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      • January–February 2021
      • Article

      Cross‐firm Return Predictability and Accounting Quality

      By: Wen Chen, Mozaffar Khan, Leonid Kogan and George Serafeim
      We test the hypothesis that if poor accounting quality (AQ) is associated with poor investor understanding of firms’ revenue and cost structures, then poor AQ stocks likely respond more slowly than good AQ stocks to new non‐idiosyncratic information that affects both... View Details
      Keywords: Accounting Quality; Earnings Quality; Stock Returns; Investment Strategy; Accounting; Business Earnings; Quality; Investment Return; Investment; Strategy
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      Chen, Wen, Mozaffar Khan, Leonid Kogan, and George Serafeim. "Cross‐firm Return Predictability and Accounting Quality." Journal of Business Finance & Accounting 48, nos. 1-2 (January–February 2021): 70–101.
      • January 2021 (Revised October 2021)
      • Case

      eToro: Building the World's Largest Social Trading Network

      By: Elie Ofek and Danielle Golan
      Social trading platform eToro was preparing for the launch of its expanded offering in the U.S. The company faced critical decisions regarding product-market fit, go-to-market strategy, positioning and monetization. Moreover, it faced the challenge of how best to make... View Details
      Keywords: Social Trading Platform; Investment; Social and Collaborative Networks; Marketing Strategy; Expansion; Digital Platforms
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      Ofek, Elie, and Danielle Golan. "eToro: Building the World's Largest Social Trading Network." Harvard Business School Case 521-057, January 2021. (Revised October 2021.)
      • January 2021
      • Article

      Turbulence, Firm Decentralization and Growth in Bad Times

      By: Philippe Aghion, Nicholas Bloom, Brian Lucking, Raffaella Sadun and John Van Reenen
      What is the optimal form of firm organization during “bad times”? We present a model of delegation within the firm to show that the effect is ambiguous. The greater turbulence following macro shocks may benefit decentralized firms because the value of local information... View Details
      Keywords: Decentralization; Growth; Turbulence; Great Recession; Organizational Design; System Shocks; Economic Growth; Performance
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      Aghion, Philippe, Nicholas Bloom, Brian Lucking, Raffaella Sadun, and John Van Reenen. "Turbulence, Firm Decentralization and Growth in Bad Times." American Economic Journal: Applied Economics 13, no. 1 (January 2021): 133–169.
      • Article

      The Unprecedented Stock Market Reaction to COVID-19

      By: Scott Baker, Nicholas Bloom, Steven J. Davis, Kyle Kost, Marco Sammon and Tasaneeya Viratyosin
      No previous infectious disease outbreak, including the Spanish Flu, has impacted the stock market as forcefully as the COVID-19 pandemic. In fact, previous pandemics left only mild traces on the U.S. stock market. We use text-based methods to develop these points with... View Details
      Keywords: COVID-19; Stock Market; Health Pandemics; Governance; Policy; Financial Markets
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      Baker, Scott, Nicholas Bloom, Steven J. Davis, Kyle Kost, Marco Sammon, and Tasaneeya Viratyosin. "The Unprecedented Stock Market Reaction to COVID-19." Review of Asset Pricing Studies 10, no. 4 (December 2020): 742–758.
      • 2022
      • Working Paper

      The Stock Market Value of Human Capital Creation

      By: Matthias Regier and Ethan Rouen
      We develop a measure of firm-year-specific human capital investment from publicly disclosed personnel expenses (PE) and examine the stock market valuation of this investment. Measuring the future value of PE (PEFV) based on the relation between lagged... View Details
      Keywords: Intangibles; Market Valuation; Human Capital; Stocks; Financial Markets; Valuation
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      Regier, Matthias, and Ethan Rouen. "The Stock Market Value of Human Capital Creation." Harvard Business School Working Paper, No. 21-047, October 2020. (Revised March 2022.)
      • August 2020 (Revised December 2020)
      • Case

