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    • All HBS Web  (3,494)
      • Faculty Publications  (291)

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      • Article

      How Much Should We Trust Staggered Difference-In-Differences Estimates?

      By: Andrew C. Baker, David F. Larcker and Charles C.Y. Wang
      We explain when and how staggered difference-in-differences regression estimators, commonly applied to assess the impact of policy changes, are biased. These biases are likely to be relevant for a large portion of research settings in finance, accounting, and law that... View Details
      Keywords: Difference In Differences; Staggered Difference-in-differences Designs; Generalized Difference-in-differences; Dynamic Treatment Effects; Mathematical Methods
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      Baker, Andrew C., David F. Larcker, and Charles C.Y. Wang. "How Much Should We Trust Staggered Difference-In-Differences Estimates?" Journal of Financial Economics 144, no. 2 (May 2022): 370–395. (Editor's Choice, May 2022; Jensen Prize, First Place, June 2023.)
      • March 2022
      • Case

      Auto Mag (Abridged)

      By: David E. Bell
      A young HBS graduate purchases a publisher of specialty magazines that advertises second hand cars, boats, trucks, etc. The magazines carry photographs and a brief description of each article for sale. The company faces the problem of deciding on how many magazines to... View Details
      Keywords: Distribution; Cost Management; Decision Choices and Conditions; Forecasting and Prediction
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      Bell, David E. "Auto Mag (Abridged)." Harvard Business School Case 122-096, March 2022.
      • February 2022 (Revised September 2022)
      • Case

      InstaDeep: AI Innovation Born in Africa (A)

      By: Shikhar Ghosh and Esel Çekin
      Karim Beguir and Zohra Slim were the co-founders of InstaDeep, a deep tech startup focusing on artificial intelligence (AI) solutions. Instadeep was one of the few companies globally that were partnering with DeepMind, an AI subsidiary of Google [Alphabet Inc.].... View Details
      Keywords: AI; Artificial Intelligence; Entrepreneurship; Operations; Business Subsidiaries; Brands and Branding; Innovation and Invention; Growth and Development Strategy; AI and Machine Learning; Technology Industry; Africa
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      Ghosh, Shikhar, and Esel Çekin. "InstaDeep: AI Innovation Born in Africa (A)." Harvard Business School Case 822-104, February 2022. (Revised September 2022.)
      • February 2022 (Revised July 2022)
      • Supplement

      InstaDeep: AI Innovation Born in Africa (B)

      By: Shikhar Ghosh and Esel Çekin
      Karim Beguir and Zohra Slim were the co-founders of InstaDeep, a deep tech startup focusing on artificial intelligence (AI) solutions. Instadeep was one of the few companies globally that were partnering with DeepMind, an AI subsidiary of Google [Alphabet Inc.].... View Details
      Keywords: AI; Artificial Intelligence; Entrepreneurship; Operations; Business Subsidiaries; Brands and Branding; Innovation and Invention; Growth and Development Strategy; AI and Machine Learning; Technology Industry; Africa
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      Ghosh, Shikhar, and Esel Çekin. "InstaDeep: AI Innovation Born in Africa (B)." Harvard Business School Supplement 822-105, February 2022. (Revised July 2022.)
      • Article

      Adaptive Machine Unlearning

      By: Varun Gupta, Christopher Jung, Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi and Chris Waites
      Data deletion algorithms aim to remove the influence of deleted data points from trained models at a cheaper computational cost than fully retraining those models. However, for sequences of deletions, most prior work in the non-convex setting gives valid guarantees... View Details
      Keywords: Machine Learning; AI and Machine Learning
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      Gupta, Varun, Christopher Jung, Seth Neel, Aaron Roth, Saeed Sharifi-Malvajerdi, and Chris Waites. "Adaptive Machine Unlearning." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
      • 24 Nov 2021
      • Interview

      Best Buy: Hubert Joly

      By: Guy Raz and Hubert Joly
      In 2012, to say there was a crisis at Best Buy—is an understatement. In January, Forbes published an article with the headline: WHY BEST BUY IS GOING OUT OF BUSINESS.
      Then, in March, the company reported a loss of $1.7 billion dollars, and in April, the CEO... View Details
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      "Best Buy: Hubert Joly." Wisdom from the Top (podcast), National Public Radio (NPR), November 24, 2021. (Interview with Guy Raz.)
      • November 2021 (Revised March 2022)
      • Case

      Kwame Spearman at Tattered Cover: Reinventing Brick-and-Mortar Retail

      By: Ryan Raffaelli and Kerry Herman
      The case spotlights Kwame Spearman’s career-shifting decision to leave a NYC-based consulting job to return to his hometown of Denver, Colorado, and take over an iconic independent bookstore, The Tattered Cover. The case lays out ways Spearman envisions a new approach... View Details
      Keywords: Retail; Leadership; Leading Change; Competitive Strategy; Personal Development and Career; Publishing Industry; Publishing Industry; United States
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      Raffaelli, Ryan, and Kerry Herman. "Kwame Spearman at Tattered Cover: Reinventing Brick-and-Mortar Retail." Harvard Business School Case 422-014, November 2021. (Revised March 2022.)
      • October 2021 (Revised February 2022)
      • Case

