation to Global Small and Medium Enterprises

By: Lauren Cohen and Spencer C.N. Hagist

Lidya CEO Tunde Kehinde must size up options for the expansion of his novel lending practices that drastically reduce the credit cycle in his developing Nigeria, and determine if expansion into Eastern Europe will prove successful or disastrous. View Details

Keywords: Fintech; Economics; Entrepreneurship; Financing and Loans; Strategy; Expansion; Nigeria

2019
Book

Fintech, Small Business & the American Dream: How Technology Is Transforming Lending and Shaping a New Era of Small Business Opportunity

By: Karen G. Mills

Fintech, Small Business & the American Dream describes the needs of small businesses for capital and demonstrates how technology—novel data sources, artificial intelligence, machine learning—will transform the small business lending market. This market has been... View Details

Find at Harvard

September 2018 (Revised May 2021)
Teaching Plan

Eastern Bank: Innovating Through Eastern Labs

By: Karen Mills, Dennis Campbell and Aaron Mukerjee

Eastern Bank is a 200-year-old New England mutual bank with a community focus. Eastern specializes in small business lending, having made strategic investments to become the top SBA lender in New England in the midst of the Great Recession, when other banks were... View Details

Keywords: Banks; Fintech; Innovation; Innovation ＆ Entrepreneurship; Innovation And Strategy; Technological Change; Technology And Innovation Management; Entrepreneurial Management; Intrapreneurship; Banks and Banking; Innovation and Invention; Entrepreneurship; Innovation Strategy; Technological Innovation; Information Technology; Management

September 2017 (Revised June 2019)
Case

Dianrong: Marketplace Lending, Blockchain, and 'The New Finance' in China

By: Christopher J. Malloy, Lauren H. Cohen and Anthony K. Woo

This case examines the strategic positioning of Dianrong, one of the largest online peer-to-peer (P2P) lending platforms in China, in its attempt to become a foundational player in the expansion of the FinTech sector in Asia. Dianrong had recently announced the... View Details

Keywords: Financing and Loans; Internet and the Web; Supply Chain; Finance; Innovation and Invention; Competition; Product Positioning; Strategy; Financial Services Industry; China

Research Summary

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

By: Karen Mills

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

Forthcoming
Article

FinTech Lending and Cashless Payments

By: Pulak Ghosh, Boris Vallée and Yao Zeng

Borrower's use of cashless payments both improves their access to capital from FinTech lenders and predicts a lower probability of default. These relationships are stronger for cashless technologies providing more precise information, and for outflows. Cashless payment... View Details

Keywords: Fintech; Lending; Payments; Data Sharing; Financing and Loans; Information Technology; Banks and Banking; Business Model