      Latam Airlines and COVID-19: Seeking Bankruptcy Protection in the United States

      By: Laura Alfaro, Mauricio Larrain, Carlos Vilches and Sarah Jeong
      On May 26, 2020, Latam Airlines became the largest airline in the world to be driven to bankruptcy by COVID-19. With a complex debt structure and international investor composition, the company decided to file for bankruptcy protection in the United States, which... View Details
      Keywords: Airlines; Pandemic; Coronavirus Pandemic; Health Pandemics; Air Transportation; Insolvency and Bankruptcy; Capital Markets; Strategy; Latin America; Chile; United States
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      Alfaro, Laura, Mauricio Larrain, Carlos Vilches, and Sarah Jeong. "Latam Airlines and COVID-19: Seeking Bankruptcy Protection in the United States." Harvard Business School Case 321-027, August 2020. (Revised December 2020.)
      • August 2020 (Revised February 2021)
      • Case

      Luckin Coffee (A): Caffeine-fueled Growth?

      By: Ramon Casadesus-Masanell and Karen Elterman
      This case describes the founding of Chinese coffee chain Luckin Coffee in 2017 and its path to surpassing Starbucks as the largest coffee chain in China (by number of stores) in 2019. Unlike Starbucks stores, which were designed to be welcoming “third places” for... View Details
      Keywords: Business Model; Business Earnings; Cost; Cost Management; Financial Statements; Financial Condition; Financial Management; Stocks; Profit; Revenue; Price; Food; Business History; Employment; Brands and Branding; Product Positioning; Marketing Strategy; Business Strategy; Expansion; Competitive Strategy; Food and Beverage Industry; Technology Industry; Asia; China
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      Casadesus-Masanell, Ramon, and Karen Elterman. "Luckin Coffee (A): Caffeine-fueled Growth?" Harvard Business School Case 721-370, August 2020. (Revised February 2021.)
      • August 2020
      • Article

      Financial Market Risk Perceptions and the Macroeconomy

      By: Carolin E. Pflueger, Emil Siriwardane and Adi Sunderam
      We propose a novel measure of risk perceptions: the price of volatile stocks (PVS), defined as the book-to-market ratio of low-volatility stocks minus the book-to-market ratio of high-volatility stocks. PVS is high when perceived risk directly measured from surveys and... View Details
      Keywords: Risk-centric Business Cycles; Cross-section Of Equities; Real Risk-free Rate; Real Investment; Financial Markets; Risk and Uncertainty; Perception; Investment
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      Pflueger, Carolin E., Emil Siriwardane, and Adi Sunderam. "Financial Market Risk Perceptions and the Macroeconomy." Quarterly Journal of Economics 135, no. 3 (August 2020).
      • 2020
      • Working Paper

      Best Ideas

      By: Miguel Antón, Randolph B. Cohen and Christopher Polk
      We find that the stocks in which active mutual fund or hedge fund managers display the most conviction towards ex-ante, their “Best ideas,” outperform the market, as well as the other stocks in those managers’ portfolios, by approximately 2.8 to 4.5 percent per year,... View Details
      Keywords: Mutual Funds; Managerial Skill; Market Efficiency; Investment Funds; Management; Investment Portfolio; Decision Making
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      Antón, Miguel, Randolph B. Cohen, and Christopher Polk. "Best Ideas." Harvard Business School Working Paper, No. 21-004, June 2020.
      • June 2020 (Revised October 2020)
      • Case

      Muddy Waters vs. eHealth: The Debate of a 'Lifetime'

      By: Jonas Heese and Cristo Liautaud
      In May 2020, an analyst was assessing eHealth’s performance. eHealth was an online / tele-sales broker of health insurance products. The stock had recently hit all-time highs, closing at a peak of $146 on March 4, 2020. But now, May 4, 2020, eHealth traded at $103. The... View Details
      Keywords: Revenue Recognition; Health; Insurance; Online Technology; Insurance Industry
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      Heese, Jonas, and Cristo Liautaud. "Muddy Waters vs. eHealth: The Debate of a 'Lifetime'." Harvard Business School Case 120-114, June 2020. (Revised October 2020.)
      • May 2020 (Revised November 2021)
      • Supplement

