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Publications

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    • All HBS Web  (206)
      • Faculty Publications  (42)

      Loan Loss ProvisioningRemove Loan Loss Provisioning →

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      • April 2025
      • Article

      Crisis Interventions in Corporate Insolvency

      By: Samuel Antill and Christopher Clayton
      We model the optimal resolution of insolvent firms in general equilibrium. Collateral-constrained banks lend to (i) solvent firms to finance investments and (ii) distressed firms to avoid liquidation. Liquidations create negative fire-sale externalities. Liquidations... View Details
      Keywords: Insolvent Firms; Government Intervention; Liquidation; Econometric Models; Insolvency and Bankruptcy; Policy
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      Antill, Samuel, and Christopher Clayton. "Crisis Interventions in Corporate Insolvency." Journal of Finance 80, no. 2 (April 2025): 875–910.
      • March 2025
      • Case

      Silicon Valley Bank: Gone in 36 Hours

      By: Jung Koo Kang, Krishna G. Palepu, Charles C.Y. Wang and David Lane
      This case examines factors contributing to the collapse of Silicon Valley Bank (SVB) in March 2023, an event as unpredicted as it was quick. SVB funded nearly half of all U.S. venture-backed startups and at the end of 2022 held $173 billion in deposits, largely... View Details
      Keywords: Accounting Standards; Bank Runs; Financial Accounting; Financial Reporting; Social Media; Banks and Banking; Financing and Loans; Investment Portfolio; Interest Rates; Debt Securities; Risk and Uncertainty; Financial Statements; Risk Management; Failure; Fair Value Accounting; Credit; Corporate Governance; Financial Services Industry; Banking Industry; United States
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      Kang, Jung Koo, Krishna G. Palepu, Charles C.Y. Wang, and David Lane. "Silicon Valley Bank: Gone in 36 Hours." Harvard Business School Case 125-094, March 2025.
      • 2025
      • Working Paper

      Tax Planning, Illiquidity, and Credit Risks: Evidence from DeFi Lending

      By: Lisa De Simone, Peiyi Jin and Daniel Rabetti
      This study establishes a plausible causal link between tax-planning-induced illiquidity and credit risks in lending markets. Exploiting an exogenous tax shock imposed by the Internal Revenue Service (IRS) on cryptocurrency gains, along with millions of transactions in... View Details
      Keywords: Cryptocurrency; Taxation; Financial Liquidity; Credit; Financing and Loans; Financial Markets
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      De Simone, Lisa, Peiyi Jin, and Daniel Rabetti. "Tax Planning, Illiquidity, and Credit Risks: Evidence from DeFi Lending." Working Paper, February 2025.
      • April 2024
      • Article

      Model-based Financial Regulations Impair the Transition to Net-zero Carbon Emissions

      By: Matteo Gasparini, Matthew C. Ives, Ben Carr, Sophie Fry and Eric Beinhocker
      Investments via the financial system are essential for fostering the green transition. However, the role of existing financial regulations in influencing investment decisions is understudied. Here we analyse data from the European Banking Authority to show that... View Details
      Keywords: Climate Change; Investment; Governing Rules, Regulations, and Reforms; Energy Sources
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      Gasparini, Matteo, Matthew C. Ives, Ben Carr, Sophie Fry, and Eric Beinhocker. "Model-based Financial Regulations Impair the Transition to Net-zero Carbon Emissions." Nature Climate Change 14, no. 5 (April 2024): 434–435.
      • 2024
      • Working Paper

      When Insurers Exit: Climate Losses, Fragile Insurers, and Mortgage Markets

      By: Ishita Sen, Pari Sastry and Ana-Maria Tenekedjieva
      This paper studies how homeowners insurance markets respond to growing climate losses and how this impacts mortgage market dynamics. Using Florida as a case study, we show that traditional insurers are exiting high risk areas, and new lower quality insurers are... View Details
      Keywords: Insurance; Natural Disasters; Governing Rules, Regulations, and Reforms; Insurance Industry; Florida
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      Sen, Ishita, Pari Sastry, and Ana-Maria Tenekedjieva. "When Insurers Exit: Climate Losses, Fragile Insurers, and Mortgage Markets." Harvard Business School Working Paper, No. 24-051, February 2024. (Revise & Resubmit, Quarterly Journal of Economics.)
      • December 2023
      • Supplement

      Accounting for Loan Losses at JPMorgan Chase: Predicting Credit Costs

      By: Jonas Heese and Jung Koo Kang
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      Heese, Jonas, and Jung Koo Kang. "Accounting for Loan Losses at JPMorgan Chase: Predicting Credit Costs." Harvard Business School Spreadsheet Supplement 124-708, December 2023.
      • October 2023
      • Teaching Note

