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      • 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.
      • 2025
      • Working Paper

      Too Much, Too Soon? Early Funding, Technological Unconventionality, and Innovation Capabilities

      By: Harsh Ketkar and Maria Roche
      The availability of financial resources significantly shapes firm innovation outcomes, especially for early-stage, innovation-focused technology firms. However, prior research has provided conflicting findings about this relationship: On the one hand, resource... View Details
      Keywords: Startups; Technology Strategy; Novelty; Unconventionality; Resource Constraints; Early Stage Firms; Business Startups; Technological Innovation; Entrepreneurial Finance
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      Ketkar, Harsh, and Maria Roche. "Too Much, Too Soon? Early Funding, Technological Unconventionality, and Innovation Capabilities." Harvard Business School Working Paper, No. 25-032, December 2024. (Revised February 2025.)
      • December 2024
      • Case

      Core Innovation Capital: Investing in Fintech for Good

      By: Ray Kluender, Natalia Rigol, Benjamin Roth and Nicole Tempest Keller
      In 2017, Arjan Schütte, founder of Core Innovation Capital, faced a decision on whether to invest in Hugo Insurance, an auto insurance startup. Core, an early-stage social impact VC firm, focused on “fintech for good,” by investing in financial services for low- to... View Details
      Keywords: Fintech; Venture Capital; Social Entrepreneurship; Insurance; Measurement and Metrics; Investment; Corporate Social Responsibility and Impact; Product Positioning; Financial Services Industry; Technology Industry; Insurance Industry; United States
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      Kluender, Ray, Natalia Rigol, Benjamin Roth, and Nicole Tempest Keller. "Core Innovation Capital: Investing in Fintech for Good." Harvard Business School Case 825-064, December 2024.
      • December 2024 (Revised March 2025)
      • Case

      WayCool: Addressing Food Loss

      By: Rajiv Lal and Kairavi Dey
      Headquartered in Chennai, India, WayCool started by focusing on solving the growing challenge of food losses and low farmer incomes. Dasari and Jayaraman, surprised at the amount of fruits and vegetables lost in the agricultural supply chain, set up the company with... View Details
      Keywords: Agribusiness; Entrepreneurship; Business Model; Food; Supply Chain; Loss; Expansion; Distribution Channels; Agriculture and Agribusiness Industry; Asia; India; Bangalore; Chennai
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      Lal, Rajiv, and Kairavi Dey. "WayCool: Addressing Food Loss." Harvard Business School Case 525-041, December 2024. (Revised March 2025.)
      • November–December 2024
      • Article

      How Robust Is Your Climate Governance?

      By: Lynn S. Paine and Suraj Srinivasan
      During the past few years, as evidence of climate change and its effects has mounted, many corporate boards have added climate governance to their agendas. But the maturity of boards’ climate-oversight processes and activities varies widely.
      To better... View Details
      Keywords: Corporate Governance; Climate Change; Corporate Social Responsibility and Impact; Governing and Advisory Boards
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      Paine, Lynn S., and Suraj Srinivasan. "How Robust Is Your Climate Governance?" Harvard Business Review 102, no. 6 (November–December 2024): 86–95.
      • November 2024
      • Supplement

      FedEx Cyberattack (B): Reflections and Lessons

      By: Hise Gibson, Frank Nagle, Alicia Dadlani and Martha Hostetter
      Set in 2024, this (B) case provides an update to the (A) case (no. 625-049) about a devastating cyberattack that destroyed thousands of computers and business systems at FedEx’s European division in 2017. It describes lessons learned and changes made in the wake of the... View Details
      Keywords: Cybersecurity; Disruption; Crisis Management; Organizational Change and Adaptation; Europe
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      Gibson, Hise, Frank Nagle, Alicia Dadlani, and Martha Hostetter. "FedEx Cyberattack (B): Reflections and Lessons ." Harvard Business School Supplement 625-059, November 2024.
      • November 2024 (Revised May 2025)
      • Case

      Indonesia Education Reform: Merdeka Belajar ('Emancipated Learning')

      By: John Jong-Hyun Kim, Adina Wong, Nancy Hua Dai and Mary C. Sauer
      This case is set in 2024 in Indonesia, as Nadiem Makarim, Minister of Education, Culture, Research, and Technology, reflects on his tenure as Minister shortly before stepping down. With the ambition to lift Indonesia out of the middle-income gap by raising K12 to... View Details
      Keywords: Education; Change Management; Knowledge Dissemination; Government Administration; Leading Change; Innovation Strategy; Development Economics; Education Industry; Asia; Indonesia
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      Kim, John Jong-Hyun, Adina Wong, Nancy Hua Dai, and Mary C. Sauer. "Indonesia Education Reform: Merdeka Belajar ('Emancipated Learning')." Harvard Business School Case 325-060, November 2024. (Revised May 2025.)
      • November 2024
      • Technical Note

      Is a Single-Family Office Right for You?

