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Publications

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    • All HBS Web  (1,320)
      • Faculty Publications  (214)

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      • 2025
      • Working Paper

      Fiscal Externalities of Transaction Taxes: Evidence from the Los Angeles Mansion Tax

      By: Daniel Green, Vikram Jambulapati, Jack Liebersohn and Tejaswi Velayudhan
      We estimate the fiscal externalities of a property transfer tax, the Los Angeles “Mansion Tax”, on the revenues from property taxes when assessed values are closely tied to transactions. In California, as in over half of U.S. states, growth in tax as- sessments... View Details
      Keywords: Public Finance; Real Estate; Property Demand; Taxation; Property; Revenue; Los Angeles
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      Green, Daniel, Vikram Jambulapati, Jack Liebersohn, and Tejaswi Velayudhan. "Fiscal Externalities of Transaction Taxes: Evidence from the Los Angeles Mansion Tax." SSRN Working Paper Series, No. 5273034, June 2025.
      • May 2025
      • Case

      RTX's Lifetime Income Strategy: Shaping the Future of Retirement

      By: Daniel Green, Luis M. Viceira and Sarah Mehta
      Set in 2024, this case explores the Lifetime Income Strategy (LIS), a novel retirement product launched by aerospace and defense company RTX in 2012. Aiming to embed the security of a traditional pension within a 401(k) plan, the LIS allowed participants to secure a... View Details
      Keywords: Asset Management; Compensation and Benefits; Collaborative Innovation and Invention; Jobs and Positions; Labor; Retirement; Society; Adoption; Aerospace Industry; Financial Services Industry; Insurance Industry; United States; Virginia
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      Green, Daniel, Luis M. Viceira, and Sarah Mehta. "RTX's Lifetime Income Strategy: Shaping the Future of Retirement." Harvard Business School Case 225-016, May 2025.
      • April 2025
      • Article

      An Anatomy of Crypto-Enabled Cybercrimes

      By: Will Cong, Campbell Harvey, Daniel Rabetti and Zong-Yu Wu
      The advent of cryptocurrencies and digital assets holds the promise of improving financial systems by offering cheap, quick, and secure transfer of value. However, it also opens up new payment channels for cybercrimes. Assembling a diverse set of public on- and... View Details
      Keywords: Cryptocurrency; Crime and Corruption; Technology Adoption; Currency; Policy
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      Cong, Will, Campbell Harvey, Daniel Rabetti, and Zong-Yu Wu. "An Anatomy of Crypto-Enabled Cybercrimes." Management Science 71, no. 4 (April 2025): 3622–3633.
      • March 2025
      • Case

      Mobvoi's Path Through Market Challenges and Business Reinvention

      By: Paul A. Gompers and Shu Lin
      Founded in 2012, Mobvoi evolved through multiple transformations—from AI-driven voice technology to smart wearables and later AI-generated content. Backed by major investors, the company navigated shifts in strategy while facing two failed IPO attempts. As market... View Details
      Keywords: Business Startups; Entrepreneurship; AI and Machine Learning; Transformation; Initial Public Offering; Business Strategy; Technology Industry; China
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      Gompers, Paul A., and Shu Lin. "Mobvoi's Path Through Market Challenges and Business Reinvention." Harvard Business School Case 825-158, March 2025.
      • 2025
      • Working Paper

      Blockchain-Induced Supply Chain Transparency and Firm Performance: The Role of Capacity Utilization

      By: ShinWoo Lee Lee, Jedson Pinto, Daniel Rabetti and Gil Sadka
      This study empirically investigates how blockchain adoption affects firm profitability. Employing a quasi-experimental design triggered by regulatory changes across the United States, we provide novel empirical evidence to recent theory, proposing that blockchain... View Details
      Keywords: Blockchain; Supply Chain; Technology Adoption; Profit; Governing Rules, Regulations, and Reforms; United States
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      Lee, ShinWoo Lee, Jedson Pinto, Daniel Rabetti, and Gil Sadka. "Blockchain-Induced Supply Chain Transparency and Firm Performance: The Role of Capacity Utilization." Working Paper, February 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.
      • 2025
      • Working Paper

      Blockchain Adoption and Audit Quality

      By: Mei Luo, Daniel Rabetti and Shuangchen Yu
      This study examines the impact of blockchain adoption in the corporate setting. Specifically, we provide comprehensive empirical support to recent theory (Cao, Cong, and Young, 2024) proposing that blockchain adoption positively affects endogenous audit quality and... View Details
      Keywords: Blockchain; Accounting Audits; Technology Adoption; Financial Reporting; Governing Rules, Regulations, and Reforms; China
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      Luo, Mei, Daniel Rabetti, and Shuangchen Yu. "Blockchain Adoption and Audit Quality." Working Paper, February 2025.
      • January 2025 (Revised March 2025)
      • Case