      Accounting for Loan Losses at JPMorgan Chase: Predicting Credit Costs

      By: Jonas Heese and Jung Koo Kang
      Teaching Note for HBS Case No. 123-042. View Details
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      Heese, Jonas, and Jung Koo Kang. "Accounting for Loan Losses at JPMorgan Chase: Predicting Credit Costs." Harvard Business School Teaching Note 124-039, October 2023.
      • August 2023
      • Article

      Financing the Litigation Arms Race

      By: Samuel Antill and Steven R. Grenadier
      Using a dynamic real-option model of litigation, we show that the increasingly popular practice of third-party litigation financing has ambiguous implications for total ex-post litigant surplus. A defendant and a plaintiff bargain over a settlement payment. The... View Details
      Keywords: Litigation Financing; Dynamic Bargaining; Real Options; Lawsuits and Litigation; Financing and Loans
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      Antill, Samuel, and Steven R. Grenadier. "Financing the Litigation Arms Race." Journal of Financial Economics 149, no. 2 (August 2023): 218–234.
      • June 2023
      • Case

      Accounting for Loan Losses at JPMorgan Chase: Predicting Credit Costs

      By: Jonas Heese, Jung Koo Kang and James Weber
      The case examines the accounting for loan losses at a large bank, how a bank sets its Allowance for Loan and Lease Losses (ALLL) on its financial statements. ALLL, and the rules that set them, determine when banks would and would not extend loans, which significantly... View Details
      Keywords: Accounting Standards; Accrual Accounting; Financial Statements; Financial Reporting; Banks and Banking; Financing and Loans; Banking Industry; United States
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      Heese, Jonas, Jung Koo Kang, and James Weber. "Accounting for Loan Losses at JPMorgan Chase: Predicting Credit Costs." Harvard Business School Case 123-042, June 2023.
      • September 2022 (Revised January 2023)
      • Case

      York Capital CLOs and WorldStrides International

      By: Victoria Ivashina and William Vrattos
      The case follows the debt restructuring of WorldStrides International, a travel program provider in the education market, after the onset of COVID-19. The pandemic severely impacted the travel industry, creating challenges for many companies like WorldStrides, which... View Details
      Keywords: COVID-19 Pandemic; Debt Restructuring; CLO; Compliance; Debt Securities; Financing and Loans; Decision Making; Travel Industry; Education Industry
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      Ivashina, Victoria, and William Vrattos. "York Capital CLOs and WorldStrides International." Harvard Business School Case 223-034, September 2022. (Revised January 2023.)
      • July 2022
      • Article

      Countercyclical Prudential Buffers and Bank Risk-taking

      By: Manuel Illueca, Lars Norden, Joseph Pacelli and Gregory F. Udell
      We investigate the effects of countercyclical prudential buffers on bank risk-taking. We exploit the introduction of dynamic loan loss provisioning in Spain, mandating that banks use historical average loss rates in their estimation of loan loss provisions. We find... View Details
      Keywords: Banks; Bank Regulation; Macroprudential Policies; Bank Lending; Loan Loss Provisioning; Risk Taking; Banks and Banking; Financing and Loans; Governing Rules, Regulations, and Reforms; Risk and Uncertainty
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      Illueca, Manuel, Lars Norden, Joseph Pacelli, and Gregory F. Udell. "Countercyclical Prudential Buffers and Bank Risk-taking." Art. 100961. Journal of Financial Intermediation 51 (July 2022).
      • 2021
      • Working Paper

      The Business of K-12 Education in China

      By: Geoffrey Jones and Yuhai Wu
      This working paper examines the evolution of K-12 education in China, especially between 1985 and the present day, drawing extensive interviews with participants in the educational sector. China has been hugely successful in reaching almost 100 percent literacy,... View Details
      Keywords: K-12 Education; China; Real Estate; Early Childhood Education; Performance Evaluation; Teaching; Governing Rules, Regulations, and Reforms; Personal Development and Career; Social Issues; Nonprofit Organizations; Private Sector; Education Industry; Real Estate Industry; China
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      Jones, Geoffrey, and Yuhai Wu. "The Business of K-12 Education in China." Harvard Business School Working Paper, No. 22-022, October 2021.
      • 2020
      • Working Paper

      Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective

      By: Srikant Datar, Apurv Jain, Charles C.Y. Wang and Siyu Zhang
      We provide a comprehensive examination of whether, to what extent, and which accounting variables are useful for improving the predictive accuracy of GDP growth forecasts. We leverage statistical models that accommodate a broad set of (341) variables—outnumbering the... View Details
      Keywords: Big Data; Elastic Net; GDP Growth; Machine Learning; Macro Forecasting; Short Fat Data; Accounting; Economic Growth; Forecasting and Prediction; Analytics and Data Science
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      Datar, Srikant, Apurv Jain, Charles C.Y. Wang, and Siyu Zhang. "Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective." Harvard Business School Working Paper, No. 21-113, December 2020.
      • Article