      Valuing Peloton

      By: E. Scott Mayfield
      Peloton Interactive, a well-known unicorn in the connected fitness space, had gone public with a market capitalization of over $8.0 billion. In the weeks following its public debut, Peloton’s stock price fell by over 25%. Taylor Knox, a stock analyst and enthusiastic... View Details
      Keywords: Business Model; Disruptive Innovation; Risk and Uncertainty; Stocks; Price; Valuation; Entertainment and Recreation Industry
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      Mayfield, E. Scott. "Valuing Peloton." Harvard Business School Spreadsheet Supplement 220-717, May 2020. (Revised November 2021.)
      • May 2020 (Revised October 2021)
      • Case

      Valuing Peloton

      By: E. Scott Mayfield
      Peloton Interactive, a well-known venture-capital-backed unicorn in the connected fitness space, recently had gone public with a market capitalization of over $8.0 billion. However, in the weeks following its public debut, Peloton’s stock price had fallen by over 25%.... View Details
      Keywords: Business Model; Public Equity; Initial Public Offering; Disruptive Innovation; Business Strategy; Valuation; Entertainment and Recreation Industry; United States
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      Mayfield, E. Scott. "Valuing Peloton." Harvard Business School Case 220-060, May 2020. (Revised October 2021.)
      • May 2020 (Revised August 2021)
      • Case

      Playing the Field: Competing Bids for Anadarko Petroleum Corp

      By: E. Scott Mayfield, Daniel Green and Benjamin C. Esty
      On April 8, 2019, Occidental’s CEO Vicki Hollub made a private offer to buy Anadarko Petroleum Corporation for $72 in cash and stock. Anadarko's CEO Al Walker said he would consider the offer, yet three days later, on April 11, he signed a merger agreement with Chevron... View Details
      Keywords: Mergers and Acquisitions; Bids and Bidding; Decision Making; Cost vs Benefits
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      Mayfield, E. Scott, Daniel Green, and Benjamin C. Esty. "Playing the Field: Competing Bids for Anadarko Petroleum Corp." Harvard Business School Case 220-087, May 2020. (Revised August 2021.)
      • May 2020
      • Teaching Note

      Kraft Heinz: The $8 Billion Brand Write-Down

      By: Jill Avery
      Teaching Note for HBS Case No. 519-076. On Friday, February 22, 2019, following an unexpected and disappointing earnings report, The Kraft Heinz Company’s stock price fell 27%, wiping out $16 billion in market value. CEO Bernardo Hees had announced that the company had... View Details
      Keywords: Marketing; Marketing Strategy; Brands and Branding; Consumer Products Industry; Food and Beverage Industry; United States
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      Avery, Jill. "Kraft Heinz: The $8 Billion Brand Write-Down." Harvard Business School Teaching Note 520-114, May 2020.
      • May–June 2020
      • Article

      Interfirm Ties Between Ventures and Limited Partners of Venture Capital Funds: Performance Effects in Financial Markets

      By: Umit Ozmel, M. Deniz Yavuz, Timothy E. Trombley and Ranjay Gulati
      We argue that strong indirect ties are conducive to the transfer of private information, which provides an advantage in identifying profitable investment opportunities. In our context, a strong indirect tie is generated between an investor and a focal firm if the... View Details
      Keywords: Interfirm Ties; Social Networks; Venture Capital; Entrepreneurship; Performance
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      Ozmel, Umit, M. Deniz Yavuz, Timothy E. Trombley, and Ranjay Gulati. "Interfirm Ties Between Ventures and Limited Partners of Venture Capital Funds: Performance Effects in Financial Markets." Organization Science 31, no. 3 (May–June 2020): 698–719.
      • May 2020
      • Article

      The Creation and Evolution of Entrepreneurial Public Markets

      By: Shai Bernstein, Abhishek Dev and Josh Lerner
      This paper explores the creation and evolution of new stock exchanges around the world geared towards entrepreneurial companies, known as second-tier exchanges. Using hand-collected novel data, we document the proliferation of these new stock exchanges that were... View Details
      Keywords: Stock Exchanges; Entrepreneurship; Finance; Initial Public Offering; Capital; Entrepreneurial Finance
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      Bernstein, Shai, Abhishek Dev, and Josh Lerner. "The Creation and Evolution of Entrepreneurial Public Markets." Journal of Financial Economics 136, no. 2 (May 2020): 307–329.
      • April 2020 (Revised April 2023)
      • Case

      TransDigm in 2017: The Beginning of the End or the End of the Beginning?