      DJI- Striving for Innovation Amid Contestation

      By: William C. Kirby and Daniel Fu
      DJI was founded in a college dorm room in Clear Water Bay, Hong Kong. By 2020, DJI, a company manufacturing drones, occupied a 77% share of consumer drone sales in the United States with a wide array of clients including law enforcement and government agencies. Its... View Details
      Keywords: Drones; Hong Kong; China; Chinese Manufacturing; Chinese Dream; China's Political Economy
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      Kirby, William C., and Daniel Fu. "DJI- Striving for Innovation Amid Contestation." Harvard Business School Case 325-069, January 2025. (Revised March 2025.)
      • January 2025 (Revised February 2025)
      • Background Note

      A High-Tech Revolution with Chinese Characteristics: China's Drive Towards EV Supremacy

      By: William C. Kirby, Daniel Fu and Matthew Ngai
      This background note explains and documents the rise of China's EV industry. Moreover, it identifies the challenges facing it and posits several questions about the decisions needed to be made to sustain the industry's global dominance. Would Chinese producers be able... View Details
      Keywords: State Capitalism; Electric Vehicles; Tesla; Renewable Energy; Global Strategy; Taxation; Technological Innovation; Industry Growth; Competition; Auto Industry; China; United States; Japan; European Union
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      Kirby, William C., Daniel Fu, and Matthew Ngai. "A High-Tech Revolution with Chinese Characteristics: China's Drive Towards EV Supremacy." Harvard Business School Background Note 325-073, January 2025. (Revised February 2025.)
      • January 2025 (Revised April 2025)
      • Case

      Blue Frontier: Disrupting Air Conditioning

      By: Rosabeth Moss Kanter and Jacob A. Small
      Serial entrepreneur Daniel Betts founded Blue Frontier in South Florida to offer a climate-friendly solution to increase air conditioning efficiency and dehumidify using new technology he developed. Backed by significant venture capital, Blue Frontier had to choose... View Details
      Keywords: Entrepreneurship; Climate Change; Environmental Sustainability; Technological Innovation; Market Entry and Exit; Performance Efficiency; Business Strategy; Florida
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      Kanter, Rosabeth Moss, and Jacob A. Small. "Blue Frontier: Disrupting Air Conditioning." Harvard Business School Case 325-088, January 2025. (Revised April 2025.)
      • January 2025
      • Case

      COMAC - Chinese Aviation Soars to New Heights

      By: William C. Kirby and Daniel Fu
      COMAC's C919 manifested the first challenge to the Boeing-Airbus duopoly since it came to dominate aircraft manufacturing in the 1990s. Beijing sought to export the C919 abroad in its quest to become a "transportation superpower." Was it a wise decision for COMAC to... View Details
      Keywords: Aviation; Boeing; Airbus; Aircraft; State-owned Enterprise (SOE); Chinese Manufacturing; Airline Industry; Airports; Global Strategy; Governing Rules, Regulations, and Reforms; Duopoly and Oligopoly; Supply Chain; Expansion; Aerospace Industry; China; United States; Europe
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      Kirby, William C., and Daniel Fu. "COMAC - Chinese Aviation Soars to New Heights." Harvard Business School Case 325-074, January 2025.
      • 2025
      • Article

      Statistical Inference for Heterogeneous Treatment Effects Discovered by Generic Machine Learning in Randomized Experiments

      By: Kosuke Imai and Michael Lingzhi Li
      Researchers are increasingly turning to machine learning (ML) algorithms to investigate causal heterogeneity in randomized experiments. Despite their promise, ML algorithms may fail to accurately ascertain heterogeneous treatment effects under practical settings with... View Details
      Keywords: AI and Machine Learning; Mathematical Methods; Analytics and Data Science
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      Imai, Kosuke, and Michael Lingzhi Li. "Statistical Inference for Heterogeneous Treatment Effects Discovered by Generic Machine Learning in Randomized Experiments." Journal of Business & Economic Statistics 43, no. 1 (2025): 256–268.
      • November 2024
      • Article

      The Health Costs of Cost Sharing

      By: Amitabh Chandra, Evan Flack and Ziad Obermeyer
      What happens when patients suddenly stop their medications? We study the health consequences of drug interruptions caused by large, abrupt, and arbitrary changes in price. Medicare’s prescription drug benefit as-if-randomly assigns 65-year-olds a drug budget as a... View Details
      Keywords: Outcome or Result; Health Care and Treatment; Budgets and Budgeting; Cost
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      Chandra, Amitabh, Evan Flack, and Ziad Obermeyer. "The Health Costs of Cost Sharing." Quarterly Journal of Economics 139, no. 4 (November 2024): 2037–2082.
      • 2024
      • Working Paper

      Igniting Innovation: Evidence from PyTorch on Technology Control in Open Collaboration

      By: Daniel Yue and Frank Nagle
      Many companies offer free access to their technology to encourage outside addon innovation, hoping to later profit by raising prices or harnessing the power of the crowd while continuing to steer the direction of innovation. They can achieve this balance by opening... View Details
      Keywords: Technological Innovation; Power and Influence; Collaborative Innovation and Invention; Corporate Governance
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      Yue, Daniel, and Frank Nagle. "Igniting Innovation: Evidence from PyTorch on Technology Control in Open Collaboration." Harvard Business School Working Paper, No. 25-013, September 2024.
      • 2024
      • Article