      CDS Trading and Nonrelationship Lending Dynamics

      By: Jung Koo Kang, Christopher Williams and Regina Wittenberg-Moerman
      We investigate how credit default swaps (CDSs) affect lenders’ incentives to initiate new lending relationships. We predict that CDSs reduce adverse selection that nonrelationship lead arrangers face when competing for loans. Consistently, we find that a loan is... View Details
      Keywords: Credit Default Swaps; CDS Market; Non-relationship Lending; Debt Contracts; Adverse Selection; Lending Monitoring; Cross-selling
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      Kang, Jung Koo, Christopher Williams, and Regina Wittenberg-Moerman. "CDS Trading and Nonrelationship Lending Dynamics." Review of Accounting Studies 26, no. 1 (March 2021): 258–292.
      • January 2021
      • Article

      State and Local Government Employment in the COVID-19 Crisis

      By: Daniel Green and Erik Loualiche
      Local governments are facing large losses in revenues and increased expenditures because of the COVID-19 crisis. We document a causal relationship between fiscal pressures induced by COVID-19 and the layoffs of state and local government workers. States that depend... View Details
      Keywords: Local Government; Municipal Finance; Public Finance; Fiscal Capacity; Fiscal Policy; Governance; Local Range; Health Pandemics; Employment; Finance; Policy; Public Sector
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      Green, Daniel, and Erik Loualiche. "State and Local Government Employment in the COVID-19 Crisis." Art. 104321. Journal of Public Economics 193 (January 2021).
      • November 2020
      • Article

      Accelerator or Brake? Cash for Clunkers, Household Liquidity, and Aggregate Demand

      By: Daniel Green, Brian Melzer, Jonathan Parker and Arcenis Rojas
      This paper evaluates the Car Allowance Rebate System (CARS) by comparing the vehicle purchases and disposals of households with eligible "clunkers" to those of households with similar, but ineligible, vehicles. CARS caused roughly 500,000 purchases during the program... View Details
      Keywords: Automobiles; Purchasing; Government Incentives; Household; Financial Liquidity; Income; Behavior
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      Green, Daniel, Brian Melzer, Jonathan Parker, and Arcenis Rojas. "Accelerator or Brake? Cash for Clunkers, Household Liquidity, and Aggregate Demand." American Economic Journal: Economic Policy 12, no. 4 (November 2020): 178–211.
      • May 2019
      • Article

      Marketplace Lending: A New Banking Paradigm?

      By: Boris Vallée and Yao Zeng
      Marketplace lending relies on large-scale loan screening by investors, a major deviation from the traditional banking paradigm. Theoretically, participation of sophisticated investors in marketplace lending improves screening outcomes but also creates adverse... View Details
      Keywords: Marketplace Lending; Screening; Sophisticated Investors; Adverse Selection; Financing and Loans; Performance; Information
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      Vallée, Boris, and Yao Zeng. "Marketplace Lending: A New Banking Paradigm?" Review of Financial Studies 32, no. 5 (May 2019): 1939–1982.
      • March 2019
      • Case

      Mahindra Finance

      By: V.G. Narayanan and Tanvi Deshpande
      Mahindra Finance is a non-banking lender operating mainly in the rural and semi-urban areas of India. Set up in 1991, the company had grown to become a market leader with assets of $8.5 billion and a presence in 3,30,000 villages across India. Since most of Mahindra's... View Details
      Keywords: Accounting; Business Model; Volatility; Customer Focus and Relationships; Decisions; Credit; Financing and Loans; Service Delivery; Risk and Uncertainty; Financial Services Industry; India
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      Narayanan, V.G., and Tanvi Deshpande. "Mahindra Finance." Harvard Business School Case 119-003, March 2019.
      • August 2018 (Revised September 2018)
      • Supplement

      LendingClub (B): Decision Trees & Random Forests

      By: Srikant M. Datar and Caitlin N. Bowler
      This case builds directly on the LendingClub (A) case. In this case students follow Emily Figel as she builds two tree-based models using historical LendingClub data to predict, with some probability, whether borrower will repay or default on his loan.
      ... View Details
      Keywords: Data Science; Data Analytics; Decision Trees; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction
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      Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (B): Decision Trees & Random Forests." Harvard Business School Supplement 119-021, August 2018. (Revised September 2018.)
      • June 2018 (Revised February 2019)
      • Teaching Note

      Home Nursing of North Carolina

      By: Richard S. Ruback, Royce Yudkoff and Ahron Rosenfeld
      In 2011, immediately after graduating HBS, Ari Medoff began a self-funded search for a small firm to buy and run as its CEO. After just three month of searching, he identified Home Nursing of North Carolina (HNNC), a home care agency based in Greensboro, NC, as a... View Details
      Keywords: Small Firms Management; Acquisition; Negotiation Process; Investment; Small Business; Management; Personal Development and Career
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      Ruback, Richard S., Royce Yudkoff, and Ahron Rosenfeld. "Home Nursing of North Carolina." Harvard Business School Teaching Note 218-130, June 2018. (Revised February 2019.)
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