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      • February 2024
      • Article

      Fifty Shades of QE: Robust Evidence

      By: Brian Fabo, Marina Jančoková, Elisabeth Kempf and Ľuboš Pástor
      Fabo et al. (2021) show that papers written by central bank researchers find quantitative easing (QE) to be more effective than papers written by academics. Weale and Wieladek (2022) show that a subset of these results lose statistical significance when OLS regressions... View Details
      Keywords: Quantitative Easing; Research; Mathematical Methods; Perception; Banks and Banking; Body of Literature
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      Fabo, Brian, Marina Jančoková, Elisabeth Kempf, and Ľuboš Pástor. "Fifty Shades of QE: Robust Evidence." Art. 107065. Journal of Banking & Finance 159 (February 2024).
      • 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.)
      • 2024
      • Report

      Overcoming Barriers to Resolving Gaza and Beyond

      By: James K. Sebenius
      As of early January 2024, discussion of the Gaza war heavily focuses on its humanitarian costs, cease fire possibilities, hostage prospects, and “day after” options. Yet what longer-term strategy guides actions on these vital issues while offering a more positive... View Details
      Keywords: Negotiation; War; International Relations; Israel; Middle East
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      Sebenius, James K. "Overcoming Barriers to Resolving Gaza and Beyond." Report, Belfer Center for Science and International Affairs, January 2024.
      • 2024
      • Working Paper

      Private Regulation, Institutional Entrepreneurship and Climate Change: A Business History Perspective

      By: Ann-Kristin Bergquist and Geoffrey Jones
      Private regulatory systems, including voluntary efforts by firms to restrain their own behavior are the primary form of global climate change governance. However, when environmental challenges first rose up on the scientific and political agendas during the 1970s, the... View Details
      Keywords: Certification; Climate Change; Environmental Regulation; Business History; Governing Rules, Regulations, and Reforms; Policy
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      Bergquist, Ann-Kristin, and Geoffrey Jones. "Private Regulation, Institutional Entrepreneurship and Climate Change: A Business History Perspective." Harvard Business School Working Paper, No. 24-041, January 2024.
      • January 2024
      • Article

      Population Interference in Panel Experiments

      By: Kevin Wu Han, Guillaume Basse and Iavor Bojinov
      The phenomenon of population interference, where a treatment assigned to one experimental unit affects another experimental unit’s outcome, has received considerable attention in standard randomized experiments. The complications produced by population interference in... View Details
      Keywords: Outcome or Result; Research; Situation or Environment
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      Han, Kevin Wu, Guillaume Basse, and Iavor Bojinov. "Population Interference in Panel Experiments." Journal of Econometrics 238, no. 1 (January 2024).
      • 2024
      • Article

      Technological Adoption and Taxation: The Case of China's Golden Tax Reform

      By: Haichao Fan, Yu Liu, Nancy Qian and Jaya Y. Wen
      This paper investigates the effect of Phase 2 of the Golden Tax Project on VAT in China. The reform introduced computer-generated invoices and electronic transaction linking. Using a difference-in-differences strategy, we show that the reform increased VAT by reducing... View Details
      Keywords: Taxation; Governing Rules, Regulations, and Reforms; Technological Innovation; Economic Growth; China
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      Fan, Haichao, Yu Liu, Nancy Qian, and Jaya Y. Wen. "Technological Adoption and Taxation: The Case of China's Golden Tax Reform." Tax Policy and the Economy 38 (2024): 101–122.
      • 2025
      • Working Paper

      Enhancing Treatment Effect Prediction on Privacy-Protected Data: An Honest Post-Processing Approach

      By: Ta-Wei Huang and Eva Ascarza
      As firms increasingly rely on customer data for personalization, concerns over privacy and regulatory compliance have grown. Local Differential Privacy (LDP) offers strong individual-level protection by injecting noise into data before collection. While... View Details
      Keywords: Targeted Intervention; Conditional Average Treatment Effect Estimation; Differential Privacy; Honest Estimation; Post-processing; Analytics and Data Science; Consumer Behavior; Marketing
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      Huang, Ta-Wei, and Eva Ascarza. "Enhancing Treatment Effect Prediction on Privacy-Protected Data: An Honest Post-Processing Approach." Harvard Business School Working Paper, No. 24-034, December 2023. (Revised March 2025.)
      • 2023
      • Working Paper

      Estimating Productivity in the Presence of Spillovers: Firm-Level Evidence from the U.S. Production Network

