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Publications

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      • 2022
      • Working Paper

      Pay-As-You-Go Insurance: Experimental Evidence on Consumer Demand and Behavior

      By: Ray Kluender
      Pay-as-you-go contracts reduce minimum purchase requirements which may increase market participation. We randomize the introduction and price(s) of a novel pay-as-you-go contract to the California auto insurance market where 17 percent of drivers are uninsured. The...  View Details
      Keywords: Contracts; Market Participation; Consumer Behavior; Price; Insurance Industry
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      Kluender, Ray. "Pay-As-You-Go Insurance: Experimental Evidence on Consumer Demand and Behavior." Harvard Business School Working Paper, No. 23-030, December 2022.
      • 2022
      • Working Paper

      The Issuance and Design of Sustainability-linked Loans

      By: Maria Loumioti and George Serafeim
      Sustainability-linked loans (i.e., syndicated loans for which pricing is linked to a sustainability performance indicator) have rapidly evolved into a significant private debt product. We find that sustainability-linked lending has been available mostly to borrowers...  View Details
      Keywords: Sustainability; Sustainability Management; Credit Products; Loan Contracts; Loans; Corporate Finance; Credit Risk; Environment; ESG; ESG Ratings; Climate Change; Finance; Borrowing and Debt; Risk and Uncertainty; Credit
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      Loumioti, Maria, and George Serafeim. "The Issuance and Design of Sustainability-linked Loans." Harvard Business School Working Paper, No. 23-027, November 2022.
      • 2022
      • Working Paper

      Distributional Consequences of Monetary Policy Across Races: Evidence from the U.S. Credit Register

      By: Laura Alfaro, Ester Faia and Camelia Minoiu
      We examine the consequences of monetary policy on racial disparities, focusing on the role of bank lending to firms through collateral and selection channels. Leveraging comprehensive loan-level data from the U.S. credit register (Y-14Q) of the Federal Reserve, we show...  View Details
      Keywords: Monetary Policy Transmission; Inequity; Credit Registry; Wealth; Collateral Channel; Selection; Racial Disparity; Racial Inequality; Equality and Inequality; Banks and Banking; Credit; Governing Rules, Regulations, and Reforms; Banking Industry; United States
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      Alfaro, Laura, Ester Faia, and Camelia Minoiu. "Distributional Consequences of Monetary Policy Across Races: Evidence from the U.S. Credit Register." Harvard Business School Working Paper, No. 22-068, April 2022.
      • 2022
      • Working Paper

      The Credit Rating Agency Market in Africa

      By: Saveshen Pillay and Anywhere Sikochi
      In this paper, we present the credit rating agency market on the continent of Africa as a potential research setting for accounting-related research. Largely unexplored in prior literature, Africa-based rating agencies provide access to information about a broad range...  View Details
      Keywords: Credit Rating; Credit Rating Agencies; Regulation; Conflict Of Interest; Credit; Capital; Africa
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      Pillay, Saveshen, and Anywhere Sikochi. "The Credit Rating Agency Market in Africa." Harvard Business School Working Paper, No. 22-074, June 2022. (Journal of Financial Reporting, proposal accepted-in-principle.)
      • March 2022
      • Article

      Contractual Restrictions and Debt Traps

      By: Ernest Liu and Benjamin N. Roth
      Microcredit and other forms of small-scale finance have failed to catalyze entrepreneurship in developing countries. In these credit markets, borrowers and lenders often bargain over not only the interest rate but also implicit restrictions on types of investment. We...  View Details
      Keywords: Microfinance; Entrepreneurship; Developing Countries and Economies; Financing and Loans
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      Liu, Ernest, and Benjamin N. Roth. "Contractual Restrictions and Debt Traps." Review of Financial Studies 35, no. 3 (March 2022): 1141–1182.
      • February 2022
      • Article

