Publications

2023
Working Paper

When Should Public Programs Be Privately Administered? Theory and Evidence from the Paycheck Protection Program

By: Alexander Bartik, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, Christopher Stanton and Adi Sunderam

What happens when public resources are allocated by private companies whose objectives may be imperfectly aligned with policy goals? We study this question in the context of the Paycheck Protection Program (PPP), which relied on private banks to disburse aid to small... View Details

Keywords: Paycheck Protection Program; Targeting; Impact; Entrepreneurship; Health Pandemics; Small Business; Financing and Loans; Outcome or Result; United States

Forthcoming
Article

When Should Public Programs Be Privately Administered? Theory and Evidence from the Paycheck Protection Program

By: Alexander W. Bartik, Zoë Cullen, Edward L. Glaeser, Michael Luca, Christopher Stanton and Adi Sunderam

What happens when public resources are allocated by private companies whose objectives may be imperfectly aligned with policy goals? We study this question in the context of the Paycheck Protection Program (PPP), which relied on private banks to disburse aid to small... View Details

Keywords: Paycheck Protection Program; Targeting; Impact; Entrepreneurship; Health Pandemics; Small Business; Financing and Loans; Outcome or Result; United States

October 2024
Article

Racial Disparities in the Paycheck Protection Program

By: Sergey Chernenko and David Scharfstein

Using a large sample of Florida restaurants, we document significant racial disparities in borrowing through the Paycheck Protection Program (PPP) and investigate the causes of these disparities. Black-owned restaurants are 25% less likely to receive PPP loans.... View Details

Keywords: Discrimination; Paycheck Protection Program; Economic Injury Disaster Loans; Bank Lending; Nonbank Lending; Banks and Banking; Financing and Loans; Prejudice and Bias; Race

Using a large sample of Florida restaurants, we document significant racial disparities in borrowing through the Paycheck Protection Program (PPP) and investigate the causes of these disparities. Black-owned restaurants are 25% less likely to receive PPP loans.... View Details

02 Apr 2020
News

FinTechs Must Be Involved In Paycheck Protection Program Lending For Small Business

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

2023
Working Paper

Applications or Approvals: What Drives Racial Disparities in the Paycheck Protection Program?

By: Sergey Chernenko, Nathan Kaplan, Asani Sarkar and David S. Scharfstein

We use the 2020 Small Business Credit Survey to study the sources of racial disparities in use of the Paycheck Protection Program (PPP). Black-owned firms are 8.9 percentage points less likely than observably similar white-owned firms to receive PPP loans. About 55% of... View Details

Keywords: Borrowing and Debt; Small Business; Race; Financing and Loans

We use the 2020 Small Business Credit Survey to study the sources of racial disparities in use of the Paycheck Protection Program (PPP). Black-owned firms are 8.9 percentage points less likely to receive PPP loans than observably similar white-owned firms. About... View Details

2020
Working Paper

The Cost of Banking Deserts: Racial Disparities in Access to PPP Lenders and their Equilibrium Implications

By: Jeffrey Wang and David Hao Zhang

Many government support programs for small businesses are designed to pass through banks and credit unions. However, this poses barriers for minority communities that are less connected to financial institutions for obtaining this support. Using the latest program for... View Details

Keywords: Banking Deserts; Minority Communities; Paycheck Protection Program; Banks and Banking; Small Business; Demographics; Race; Government and Politics; Programs

2023
Working Paper

The Limits of Algorithmic Measures of Race in Studies of Outcome Disparities

By: David S. Scharfstein and Sergey Chernenko

We show that the use of algorithms to predict race has significant limitations in measuring and understanding the sources of racial disparities in finance, economics, and other contexts. First, we derive theoretically the direction and magnitude of measurement bias in... View Details

Keywords: Racial Disparity; Paycheck Protection Program; Measurement Error; AI and Machine Learning; Race; Measurement and Metrics; Equality and Inequality; Prejudice and Bias; Forecasting and Prediction; Outcome or Result

June 2006
Case

Home Equity Protection

Nearly 70% of households in the United States own their own home and, yet, virtually no household is insured against a crash in housing values. Is there a market for an insurance product, home equity protection, that would provide this protection? Focuses on the... View Details

Keywords: Housing; Insurance; Product Design; Equity; Insurance Industry

Find at Harvard

24 Oct 2005
Research & Ideas

IPR: Protecting Your Technology Transfers

cleaning solvent formula. However, before deciding to deploy these critical assets in a particular country, multinational executives have a key issue to explore: Does the country where I'm transferring technology have intellectual property rights in place that can... View Details

Keywords: by Cynthia Churchwell

03 Sep 2024
Blog Post

Business of Animal Protection Club

focused clubs to learn about the history of the club, the impact and mission, and the types of programming that members can participate in. What if we told you that there is an environmental issue of profound moral importance and deep... View Details

21 May 2012
Research & Ideas

OSHA Inspections: Protecting Employees or Killing Jobs?

With an election looming and the economy continuing to struggle, the effectiveness of government regulation has become a political football. While advocates hold regulations up as necessary to protect public health and safety, critics see... View Details

Keywords: by Michael Blanding

March 2024 (Revised July 2024)
Case

The CHIPS Program Office

By: Mitchell B. Weiss and Sebastian Negron-Reichard

In February 2023, U.S. Commerce Secretary Gina Raimondo weighed signing off on a Notice of Funding Opportunity (“NOFO”) with at least one unconventional provision: a pre-application (“pre-app”) to the actual application for parts of $39 billion in direct semiconductor... View Details

Keywords: Entrepreneurship; Public Sector; Government Administration; Government Legislation; Motivation and Incentives; Semiconductor Industry; Public Administration Industry; United States

Educators

Purchase

April 2025
Case

The CHIPS Program Office (Abridged)

By: Mitch Weiss and Sebastian Negron-Reichard

In February 2023, U.S. Commerce Secretary Gina Raimondo weighed signing off on a Notice of Funding Opportunity (“NOFO”) with at least one unconventional provision: a pre-application (“pre-app”) to the actual application for parts of $39 billion in direct semiconductor... View Details

Keywords: Entrepreneurship; Public Sector; Government Administration; Government Legislation; Motivation and Incentives; Semiconductor Industry; Public Administration Industry; United States