      Neyman Meets Causal Machine Learning: Experimental Evaluation of Individualized Treatment Rules

      By: Michael Lingzhi Li and Kosuke Imai
      A century ago, Neyman showed how to evaluate the efficacy of treatment using a randomized experiment under a minimal set of assumptions. This classical repeated sampling framework serves as a basis of routine experimental analyses conducted by today’s scientists across... View Details
      Keywords: AI and Machine Learning; Research
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      Li, Michael Lingzhi, and Kosuke Imai. "Neyman Meets Causal Machine Learning: Experimental Evaluation of Individualized Treatment Rules." Journal of Causal Inference 12, no. 1 (2024).
      • June 2024 (Revised August 2024)
      • Case

      Hospital for Special Surgery: Returning to a New Normal? (A)

      By: Robert S. Huckman, Michael Lingzhi Li and Camille Gregory
      Early on the morning of April 27, 2020, Justin Oppenheimer stood outside the entrance to the lobby of the Hospital for Special Surgery (HSS) Pavilion Building with mixed emotions. On one hand, Oppenheimer, HSS’ Enterprise Chief Operating Officer and Chief Strategy... View Details
      Keywords: Operations Management; Scheduling; Optimization; COVID-19; Health Care and Treatment; Operations; Customer Focus and Relationships; Disruption; Health Industry; United States
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      Huckman, Robert S., Michael Lingzhi Li, and Camille Gregory. "Hospital for Special Surgery: Returning to a New Normal? (A)." Harvard Business School Case 624-092, June 2024. (Revised August 2024.)
      • May 2024 (Revised June 2024)
      • Case

      Together for Sustainability

      By: Ranjay Gulati, David Shin and Emily Tedards
      This case documents the origin and development of Together for Sustainability (TfS), a chemical industry initiative dedicated to raising sustainability standards throughout the industry’s supply chains. In 2011, six Chief Procurement Officers (CPOs) from some of the... View Details
      Keywords: Environmental Sustainability; Standards; Supply Chain Management; Corporate Social Responsibility and Impact; Partners and Partnerships; Nonprofit Organizations; Corporate Accountability; Chemical Industry
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      Gulati, Ranjay, David Shin, and Emily Tedards. "Together for Sustainability." Harvard Business School Case 424-062, May 2024. (Revised June 2024.)
      • Spring 2024
      • Article

      The Evolution of Banking in the 21st Century: Evidence and Regulatory Implications

      By: Samuel Gregory Hanson, Victoria Ivashina, Laura Nicolae, Jeremy C. Stein, Adi Sunderam and Daniel K. Tarullo
      As revealed by the failures of three regional banks in the spring of 2023, bank runs are not a thing of the past. To inform the ongoing discussion of the appropriate regulatory response, we examine trends in the banking industry over the last twenty-five years. On the... View Details
      Keywords: Financial Instruments; Financial Crisis; Assets; Governing Rules, Regulations, and Reforms; Financial Condition; Banking Industry
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      Hanson, Samuel Gregory, Victoria Ivashina, Laura Nicolae, Jeremy C. Stein, Adi Sunderam, and Daniel K. Tarullo. "The Evolution of Banking in the 21st Century: Evidence and Regulatory Implications." Brookings Papers on Economic Activity (Spring 2024): 343–389.
      • 2024
      • Working Paper

      The Cram Method for Efficient Simultaneous Learning and Evaluation

      By: Zeyang Jia, Kosuke Imai and Michael Lingzhi Li
      We introduce the "cram" method, a general and efficient approach to simultaneous learning and evaluation using a generic machine learning (ML) algorithm. In a single pass of batched data, the proposed method repeatedly trains an ML algorithm and tests its empirical... View Details
      Keywords: AI and Machine Learning
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      Jia, Zeyang, Kosuke Imai, and Michael Lingzhi Li. "The Cram Method for Efficient Simultaneous Learning and Evaluation." Working Paper, March 2024.
      • 2024
      • Article

      Half the Firms, Double the Profits: Public Firms' Transformation, 1996–2022

      By: Mark J. Roe and Charles C.Y. Wang
      The number of public firms in the United States has halved since the beginning of the twenty-first century, causing consternation among corporate and securities law regulators. The dominant explanations, often advanced by Securities and Exchange commissioners when... View Details
      Keywords: Corporate Law; Securities Regulation; Sarbanes-Oxley Act; Concentration Levels; Antitrust; Initial Public Offering; Public Ownership; Private Equity; Venture Capital; Mergers and Acquisitions; Monopoly; United States
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      Roe, Mark J., and Charles C.Y. Wang. "Half the Firms, Double the Profits: Public Firms' Transformation, 1996–2022." Journal of Law, Finance, and Accounting 8, no. 2 (2024): 211–264.
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