      Taxation and Innovation in the 20th Century

      By: Ufuk Akcigit, John Grigsby, Tom Nicholas and Stefanie Stantcheva
      This paper studies the effect of corporate and personal taxes on innovation in the United States over the twentieth century. We build a panel of the universe of inventors who patent since 1920, and a historical state-level corporate tax database with corporate tax...  View Details
      Keywords: Innovation; Income Taxes; Corporate Taxation; Firms; Inventors; State Taxation; Business Taxation; R&D Tax Credits; Taxation; Innovation and Invention; History; United States
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      Akcigit, Ufuk, John Grigsby, Tom Nicholas, and Stefanie Stantcheva. "Taxation and Innovation in the 20th Century." Quarterly Journal of Economics 137, no. 1 (February 2022): 329–385.
      • December 2021
      • Article

      Partisan Professionals: Evidence from Credit Rating Analysts

      By: Elisabeth Kempf and Margarita Tsoutsoura
      Partisan perception affects the actions of professionals in the financial sector. Using a novel dataset linking credit rating analysts to party affiliations from voter records, we show that analysts who are not affiliated with the U.S. president’s party downward-adjust...  View Details
      Keywords: Political Affiliation; Credit Rating Agencies; Political Partisanship; Political Elections; Perception; Credit
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      Kempf, Elisabeth, and Margarita Tsoutsoura. "Partisan Professionals: Evidence from Credit Rating Analysts." Journal of Finance 76, no. 6 (December 2021): 2805–2856.
      • 2021
      • Working Paper

      Invisible Primes: Fintech Lending with Alternative Data

      By: Marco Di Maggio, Dimuthu Ratnadiwakara and Don Carmichael
      We exploit anonymized administrative data provided by a major fintech platform to investigate whether using alternative data to assess borrowers’ creditworthiness results in broader credit access. Comparing actual outcomes of the fintech platform’s model to...  View Details
      Keywords: Fintech Lending; Alternative Data; Machine Learning; Algorithm Bias; Finance; Information Technology; Financing and Loans; Analytics and Data Science; Credit
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      Di Maggio, Marco, Dimuthu Ratnadiwakara, and Don Carmichael. "Invisible Primes: Fintech Lending with Alternative Data." Harvard Business School Working Paper, No. 22-024, October 2021.
      • September 2021
      • Article

      Did Technology Contribute to the Housing Boom? Evidence from MERS

      By: Stefan Lewellen and Emily Williams
      We examine the effects of the Mortgage Electronic Registration System, or MERS, on mortgage origination volumes and foreclosure rates prior to the Great Recession. MERS was introduced in the late 1990s and significantly reduced the cost and time associated with...  View Details
      Keywords: Credit Supply; Housing Boom; Financial Innovation; Nonbank Lenders; Mortgages; Credit; Expansion; Information Technology; Outcome or Result
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      Lewellen, Stefan, and Emily Williams. "Did Technology Contribute to the Housing Boom? Evidence from MERS." Journal of Financial Economics 141, no. 3 (September 2021): 1244–1261.
      • Article

      The Economic Consequences of Bankruptcy Reform

      By: Tal Gross, Ray Kluender, Feng Liu, Matthew J. Notowidigdo and Jialan Wang
      A more generous consumer bankruptcy system provides greater insurance against financial risks but may also raise the cost of credit. We study this trade-off using the 2005 Bankruptcy Abuse Prevention and Consumer Protection Act (BAPCPA), which increased the costs of...  View Details
      Keywords: Bankruptcy; Bankruptcy Abuse Prevention And Consumer Protection Act; Borrowing and Debt; Credit
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      Gross, Tal, Ray Kluender, Feng Liu, Matthew J. Notowidigdo, and Jialan Wang. "The Economic Consequences of Bankruptcy Reform." American Economic Review 111, no. 7 (July 2021): 2309–2341.
      • 2020
      • Working Paper