      By: Christina R. Wing, George Jackoboice and Justin Huang
      Twenty years ago, the term “family office” was used infrequently and often reserved for the most storied families such as the Rockefellers or the Kennedys. Now, “family office” is on the tip of the tongue of every investor, wealth manager, and company. However, the... View Details
      Keywords: Family Office; Family Business
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      Wing, Christina R., George Jackoboice, and Justin Huang. "Is a Single-Family Office Right for You?" Harvard Business School Technical Note 625-073, November 2024.
      • 2024
      • Working Paper

      Advice and the Bayesian Entrepreneur

      By: Susan Cohen and Rembrand Koning
      Bayesian entrepreneurship starts from the premise that entrepreneurs’ beliefs guide their theorizing, experimentation, and choices (Agrawal et al., n.d.). Since each entrepreneur has unique beliefs based on their own set of past experiences, cognitive ability, and... View Details
      Keywords: Entrepreneurship; Decision Choices and Conditions
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      Cohen, Susan, and Rembrand Koning. "Advice and the Bayesian Entrepreneur." Harvard Business School Working Paper, No. 25-029, November 2024.
      • 2024
      • Working Paper

      Categorical Processing in a Complex World

      By: Marco Sammon, Thomas Graeber and Christopher Roth
      In real-world news environments, quantitative information is rarely presented in isolation; it is characterized through qualitative comparisons with various reference levels. Company earnings, for example, are commonly compared to analyst forecasts, previous earnings,... View Details
      Keywords: Announcements; Cognition and Thinking; Communication Strategy
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      Sammon, Marco, Thomas Graeber, and Christopher Roth. "Categorical Processing in a Complex World." Working Paper, November 2024.
      • November 2024
      • Article

      On the Representativeness of Voter Turnout

      By: Louis Kaplow and Scott Duke Kominers
      Prominent theory research on voting analyzes a variety of models in which expected pivotality drives voters' turnout decisions and hence determines voting outcomes. It is recognized, however, that such work is at odds with Downs's paradox: in practice, many... View Details
      Keywords: Voting Behavior; Voting Turnout; Paradox Of Voting; Pivotality; Elections; Model; Theory; Governance Transparency; Government; Democracy; Turnout; Voting; Governance; Government and Politics; Public Sector; Political Elections
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      Kaplow, Louis, and Scott Duke Kominers. "On the Representativeness of Voter Turnout." Journal of Law & Economics 67, no. 4 (November 2024): 879–904.
      • November 2024
      • Article

      Preference Externality Estimators: A Comparison of Border Approaches and IVs

      By: Xi Ling, Wesley R. Hartmann and Tomomichi Amano
      This paper compares two estimators—the Border Approach and an Instrumental Variable (IV) estimator—using a unified framework where identifying variation arises from “preference externalities,” following the intuition in Waldfogel (2003). We highlight two dimensions in... View Details
      Keywords: Econometrics; Casual Inference; Marketing; Economics; Advertising; Mathematical Methods
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      Ling, Xi, Wesley R. Hartmann, and Tomomichi Amano. "Preference Externality Estimators: A Comparison of Border Approaches and IVs." Management Science 70, no. 11 (November 2024): 7892–7910.
      • November 2024
      • Article

      Stakeholder Amnesia in M&A Deals

      By: Caley Petrucci and Guhan Subramanian
      Public companies have increasingly embraced environmental, social and governance (ESG) factors in the course of everyday business. However, these ESG considerations are virtually non-existent in merger and acquisition (M&A) transactions. Elon Musk’s recent acquisition... View Details
      Keywords: Corporate Governance; Corporate Social Responsibility and Impact; Governing and Advisory Boards; Mergers and Acquisitions
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      Petrucci, Caley, and Guhan Subramanian. "Stakeholder Amnesia in M&A Deals." Journal of Corporation Law 50, no. 1 (November 2024): 87–147.
      • 2024
      • Article

      Supply and Demand and the Term Structure of Interest Rates

      By: Robin Greenwood, Samuel Hanson and Dimitri Vayanos
      We survey the growing literature emphasizing the role that supply-and-demand forces play in shaping the term structure of interest rates. Our starting point is the Vayanos and Vila (2009, 2021) model of the term structure of default-free bond yields, which we present... View Details
      Keywords: Demand and Consumers; Interest Rates; Bonds; Financial Markets
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      Greenwood, Robin, Samuel Hanson, and Dimitri Vayanos. "Supply and Demand and the Term Structure of Interest Rates." Annual Review of Financial Economics 16 (2024): 115–151.
      • November 5, 2024
      • Article

