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      • Faculty Publications  (2,129)

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      • November–December 2022
      • Article

      To See the Way Forward, Look Back

      By: Ranjay Gulati
      Most business leaders focus on the future much more than on the past, believing that their job is to embrace disruption and innovation, transform their organizations, and explore new frontiers. But decades of research on companies worldwide shows that most successful... View Details
      Keywords: Values and Beliefs; Transformation; Mission and Purpose; Leadership
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      Gulati, Ranjay. "To See the Way Forward, Look Back." Harvard Business Review (November–December 2022): 53–57.
      • 2022
      • Working Paper

      The Evolution of ESG Reports and the Role of Voluntary Standards

      By: Ethan Rouen, Kunal Sachdeva and Aaron Yoon
      We examine the evolution of ESG reports of S&P 500 firms from 2010 to 2021. The percentage of firms releasing these voluntary disclosures increased from 35% to 86% during this period, although the length of these documents experienced more modest growth. Using a... View Details
      Keywords: Voluntary Disclosure; Textual Analysis; Modeling And Analysis; Corporate Social Responsibility and Impact; AI and Machine Learning; Accounting
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      Rouen, Ethan, Kunal Sachdeva, and Aaron Yoon. "The Evolution of ESG Reports and the Role of Voluntary Standards." Harvard Business School Working Paper, No. 23-024, October 2022.
      • 2025
      • Working Paper

      Pricing with Bandits in the Long-tail: The Role of Competitive Monitoring

      By: Ayelet Israeli and Eric Anderson
      Most e-commerce retailers offer a long-tail of very low demand products. Individually, these items may have low sales but collectively they are critical to the overall e-commerce business model. Because of their minimal sales, pricing is a constant challenge. The... View Details
      Keywords: Algorithmic Pricing; Ecommerce; Price Monitoring; Price; Competition; E-commerce; Retail Industry
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      Israeli, Ayelet, and Eric Anderson. "Pricing with Bandits in the Long-tail: The Role of Competitive Monitoring." Working Paper, July 2025.
      • September 2022
      • Background Note

      On CUE: The Quest for Optimal Customer Unit Economics

      By: Elie Ofek, Barak Libai and Eitan Muller
      Startups are often evaluated by how well they perform on unit economics, defined as the ratio of a customer’s lifetime value (LTV) to acquisition costs (CAC). A common target for unit economics, advocated by many VCs and analysts, is 3:1 (i.e., LTV/CAC=3). While there... View Details
      Keywords: Unit Economics; Business Startups; Performance Evaluation; Customer Value and Value Chain; Customer Relationship Management; Analysis
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      Ofek, Elie, Barak Libai, and Eitan Muller. "On CUE: The Quest for Optimal Customer Unit Economics." Harvard Business School Background Note 523-050, September 2022.
      • September 2022 (Revised January 2023)
      • Case

      Bear to Bull: An Analyst’s Journey with Netflix

      By: Aiyesha Dey, Joseph Pacelli, Jennifer G. Lawson and Tom Quinn
      Wedbush Securities analyst Michael Pachter said “hell freezing over” was more likely than him upgrading the “sell” rating he had maintained on movie and television streaming giant Netflix since 2011, despite meteoric subscriber and share price growth. In 2022, however,... View Details
      Keywords: Accounting; Asset Pricing; Cash Flow; Investment; Stocks; Equity; Analysis; Attitudes; Entertainment and Recreation Industry; Entertainment and Recreation Industry; United States
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      Dey, Aiyesha, Joseph Pacelli, Jennifer G. Lawson, and Tom Quinn. "Bear to Bull: An Analyst’s Journey with Netflix." Harvard Business School Case 123-001, September 2022. (Revised January 2023.)
      • September 2022
      • Article

