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  • All HBS Web  (4,712)
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    • News  (1,469)
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  • 2025
  • Working Paper

Data-driven Technologies and Local Information Advantages in Small Business Lending

By: Wilbur Chen, Jung Koo Kang and Aditya Mohan
Keywords: Data-driven Technologies; Local Information Advantages; Local Banks; Relationship Lending; Small Business Loans
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Chen, Wilbur, Jung Koo Kang, and Aditya Mohan. "Data-driven Technologies and Local Information Advantages in Small Business Lending." Harvard Business School Working Paper, No. 25-057, May 2025.
  • 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
Keywords: Fintech; Big Data; Data; Technology; Artificial Intelligence; Great Recession; Regulation; Innovation; Banks; Lending; Loans; Access To Capital; American Dream; Community Banking; Small Business Administration; Entrepreneur; Government; Public Policy; API; Policy Making; Small Business; Financing and Loans; Technological Innovation; Financial Crisis; Banks and Banking; Governing Rules, Regulations, and Reforms; Policy; AI and Machine Learning; Analytics and Data Science; United States
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Mills, Karen G. Fintech, Small Business & the American Dream: How Technology Is Transforming Lending and Shaping a New Era of Small Business Opportunity. Palgrave Macmillan, 2019.
  • 21 Sep 2020
  • Working Paper Summaries

The Targeting and Impact of Paycheck Protection Program Loans to Small Businesses

Keywords: by Alexander Bartik, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, Christopher Stanton, and Adi Sunderam
  • October 2020
  • Article

Corporate Legal Structure and Bank Loan Spread

By: Anywhere (Siko) Sikochi
This study examines how a corporate legal structure may affect borrowing costs. Corporate legal structure refers to the legal fragmentation of a firm into multiple, separately incorporated entities. This fragmentation is bound to be a factor when lenders determine the... View Details
Keywords: Corporate Legal Structure; Subsidiaries; Bank Loans; Minority Interest; Credit Risk; Organizational Structure; Business Subsidiaries; Financing and Loans
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Sikochi, Anywhere (Siko). "Corporate Legal Structure and Bank Loan Spread." Journal of Corporate Finance 64 (October 2020).
  • Article

Large Banks and Small Firm Lending

By: Vitaly Bord, Victoria Ivashina and Ryan D. Taliaferro
We examine the long-lasting effects of the 2007 real estate price collapse on small business credit supply. Banks affected by the decline in real estate prices systematically contracted their credit to small firms. At the same time, regional and local banks, many of... View Details
Keywords: Small Firms; Credit Supply; Banking Competition; Small Business; Credit; Financial Crisis; Banks and Banking; Competition
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Bord, Vitaly, Victoria Ivashina, and Ryan D. Taliaferro. "Large Banks and Small Firm Lending." Journal of Financial Intermediation 48 (October 2021).
  • 01 Feb 2012
  • What Do You Think?

Is Support for Small Business Misplaced?

Summing Up Do Concerns About Job Creation By Small Businesses Miss The Point? Judging from responses to this month's column, there appears to be a visceral reaction to any suggestion that View Details
Keywords: by James Heskett
  • 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
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Mills, Karen G., and Annie Dang. "Building Small Business Utopia: How Artificial Intelligence and Big Data Can Increase Small Business Success." In Big Data in Small Business, edited by Carsten Lund Pedersen, Adam Lindgreen, Thomas Ritter, and Torsten Ringberg. Edward Elgar Publishing, 2021.
  • 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
  • 24 Sep 2024
  • Research & Ideas

Why Small Businesses Deserve More Credit

It’s Wall Street doctrine that small firms struggle to raise capital at reasonable rates and are often rejected for credit lines and loans because banks think their risk profile is too high. “If you really... View Details
Keywords: by Rachel Layne; Financial Services; Banking
  • 2017
  • Working Paper

Patent Trolls and Small Business Employment

By: Ian Appel, Joan Farre-Mensa and Elena Simintzi
We analyze how frivolous patent-infringement claims made by “patent trolls” affect small firms’ ability to create jobs, raise capital, and survive. Our identification strategy exploits the staggered passage of anti-patent-troll laws at the state level. We find that the... View Details
Keywords: Patent Trolls; Patents; Small Business; Employment; Venture Capital
Citation
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Appel, Ian, Joan Farre-Mensa, and Elena Simintzi. "Patent Trolls and Small Business Employment." Harvard Business School Working Paper, No. 17-072, February 2017.
  • 03 Apr 2019
  • Book

Fintech's Game-Changing Opportunities for Small Business

that draws on sales systems, supply chain systems, and manufacturing and product data. A similar system for small businesses would combine at least four key activities: banking and payments, View Details
Keywords: by Martha Lagace; Banking; Financial Services
  • Article