      By: Ebehi Iyoha
      This paper examines the extent to which productivity gains are transmitted across U.S. firms through buyer-supplier relationships. Many empirical studies measure firm-to-firm spillovers using firm-level productivity estimates derived from control function approaches.... View Details
      Keywords: Supply and Industry; Partners and Partnerships; Production
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      Iyoha, Ebehi. "Estimating Productivity in the Presence of Spillovers: Firm-Level Evidence from the U.S. Production Network." Harvard Business School Working Paper, No. 24-033, December 2023. (Winner of the Young Economists' Essay Award at the 2021 Annual Conference of the European Association for Research in Industrial Economics (EARIE))
      • 2023
      • Article

      M4: A Unified XAI Benchmark for Faithfulness Evaluation of Feature Attribution Methods across Metrics, Modalities, and Models

      By: Himabindu Lakkaraju, Xuhong Li, Mengnan Du, Jiamin Chen, Yekun Chai and Haoyi Xiong
      While Explainable Artificial Intelligence (XAI) techniques have been widely studied to explain predictions made by deep neural networks, the way to evaluate the faithfulness of explanation results remains challenging, due to the heterogeneity of explanations for... View Details
      Keywords: AI and Machine Learning
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      Lakkaraju, Himabindu, Xuhong Li, Mengnan Du, Jiamin Chen, Yekun Chai, and Haoyi Xiong. "M4: A Unified XAI Benchmark for Faithfulness Evaluation of Feature Attribution Methods across Metrics, Modalities, and Models." Advances in Neural Information Processing Systems (NeurIPS) (2023).
      • 2023
      • Working Paper

      Learning by Investing: Entrepreneurial Spillovers from Venture Capital

      By: Josh Lerner, Jinlin Li and Tong Liu
      This paper studies how investing in venture capital (VC) affects the entrepreneurial outcomes of individual limited partners (LPs). Using comprehensive administrative data on entrepreneurial activities and VC fundraising and investments in China, we first document that... View Details
      Keywords: Partners and Partnerships; Entrepreneurship; Venture Capital; Investment; China
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      Lerner, Josh, Jinlin Li, and Tong Liu. "Learning by Investing: Entrepreneurial Spillovers from Venture Capital." Harvard Business School Working Paper, No. 24-029, November 2023.
      • 2023
      • Working Paper

      The Equity Market Implications of the Retail Investment Boom

      By: Philippe van der Beck and Coralie Jaunin
      This paper quantifies the impact of Robinhood traders on the US equity market. Within a structural model, we estimate retail and institutional demand curves and derive aggregate pricing implications via market clearing. The inelastic nature of institutional demand... View Details
      Keywords: Institutional Investing; Financial Markets; Price; Financial Instruments
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      van der Beck, Philippe, and Coralie Jaunin. "The Equity Market Implications of the Retail Investment Boom." Swiss Finance Institute Research Paper Series, No. 21-12, November 2023.
      • 2023
      • Working Paper

      Toward a Better Understanding of Open Ecosystems: Implications for Policymakers

      By: Feng Zhu and Carmelo Cennamo
      The digital realm is undergoing a significant transformation, marked by the emergence of platform business models and the concept of open ecosystems. This paper delves into the intricate nature of ecosystem openness, underscoring the point that the openness of... View Details
      Keywords: Digital Platforms; Business Model; Governance; System; Situation or Environment
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      Zhu, Feng, and Carmelo Cennamo. "Toward a Better Understanding of Open Ecosystems: Implications for Policymakers." Working Paper, November 2023.
      • October 2023
      • Teaching Note

      Timnit Gebru: 'SILENCED No More' on AI Bias and The Harms of Large Language Models

      By: Tsedal Neeley and Tim Englehart
      Teaching Note for HBS Case No. 422-085. Dr. Timnit Gebru—a leading artificial intelligence (AI) computer scientist and co-lead of Google’s Ethical AI team—was messaging with one of her colleagues when she saw the words: “Did you resign?? Megan sent an email saying that... View Details
      Keywords: Ethics; Employment; Corporate Social Responsibility and Impact; Technological Innovation; AI and Machine Learning; Diversity; Prejudice and Bias; Technology Industry
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      Neeley, Tsedal, and Tim Englehart. "Timnit Gebru: 'SILENCED No More' on AI Bias and The Harms of Large Language Models." Harvard Business School Teaching Note 424-028, October 2023.
      • October 2023
      • Background Note

      What Leaders Need to Know about Mental Health

      By: Boris Groysberg, Robin Abrahams, Liana Groysberg, Natalia Groysberg and Abhijit Naik
      This paper will provide an overview of the nature of anxiety and depression, the particular vulnerabilities and stresses of CEOs, and suggestions for managing mental health in the workplace. View Details
      Keywords: CEO; Mental Health; Health Care and Treatment; Health Disorders; Leadership; Well-being
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      Groysberg, Boris, Robin Abrahams, Liana Groysberg, Natalia Groysberg, and Abhijit Naik. "What Leaders Need to Know about Mental Health." Harvard Business School Background Note 424-032, October 2023.
      • 2023
      • Working Paper