      Newsweek: Driving a Digital First Strategy

      By: Lynda M. Applegate and Suraj Srinivasan
      The case describes the transformation at Newsweek, the storied news magazine that had fallen from its commanding position as a premier print publication unable to find its footing in the fast changing digital media landscape. After buying Newsweek and taking over as... View Details
      Keywords: Transformation; Strategy; Internet and the Web; Analytics and Data Science; Performance Evaluation; Partners and Partnerships
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      Applegate, Lynda M., and Suraj Srinivasan. "Newsweek: Driving a Digital First Strategy." Harvard Business School Case 822-052, October 2021. (Revised February 2022.)
      • October 2021
      • Article

      Shareholder Activism and Firms' Voluntary Disclosure of Climate Change Risks

      By: Caroline Flammer, Michael W. Toffel and Kala Viswanathan
      This paper examines whether—in the absence of mandated disclosure requirements—shareholder activism can elicit greater disclosure of firms’ exposure to climate change risks. We find that environmental shareholder activism increases the voluntary disclosure of climate... View Details
      Keywords: Transparency; Reporting; Shareholder Engagement; Shareholder Activism; Climate Change; Risk and Uncertainty; Environmental Management; Investment Activism; Corporate Disclosure; Communication Strategy; Information Publishing; Measurement and Metrics; Corporate Social Responsibility and Impact; Problems and Challenges; United States
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      Flammer, Caroline, Michael W. Toffel, and Kala Viswanathan. "Shareholder Activism and Firms' Voluntary Disclosure of Climate Change Risks." Strategic Management Journal 42, no. 10 (October 2021): 1850–1879. (Featured in Harvard Business Review.)
      • 2 Sep 2021
      • Interview

      Amy Edmondson

      By: Amy C. Edmondson and Deepak Jayaraman
      Amy C. Edmondson is the Novartis Professor of Leadership and Management at the Harvard Business School. Amy has been recognized by the biannual Thinkers50 global ranking of management thinkers since 2011, and most recently was ranked #3 in 2019. She studies teaming,... View Details
      Keywords: Psychological Safety; Organizational Culture; Communication; Performance Effectiveness
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      "Amy Edmondson." Episode 78. Play to Potential (podcast), September 2, 2021.
      • 2021
      • Article

      An Empirical Examination of Sell-Side Brokerage Analysts' Published Research, Concierge Services, and High-Touch Services

      By: David A. Maber, Boris Groysberg and Paul M. Healy
      This paper uses a proprietary panel dataset to categorize and quantify the activities that sell-side brokerage analysts use to build and sustain their network of buy-side client relations. We then examine the marginal impact of these activities on key analyst outcome... View Details
      Keywords: Sell-side Analysts; Analyst Ratings; Brokerage Commissions; Earnings Forecasts
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      Maber, David A., Boris Groysberg, and Paul M. Healy. "An Empirical Examination of Sell-Side Brokerage Analysts' Published Research, Concierge Services, and High-Touch Services." European Accounting Review 30, no. 4 (2021): 827–853.
      • August 2021
      • Article

      Multiple Imputation Using Gaussian Copulas

      By: F.M. Hollenbach, I. Bojinov, S. Minhas, N.W. Metternich, M.D. Ward and A. Volfovsky
      Missing observations are pervasive throughout empirical research, especially in the social sciences. Despite multiple approaches to dealing adequately with missing data, many scholars still fail to address this vital issue. In this paper, we present a simple-to-use... View Details
      Keywords: Missing Data; Bayesian Statistics; Imputation; Categorical Data; Estimation
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      Hollenbach, F.M., I. Bojinov, S. Minhas, N.W. Metternich, M.D. Ward, and A. Volfovsky. "Multiple Imputation Using Gaussian Copulas." Special Issue on New Quantitative Approaches to Studying Social Inequality. Sociological Methods & Research 50, no. 3 (August 2021): 1259–1283. (0049124118799381.)
      • 2023
      • Working Paper

      Data Governance, Interoperability and Standardization: Organizational Adaptation to Privacy Regulation

      By: Sam (Ruiqing) Cao and Marco Iansiti
      The increasing availability of data can afford dynamic competitive advantages among data-intensive corporations, but governance bottlenecks hinder data-driven value creation and increase regulatory risks. We analyze the role of two technological features of data... View Details
      Keywords: Organizations; Information Technology; Performance Productivity; Growth and Development; Transformation
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      Cao, Sam (Ruiqing), and Marco Iansiti. "Data Governance, Interoperability and Standardization: Organizational Adaptation to Privacy Regulation." Harvard Business School Working Paper, No. 21-122, May 2021. (Revised November 2023.)
      • April 17, 2021
      • Article