The Impact of COVID-19 on Small Business Outcomes and Expectations

By: Alexander Bartik, Marianne Bertrand, Zoë B. Cullen, Edward L. Glaeser, Michael Luca and Christopher Stanton
To explore the impact of COVID on small businesses, we conducted a survey of more than 5,800 small businesses between March 28 and April 4, 2020. Several themes emerged. First, mass layoffs and closures had already occurred—just a few weeks into the crisis. Second, the... View Details
Keywords: COVID-19; Stimulus; CARES Act; Health Pandemics; Small Business; Surveys
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Bartik, Alexander, Marianne Bertrand, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, and Christopher Stanton. "The Impact of COVID-19 on Small Business Outcomes and Expectations." Proceedings of the National Academy of Sciences 117, no. 30 (July 28, 2020): 17656–66.
  • 22 May 2014
  • Other Presentation

Inclusion of Small Business in Value Chains

By: Michael E. Porter
Prerecorded CSV video played as part of the panel "Inclusion of small business in value chains - international experiences," Business Linkages conference. This event was hosted by the leading Brazilian small business development agency, Sebrae, on May 21 and May 22,... View Details
Keywords: Creating Shared Value; Value Chain; Society; Customer Value and Value Chain; Brazil
Citation
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Porter, Michael E. "Inclusion of Small Business in Value Chains." Sebrae, São Paulo, Brazil, May 22, 2014.
  • 15 Oct 2019
  • Cold Call Podcast

Goldman Sachs’ $500 Million Bet on Small Businesses

Keywords: Re: Leonard A. Schlesinger; Financial Services
  • 20 Mar 2020
  • Research & Ideas

How Small Businesses Can Survive the Coronavirus Outbreak

the Trump Administration authorized $7 billion in disaster loans for small businesses affected by COVID-19. The program helps businesses in... View Details
Keywords: by Danielle Kost; Service; Food & Beverage
  • December 1995 (Revised February 1997)
  • Case

Student Educational Loan Fund, Inc.

By: Peter Tufano
Rick Melnick oversees the Student Educational Loan Fund (SELF), which provides loans to Harvard Business School students. SELF is changing the terms of student loans from variable-rate with semiannual payments to fixed-rate loans with equal monthly payments. Melnick... View Details
Keywords: Risk Management; Financing and Loans; Interest Rates; Financial Services Industry
Citation
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Tufano, Peter, and Cameron Poetzscher. "Student Educational Loan Fund, Inc." Harvard Business School Case 296-046, December 1995. (Revised February 1997.)
  • November 2018
  • Case

Goldman Sachs: The 10,000 Small Businesses Program

By: Leonard A. Schlesinger and Aldo Sesia
In 2008, Goldman Sachs started the 10,000 Small Businesses program to help small businesses in the United States by providing education and a network of support—at no cost —and access to capital. It required the firm to create a new business ecosystem with a wide... View Details
Keywords: Ecosystem; Public/private Partnership; Small Business; Programs; Education; Partners and Partnerships; Philanthropy and Charitable Giving; United States
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Schlesinger, Leonard A., and Aldo Sesia. "Goldman Sachs: The 10,000 Small Businesses Program." Harvard Business School Case 319-005, November 2018.
  • March 2021
  • Article

Loan Guarantees and Credit Supply

By: Natalie Bachas, Olivia S. Kim and Constantine Yannelis
The efficiency of federal lending guarantees depends on whether guarantees increase lending supply or simply act as a subsidy to lenders. We use notches in the guarantee rate schedule for Small Business Administration (SBA) loans to estimate the elasticity of bank... View Details
Keywords: Borrowing and Debt; Financing and Loans; Banks and Banking; Credit
Citation
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Bachas, Natalie, Olivia S. Kim, and Constantine Yannelis. "Loan Guarantees and Credit Supply." Journal of Financial Economics 139, no. 3 (March 2021): 872–894.
  • 2017
  • Book

HBR Guide to Buying a Small Business: Think Big, Buy Small, Own Your Own Company

By: Richard S. Ruback and Royce Yudkoff
Find, acquire, and run your own business. Are you looking for an alternative to a career path at a big firm? Does founding your own start-up seem too risky? There is a radical third path open to you: you can buy a small business and run it as CEO. Purchasing a small... View Details
Keywords: Entrepreneurial Finance; Entrepreneurs; Small Companies; Small Business Finance; Negotiation; Due Diligence; Sourcing; Search Funds; Search; Deal Sourcing; Deal Structuring; Funnel; Debt Financing; Small And Medium Enterprises; Small Business; Internet and the Web; Entrepreneurship; Negotiation Deal; Ownership; Equity; Borrowing and Debt
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Ruback, Richard S., and Royce Yudkoff. HBR Guide to Buying a Small Business: Think Big, Buy Small, Own Your Own Company. Harvard Business Review Press, 2017.
  • July 16, 2015
  • Article

How Small Businesses Can Fend Off Hackers

By: Lou Shipley
If you wanted to hack a business, which one would you pick: A Fortune 500 company with a large digital-security budget and a team dedicated to protecting its cyberassets? Or a small enterprise that doesn’t employ a single IT security specialist? Security breaches at... View Details
Keywords: Hack; Data Security; Small Business; Analytics and Data Science; Safety; Information Technology; Cybersecurity
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Shipley, Lou. "How Small Businesses Can Fend Off Hackers." Wall Street Journal (July 16, 2015).
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