      The International Empirics of Management

      By: Daniela Scur, Scott Ohlmacher, John Van Reenen, Morten Bennedsen, Nick Bloom, Ali Choudhary, Lucia Foster, Jesse Groenewegen, Arti Grover, Sjoerd Hardeman, Leonardo Iacovone, Ryo Kambayashi, Marie-Christine Laible, Renata Lemos, Hongbin Li, Andrea Linarello, Mika Maliranta, Denis Medvedev, Charlotte Meng, John Miles Touya, Natalia Mandirola, Roope Ohlsbom, Atsushi Ohyama, Megha Patnaik, Mariana Pereira-López, Raffaella Sadun, Tatsuro Senga, Franklin Qian and Florian Zimmermann
      A country’s national income broadly depends on the quantity and quality of workers and capital. But how well these factors are managed within and between firms may be a key determinant of a country’s productivity and its GDP. Although social scientists have long... View Details
      Keywords: Performance Productivity; Economy; Management Practices and Processes
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      Scur, Daniela, Scott Ohlmacher, John Van Reenen, Morten Bennedsen, Nick Bloom, Ali Choudhary, Lucia Foster, Jesse Groenewegen, Arti Grover, Sjoerd Hardeman, Leonardo Iacovone, Ryo Kambayashi, Marie-Christine Laible, Renata Lemos, Hongbin Li, Andrea Linarello, Mika Maliranta, Denis Medvedev, Charlotte Meng, John Miles Touya, Natalia Mandirola, Roope Ohlsbom, Atsushi Ohyama, Megha Patnaik, Mariana Pereira-López, Raffaella Sadun, Tatsuro Senga, Franklin Qian, and Florian Zimmermann. "The International Empirics of Management." Proceedings of the National Academy of Sciences 121, no. 45 (November 5, 2024).
      • 2025
      • Working Paper

      Generative AI and the Nature of Work

      By: Manuel Hoffmann, Sam Boysel, Frank Nagle, Sida Peng and Kevin Xu
      Recent advances in artificial intelligence (AI) technology demonstrate a considerable potential to complement human capital intensive activities. While an emerging literature documents wide-ranging productivity effects of AI, relatively little attention has been paid... View Details
      Keywords: Generative Ai; Digital Work; Open Source Software; Knowledge Economy; AI and Machine Learning; Open Source Distribution; Organizational Structure; Performance Productivity; Labor
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      Hoffmann, Manuel, Sam Boysel, Frank Nagle, Sida Peng, and Kevin Xu. "Generative AI and the Nature of Work." Harvard Business School Working Paper, No. 25-021, October 2024. (Revised April 2025.)
      • October 18, 2024
      • Article

      Why Workplace Well-Being Programs Don’t Achieve Better Outcomes

      By: Jazz Croft, Acacia Parks and Ashley Whillans
      By 2026, global corporate spending on wellness programs is set to top $94.6 billion, yet anticipated improvements in well-being are not being realized, and, in fact, mental health needs are continuing to rise around the world. Drawing on a large body of recent... View Details
      Keywords: Organizational Culture; Employees; Well-being
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      Croft, Jazz, Acacia Parks, and Ashley Whillans. "Why Workplace Well-Being Programs Don’t Achieve Better Outcomes." Harvard Business Review Digital Articles (October 18, 2024).
      • October 2024
      • Case

      Parexel: Scaling Up and Industry Dynamics

      By: Regina E. Herzlinger and Ben Creo
      Through the lens of biopharmaceutical contract research organization (CRO) PAREXEL, this case traces the evolution of the firm as it reinvents itself in response to the transformation of the CRO sector from a small, secondary cluster of firms into a major player with... View Details
      Keywords: Research; Innovation and Invention; Business Model; Transformation; Globalization; Information Technology; Competitive Advantage; Pharmaceutical Industry
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      Herzlinger, Regina E., and Ben Creo. "Parexel: Scaling Up and Industry Dynamics." Harvard Business School Case 325-046, October 2024.
      • October 2024
      • Teaching Note

      Taiwan After Globalization: Twilight of the Developmental State?

      By: Debora L. Spar and Julia M. Comeau
      Teaching Note for HBS Case No. 324-032. In the last 70 years, the small island of Taiwan has achieved what many believe to be a “miracle”: its economy has grown at a record-setting pace, driven and guided by one of the world's most successful set of industrial... View Details
      Keywords: Economic Growth; Economic Slowdown and Stagnation; Trade; Policy; Government and Politics; Globalized Economies and Regions; Semiconductor Industry; Technology Industry; Taiwan; China; Asia; United States
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      Spar, Debora L., and Julia M. Comeau. "Taiwan After Globalization: Twilight of the Developmental State?" Harvard Business School Teaching Note 325-057, October 2024.
      • September–October 2024
      • Article

      Boards Need a New Approach to Technology

      By: Tarun Khanna, Mary C. Beckerle and Nabil Y. Sakkab
      The boards of too many publicly traded companies are downright timid when considering matters involving science and technology. More often than not, they focus on security and digitization—a defensive posture that fails to consider the bigger opportunities emerging... View Details
      Keywords: Governing and Advisory Boards; Opportunities; Technology Adoption
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      Khanna, Tarun, Mary C. Beckerle, and Nabil Y. Sakkab. "Boards Need a New Approach to Technology." Harvard Business Review 102, no. 5 (September–October 2024): 128–137.
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