      Currency Hedging in Emerging Markets: Managing Cash Flow Exposure

      By: Laura Alfaro, Mauricio Calani and Liliana Varela
      Foreign currency derivative markets are among the largest in the world, yet their role in emerging markets in particular, is relatively understudied. We study firms' currency risk exposure and their hedging choices by employing a unique dataset covering the universe of...  View Details
      Keywords: Foreign Currency Hedging; FX Derivatives; Foreign Currency Debt; Currency Mismatch; Trade Credit; Currency; Cash Flow; Emerging Markets
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      Alfaro, Laura, Mauricio Calani, and Liliana Varela. "Currency Hedging in Emerging Markets: Managing Cash Flow Exposure." Harvard Business School Working Paper, No. 21-096, March 2021.
      • January 2021 (Revised May 2021)
      • Case

      Delta Air Lines: Navigating the COVID-19 Storm

      By: Ted Berk and Ryan Flamerich
      This case examines Delta Air Lines’ response as demand for its services plummeted in the face of the COVID-19 pandemic, with a focus on the company’s funding needs and capital structure. Following a series of initial actions, the company’s cash “burn” had reduced from...  View Details
      Keywords: COVID-19; Health Pandemics; Financial Condition; Capital Structure; Crisis Management; Risk Management; Business and Stakeholder Relations; Air Transportation Industry
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      Berk, Ted, and Ryan Flamerich. "Delta Air Lines: Navigating the COVID-19 Storm." Harvard Business School Case 221-063, January 2021. (Revised May 2021.)
      • 2020
      • Working Paper

      Accounting for Product Impact in the Consumer Finance Industry

      By: George Serafeim and Katie Trinh
      We apply the product impact measurement framework of the Impact-Weighted Accounts Initiative (IWAI) in two competitor credit card providers within the consumer finance industry. We design a monetization methodology that allows us to calculate monetary impact estimates...  View Details
      Keywords: Product Innovation; Impact; Impact Investing; Impact Measurement; ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; Social Corporate Responsibility; Corporate Social Responsibility; Social Impact; Consumer Finance; Financial Services; Financial Inclusion; Product; Product Design; Product Positioning; Society; Corporate Social Responsibility and Impact; Personal Finance; Credit Cards; Financial Services Industry
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      Serafeim, George, and Katie Trinh. "Accounting for Product Impact in the Consumer Finance Industry." Harvard Business School Working Paper, No. 21-061, November 2020. (Revised December 2020.)
      • October 2020
      • Case

      HOPE and Transformational Lending: Netflix Invests in Black Led Banks

      By: John D. Macomber and Janice Broome Brooks
      Following the killing of George Floyd on Memorial Day in 2020, the large US corporation Netflix elected to make a "transformational deposit" of $10 million into Hope Credit Union (HCU), a small Black led community development finance institution (CDFI) based in...  View Details
      Keywords: Banking; Rural Entrepreneurship; Economic Development; Black Entrepreneurs; Economic Growth; Credit; Banks and Banking; Entrepreneurship; Rural Scope; Development Economics; Race; Investment; Decision Making; Banking Industry
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      Macomber, John D., and Janice Broome Brooks. "HOPE and Transformational Lending: Netflix Invests in Black Led Banks." Harvard Business School Case 221-030, October 2020.
      • July 2020
      • Case

      Mortgage Backed Securities and the Covid-19 Pandemic

      By: Emil N. Siriwardane, Luis M. Viceira and Dean Xu
      In April 2020, global financial markets were still reeling as the COVID-19 pandemic spread rapidly across the world. Global equity markets had initially fallen by 30% in response to the pandemic, and high-yield credit markets had dropped by nearly 20%. In contrast,...  View Details
      Keywords: COVID-19; Mortgage-backed Securities; Health Pandemics; Financial Markets; Assets; Resource Allocation; Financial Instruments; Decision Making
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      Siriwardane, Emil N., Luis M. Viceira, and Dean Xu. "Mortgage Backed Securities and the Covid-19 Pandemic." Harvard Business School Case 221-010, July 2020.
      • May 2020
      • Article