      By: Benjamin C. Esty and Daniel Fisher
      TransDigm was a highly acquisitive company that manufactured a wide range of highly engineered aerospace parts for both military and commercial customers. Over the ten years ending in 2016, its stock price had increased ten times, and both EBITDA and revenues had grown... View Details
      Keywords: Value Capturing; Pricing Strategy; Supplier Power; Buyer Power; Porter's Five Forces; Bargaining Power; Aerospace; Acquisition Strategy; Value Drivers; Ethical Behavior; Regulation; Growth Strategy; Business Ethics; Defense; Procurement; Sustainability; Value-Based Business Strategy; Acquisition; Ethics; Private Equity; Financial Strategy; Growth Management; Performance Evaluation; Business Strategy; Competitive Strategy; Horizontal Integration; Value Creation; Competitive Advantage; Monopoly; Aerospace Industry; Air Transportation Industry; United States
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      Esty, Benjamin C., and Daniel Fisher. "TransDigm in 2017: The Beginning of the End or the End of the Beginning?" Harvard Business School Case 720-422, April 2020. (Revised April 2023.)
      • 2020
      • Working Paper

      Aggregate and Firm-Level Stock Returns During Pandemics, in Real Time

      By: Laura Alfaro, Anusha Chari, Andrew Greenland and Peter K. Schott
      We show that unexpected changes in the trajectory of COVID-19 infections predict U.S. stock returns, in real time. Parameter estimates indicate that an unanticipated doubling (halving) of projected infections forecasts next-day decreases (increases) in aggregate U.S.... View Details
      Keywords: COVID-19; Stock Returns; Health Pandemics; Stocks; Investment Return; Forecasting and Prediction
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      Alfaro, Laura, Anusha Chari, Andrew Greenland, and Peter K. Schott. "Aggregate and Firm-Level Stock Returns During Pandemics, in Real Time." NBER Working Paper Series, No. 26950, April 2020. (Revised May 2020.)
      • February 2020 (Revised April 2021)
      • Case

      StockX: The Stock Market of Things

      By: Chiara Farronato, John J. Horton, Annelena Lobb and Julia Kelley
      Founded in 2015 by Dan Gilbert, Josh Luber, and Greg Schwartz, StockX was an online platform where users could buy and sell unworn luxury and limited-edition sneakers. Sneaker resale prices often fluctuated over time based on supply and demand, creating a robust... View Details
      Keywords: Markets; Auctions; Bids and Bidding; Demand and Consumers; Consumer Behavior; Analytics and Data Science; Market Design; Digital Platforms; Market Transactions; Marketplace Matching; Supply and Industry; Analysis; Price; Product Marketing; Product Launch; Apparel and Accessories Industry; Fashion Industry; North and Central America; United States; Michigan; Detroit
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      Farronato, Chiara, John J. Horton, Annelena Lobb, and Julia Kelley. "StockX: The Stock Market of Things." Harvard Business School Case 620-062, February 2020. (Revised April 2021.)
      • February 2020 (Revised April 2021)
      • Supplement

      StockX: The Stock Market of Things (Data Set)

      By: Chiara Farronato, John J. Horton, Annelena Lobb and Julia Kelley
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      Farronato, Chiara, John J. Horton, Annelena Lobb, and Julia Kelley. "StockX: The Stock Market of Things (Data Set)." Harvard Business School Spreadsheet Supplement 620-711, February 2020. (Revised April 2021.)
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