      Experimentation and Start-up Performance: Evidence from A/B Testing

      By: Rembrand Koning, Sharique Hasan and Aaron Chatterji
      Recent scholarship has argued that experimentation should be the organizing principle for entrepreneurial strategy. Experimentation leads to organizational learning, which drives improvements in firm performance. We investigate this proposition by exploiting the... View Details
      Keywords: Experimentation; A/B Testing; Data-driven Decision-making; Organizational Learning; Entrepreneurship; Strategy; Business Startups; Learning; Performance; Decision Making
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      Koning, Rembrand, Sharique Hasan, and Aaron Chatterji. "Experimentation and Start-up Performance: Evidence from A/B Testing." Management Science 68, no. 9 (September 2022): 6434–6453.
      • September 2022
      • Article

      Find and Replace: R&D Investment Following the Erosion of Existing Products

      By: Joshua L. Krieger, Xuelin Li and Richard T. Thakor
      How do innovative firms react when existing products experience negative shocks? We explore this question with detailed project-level data from drug development firms. Using FDA Public Health Advisories as idiosyncratic negative shocks to approved drugs, we first... View Details
      Keywords: R&D Investments; Drug Development; Product Shocks; M&A; Biopharmaceutical Industry; FDA; System Shocks; Research and Development; Investment; Decision Making; Pharmaceutical Industry
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      Krieger, Joshua L., Xuelin Li, and Richard T. Thakor. "Find and Replace: R&D Investment Following the Erosion of Existing Products." Management Science 68, no. 9 (September 2022): 6552–6571.
      • August 2022 (Revised May 2025)
      • Case

      Fresh Food Generation

      By: Brian Trelstad, Amy Klopfenstein and Mel Martin
      This case highlights one of five BIPOC entrepreneurs in the Boston area as part of the HBS Impact Investment Fund. In fall 2021, a team of HBS students reviewed the financial statements of Fresh Food Generation (FFG), a Dorchester, Massachusetts-based food service... View Details
      Keywords: Impact Investing; Investment; Entrepreneurial Finance; Entrepreneurship; Race; Food and Beverage Industry; Boston
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      Trelstad, Brian, Amy Klopfenstein, and Mel Martin. "Fresh Food Generation." Harvard Business School Case 323-010, August 2022. (Revised May 2025.)
      • 2022
      • Working Paper

      Consumer Demand with Social Influences: Evidence from an E-Commerce Platform

      By: El Hadi Caoui, Chiara Farronato, John J. Horton and Robert Schultz
      For some kinds of goods, rarity itself is valued. "Fashionable'" goods are demanded in part because they are unique. In this paper, we explore the economics of rare goods using auctions of limited-edition shoes held by an e-commerce platform. We model endogenous entry... View Details
      Keywords: Rare Goods; Scarcity; E-commerce; Consumer Behavior; Auctions
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      Caoui, El Hadi, Chiara Farronato, John J. Horton, and Robert Schultz. "Consumer Demand with Social Influences: Evidence from an E-Commerce Platform." NBER Working Paper Series, No. 30351, August 2022.
      • 2022
      • Article

      Data Poisoning Attacks on Off-Policy Evaluation Methods

      By: Elita Lobo, Harvineet Singh, Marek Petrik, Cynthia Rudin and Himabindu Lakkaraju
      Off-policy Evaluation (OPE) methods are a crucial tool for evaluating policies in high-stakes domains such as healthcare, where exploration is often infeasible, unethical, or expensive. However, the extent to which such methods can be trusted under adversarial threats... View Details
      Keywords: Analytics and Data Science; Cybersecurity; Mathematical Methods
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      Lobo, Elita, Harvineet Singh, Marek Petrik, Cynthia Rudin, and Himabindu Lakkaraju. "Data Poisoning Attacks on Off-Policy Evaluation Methods." Proceedings of the Conference on Uncertainty in Artificial Intelligence (UAI) 38th (2022): 1264–1274.
      • August 2022
      • Article