      Black-box Training Data Identification in GANs via Detector Networks

      By: Lukman Olagoke, Salil Vadhan and Seth Neel
      Since their inception Generative Adversarial Networks (GANs) have been popular generative models across images, audio, video, and tabular data. In this paper we study whether given access to a trained GAN, as well as fresh samples from the underlying distribution, if... View Details
      Keywords: Cybersecurity; Copyright; AI and Machine Learning; Analytics and Data Science
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      Olagoke, Lukman, Salil Vadhan, and Seth Neel. "Black-box Training Data Identification in GANs via Detector Networks." Working Paper, October 2023.
      • 2023
      • Working Paper

      How Private Investors Value 'Platformness': An Exploratory Study of Unicorns

      By: David B. Yoffie, Michael A. Cusumano, Annabelle Gawer, Sarah von Bargen and Kwesi Acquay
      This paper explores the premium investors have been willing to pay for private companies (unicorns) that are digital platforms vs. traditional companies. View Details
      Keywords: Platforms And Ecosystems; Digital Platforms; Investment Portfolio
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      Yoffie, David B., Michael A. Cusumano, Annabelle Gawer, Sarah von Bargen, and Kwesi Acquay. "How Private Investors Value 'Platformness': An Exploratory Study of Unicorns." Working Paper, October 2023.
      • 2023
      • Working Paper

      No Revenge for Nerds? Evaluating the Careers of Ivy League Athletes

      By: Natee Amornsiripanitch, Paul A. Gompers, George Hu, Will Levinson and Vladimir Mukharlyamov
      This paper compares the careers of Ivy League athletes to those of their non-athlete classmates. Combining team-level information on all Ivy League athletes from 1970 to 2021 with resume data for all Ivy League graduates, we examine both post-graduate education and... View Details
      Keywords: Outcome or Result; Higher Education; Personal Development and Career; Human Capital
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      Amornsiripanitch, Natee, Paul A. Gompers, George Hu, Will Levinson, and Vladimir Mukharlyamov. "No Revenge for Nerds? Evaluating the Careers of Ivy League Athletes." NBER Working Paper Series, No. 31753, October 2023.
      • September 2023 (Revised October 2023)
      • Case

      Ghassan Nuqul and the Nuqul Group: Preserving a Father's Legacy

      By: Christina R. Wing, Lauren Cohen and Alpana Thapar
      The Nuqul Group was established in 1952 by Elia Nuqul, a Palestinian refugee who fled his hometown in 1948 with his family to Jordan. He overcame many hardships in his initial years there, but subsequently started a trading business that grew to become one of Jordan’s... View Details
      Keywords: Family Business; Family Ownership; Organizational Change and Adaptation; Management Succession; Jordan
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      Wing, Christina R., Lauren Cohen, and Alpana Thapar. "Ghassan Nuqul and the Nuqul Group: Preserving a Father's Legacy." Harvard Business School Case 624-030, September 2023. (Revised October 2023.)
      • Article

      Update on E-liability Accounting

      By: Robert Kaplan, Karthik Ramanna and Piyush Jha
      Since publication of the original E-liability carbon accounting paper (HBR, Nov 2021), we created the E-liability Institute to help companies, governments, and nonprofits implement the method. The Institute’s mission is to test and validate the method, and develop... View Details
      Keywords: Decarbonization; Carbon Footprint; Supply Chain; Environmental Sustainability; Environmental Accounting
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      Kaplan, Robert, Karthik Ramanna, and Piyush Jha. "Update on E-liability Accounting." Accountability in a Sustainable World Quarterly, no. 4 (September 2023): 96–117.
      • 2023
      • Working Paper

      LALIGA—From a Soccer Competition Organizer to a Global Player in the Sports and Entertainment Industry

      By: Stephen A. Greyser, Kenneth Cortsen and Juan Fuentes Fernández
      LALIGA, the first- and second-tier professional soccer league (known as “football” outside of the U.S. and Canada) in Spain, enters its 100th soccer season later this decade. The most popular game in the world (Giulianotti, 2012) has gone through many changes since... View Details
      Keywords: Soccer; "Sports Organizations,; Business History; Strategy; Brands and Branding; Technology Adoption; Sports Industry
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      Greyser, Stephen A., Kenneth Cortsen, and Juan Fuentes Fernández. "LALIGA—From a Soccer Competition Organizer to a Global Player in the Sports and Entertainment Industry." Harvard Business School Working Paper, No. 24-009, August 2023.
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