      Reimagining India's Health System: A Lancet Citizens' Commission

      By: Vikram Patel, Kiran Mazumdar-Shaw, Gagandeep Kang, Pamela Das and Tarun Khanna
      This commentary announces the launch of the Lancet Citizens’ Commission on Reimagining India’s Health System. The Commission is an ambitious, cross-sectoral effort to develop a citizens’ roadmap to achieving universal health coverage (UHC) in India in the next decade.... View Details
      Keywords: Universal Health Coverage; Health Care and Treatment; Reports; India
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      Patel, Vikram, Kiran Mazumdar-Shaw, Gagandeep Kang, Pamela Das, and Tarun Khanna. "Reimagining India's Health System: A Lancet Citizens' Commission." Lancet 397, no. 10283 (April 17, 2021). (Comment.)
      • Article

      How History Shaped the Innovator's Dilemma

      By: Tom Nicholas
      In 1993, four years prior to the publication of Clayton Christensen’s highly influential book, The Innovator’s Dilemma, the Business History Review (BHR) published an article by Christensen titled “The Rigid Disk Drive Industry: A History of... View Details
      Keywords: Clayton Christensen; Impact; Innovation and Invention; Disruptive Innovation; Research
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      Nicholas, Tom. "How History Shaped the Innovator's Dilemma." Business History Review 95, no. 1 (Spring 2021): 121–148.
      • March 2021 (Revised January 2024)
      • Case

      Ayn Rand: Changing the World

      By: Robert Simons and Max Saffer
      This case traces the life of Ayn Rand from Russia to Hollywood to New York City. The case describes how Rand fled communist Russia and, in reaction to the deprivations she experienced under communism, developed a philosophy idealizing free will and personal... View Details
      Keywords: Writing; Values and Beliefs; Economic Systems; Society; Mission and Purpose; Success; Work-Life Balance; Ethics; Personal Development and Career; Publishing Industry
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      Simons, Robert, and Max Saffer. "Ayn Rand: Changing the World." Harvard Business School Case 121-070, March 2021. (Revised January 2024.)
      • 2021
      • Working Paper

      How Much Should We Trust Staggered Difference-In-Differences Estimates?

      By: Andrew C. Baker, David F. Larcker and Charles C.Y. Wang
      Difference-in-differences analysis with staggered treatment timing is frequently used to assess the impact of policy changes on corporate outcomes in academic research. However, recent advances in econometric theory show that such designs are likely to be biased in the... View Details
      Keywords: Difference In Differences; Staggered Difference-in-differences Designs; Generalized Difference-in-differences; Dynamic Treatment Effects; Mathematical Methods
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      Baker, Andrew C., David F. Larcker, and Charles C.Y. Wang. "How Much Should We Trust Staggered Difference-In-Differences Estimates?" European Corporate Governance Institute Finance Working Paper, No. 736/2021, February 2021. (Harvard Business School Working Paper, No. 21-112, April 2021.)
      • 2021
      • Article

      The Sustainable Corporate Governance Initiative in Europe

      By: Mark Roe, Holger Spamann, Jesse M. Fried and Charles C.Y. Wang
      In July 2020, the European Commission published the “Study on directors’ duties and sustainable corporate governance” by EY. The Report purports to find evidence of debilitating short-termism in EU corporate governance and recommends many changes to support sustainable... View Details
      Keywords: Short-termism; Hedge Funds; Shareholder Activism; Securities Regulation; Agency Costs; Political Economy; Payouts; Repurchases; Corporate Governance; Investment Funds; Investment Activism; Research and Development; Investment; European Union
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      Roe, Mark, Holger Spamann, Jesse M. Fried, and Charles C.Y. Wang. "The Sustainable Corporate Governance Initiative in Europe." Yale Journal on Regulation Bulletin 38 (2021): 133–153.
      • 2021
      • Book

      Harvard Business Review Family Business Handbook: How to Build and Sustain a Successful, Enduring Enterprise

      By: Josh Baron and Rob Lachenauer
      Navigate the complex decisions and critical relationships necessary to create and sustain a healthy family business--and business family. Though "family business" may sound like it refers only to mom-and-pop shops, businesses owned by families are among the most... View Details
      Keywords: Family Business; Entrepreneurship; Family and Family Relationships; Outcome or Result; Business Model; Conflict and Resolution; Organizational Culture
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      Baron, Josh, and Rob Lachenauer. Harvard Business Review Family Business Handbook: How to Build and Sustain a Successful, Enduring Enterprise. Harvard Business Review Press, 2021.
      • November 2020
      • Case

      Axis My India

      By: Ananth Raman, Ann Winslow and Kairavi Dey
      Pradeep Gupta founded Axis My India (AMI) as a printing and publishing company in 1998. In 2013, AMI expanded into consumer research and election forecasting. Although a relatively unknown entity, AMI predicted several election results accurately. Gupta describes AMI’s... View Details
      Keywords: Market Research; Operations; Management; Infrastructure; Logistics; Service Operations; Political Elections; Forecasting and Prediction; Asia; India
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      Raman, Ananth, Ann Winslow, and Kairavi Dey. "Axis My India." Harvard Business School Case 621-075, November 2020.
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