      How Quantitative Easing Works: Evidence on the Refinancing Channel

      By: Marco Di Maggio, Amir Kermani and Christopher Palmer
      We document the transmission of large-scale asset purchases by the Federal Reserve to the real economy using rich borrower-linked mortgage-market data and an identification strategy based on mortgage market segmentation. We find that central bank QE1 MBS purchases...  View Details
      Keywords: Monetary Policy; MBS; Quantitative Easing; LSAP; Refinancing; Deleveraging; HARP; GSE; Central Banking; Global Range; Financing and Loans; Credit; United States
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      Di Maggio, Marco, Amir Kermani, and Christopher Palmer. "How Quantitative Easing Works: Evidence on the Refinancing Channel." Review of Economic Studies 87, no. 3 (May 2020): 1498–1528.
      • 2021
      • Working Paper

      International Evidence on the Effects of a Local Presence by U.S. Credit Rating Agencies

      By: Liran Eliner, Michael Machokoto and Anywhere Sikochi
      Major U.S. credit rating agencies are criticized for failing to understand developments in other economies and thereby impeding capital access by assigning lower ratings. Consistent with this, we find that Moody's and S&P credit ratings are more favorable after the...  View Details
      Keywords: Credit Rating Agencies; Credit Ratings; Rating Adjustments; Rating Disagreement; Geographic Proximity; Soft Information; Credit; Geographic Location; Local Range
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      Eliner, Liran, Michael Machokoto, and Anywhere Sikochi. "International Evidence on the Effects of a Local Presence by U.S. Credit Rating Agencies." Harvard Business School Working Paper, No. 20-083, February 2020. (Revised August 2021.)
      • January 2020
      • Article

      The Job Rating Game: Revolving Doors and Analyst Incentives

      By: Elisabeth Kempf
      Investment banks frequently hire analysts from rating agencies. While many argue that this "revolving door" creates captured analysts, it can also create incentives to improve accuracy. To study this issue, I construct an original dataset, linking analysts to their...  View Details
      Keywords: Credit Rating Agencies; Investment Banking; Recruitment; Performance Evaluation; Financial Services Industry
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      Kempf, Elisabeth. "The Job Rating Game: Revolving Doors and Analyst Incentives." Journal of Financial Economics 135, no. 1 (January 2020): 41–67.
      • October 2019
      • Article

      Partial Deregulation and Competition: Effects on Risky Mortgage Origination

      By: Marco Di Maggio, Amir Kermani and Sanket Korgaonkar
      We exploit the OCC's preemption of national banks from state laws against predatory lending as a quasi-experiment to study the effect of deregulation and its interaction with competition on the supply of complex mortgages. Following the preemption ruling, national...  View Details
      Keywords: Great Recession; Subprime; Complex Mortgages; Credit Supply; Household Debt; Preemption Rule; Competition; Mortgages; Government Legislation; Credit; Financial Crisis
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      Di Maggio, Marco, Amir Kermani, and Sanket Korgaonkar. "Partial Deregulation and Competition: Effects on Risky Mortgage Origination." Management Science 65, no. 10 (October 2019).
      • 2021
      • Working Paper

      Improving Customer Compatibility with Tradeoff Transparency

      By: Ryan W. Buell and MoonSoo Choi
      Through a large-scale field experiment with 393,036 customers considering opening a credit card account with a nationwide retail bank, we investigate how providing transparency into an offering’s tradeoffs affects subsequent rates of customer acquisition and long-run...  View Details
      Keywords: Behavioral Operations; Operational Transparency; Customer Compatibility; Customer Behavior; Consumer Behavior; Decision Making; Operations; Strategy
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      Buell, Ryan W., and MoonSoo Choi. "Improving Customer Compatibility with Tradeoff Transparency." Harvard Business School Working Paper, No. 20-013, July 2019. (Revised January 2021.)
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