      What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features

      By: Shunyuan Zhang, Dokyun Lee, Param Vir Singh and Kannan Srinivasan
      We study how Airbnb property demand changed after the acquisition of verified images (taken by Airbnb’s photographers) and explore what makes a good image for an Airbnb property. Using deep learning and difference-in-difference analyses on an Airbnb panel dataset... View Details
      Keywords: Sharing Economy; Airbnb; Property Demand; Computer Vision; Deep Learning; Image Feature Extraction; Content Engineering; Property; Marketing; Demand and Consumers
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      Zhang, Shunyuan, Dokyun Lee, Param Vir Singh, and Kannan Srinivasan. "What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features." Management Science 68, no. 8 (August 2022): 5644–5666.
      • July 2022
      • Case

      Bringing Ideas to Life: The Story of Paul English

      By: Youngme Moon, Frances X. Frei and F. Katelynn Boland
      Paul English is one of the most imaginative innovators of his generation. This case explores his process of creative idea generation. The case includes an exercise for students to generate value-creating ideas from scratch. View Details
      Keywords: Innovation & Entrepreneurship; Idea Generation; Founder; Startup; Imagination; Innovation and Invention; Business Startups; Entrepreneurship; Creativity; Value Creation
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      Moon, Youngme, Frances X. Frei, and F. Katelynn Boland. "Bringing Ideas to Life: The Story of Paul English." Harvard Business School Multimedia/Video Case 322-709, July 2022. (Click here to access this case.)
      • July 2022 (Revised March 2023)
      • Case

      The LEGO Group: Builders of a More Diverse and Inclusive Tomorrow

      By: Elie Ofek and Sarah Mehta
      This case explores how the LEGO Group’s diversity and inclusion efforts from 2008 to 2022. View Details
      Keywords: Race; Inclusion; Equity; Demographics; Age; Diversity; Ethnicity; Gender; Entertainment and Recreation Industry; Europe; Denmark; United States
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      Ofek, Elie, and Sarah Mehta. "The LEGO Group: Builders of a More Diverse and Inclusive Tomorrow." Harvard Business School Case 523-010, July 2022. (Revised March 2023.)
      • July 2022
      • Case

      Yinglan Tan: Scaling a Venture Capital Firm in Southeast Asia

      By: Josh Lerner and Richard Zhu
      Yinglan Tan considered the future of his young Singapore-based venture capital firm. On the one hand, the intuition that was behind the initial creation of Insignia in 2017 had been proven correct. The venture capital market in Southeast Asia had grown rapidly, driven... View Details
      Keywords: E-commerce; Scalability; Globalized Markets and Industries; Venture Capital; International Finance; Growth and Development; Expansion
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      Lerner, Josh, and Richard Zhu. "Yinglan Tan: Scaling a Venture Capital Firm in Southeast Asia." Harvard Business School Case 823-025, July 2022.
      • July 2022 (Revised January 2023)
      • Case

      Vicky Tsai and Tatcha: Confronting Stereotypes

      By: Geoffrey Jones and Veronica Tong
      Teaching Plan for HBS Case No. 323-007. This case examines the career of Vicky Tsai, the creator of San Francisco-based TATCHA, a Japanese-themed luxury beauty brand launched in 2009. It explores how Tsai developed the concept, assembled management, and successfully... View Details
      Keywords: Cosmetics Industry; Japan; Startup; Marketing; Entrepreneurship; Growth and Development; Product Development; Product Marketing; Acquisition; Identity; Brands and Branding; Ethnicity; Gender; Beauty and Cosmetics Industry; United States
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      Jones, Geoffrey, and Veronica Tong. "Vicky Tsai and Tatcha: Confronting Stereotypes." Harvard Business School Case 323-007, July 2022. (Revised January 2023.)
      • July 2022
      • Article

      Countercyclical Prudential Buffers and Bank Risk-taking

      By: Manuel Illueca, Lars Norden, Joseph Pacelli and Gregory F. Udell
      We investigate the effects of countercyclical prudential buffers on bank risk-taking. We exploit the introduction of dynamic loan loss provisioning in Spain, mandating that banks use historical average loss rates in their estimation of loan loss provisions. We find... View Details
      Keywords: Banks; Bank Regulation; Macroprudential Policies; Bank Lending; Loan Loss Provisioning; Risk Taking; Banks and Banking; Financing and Loans; Governing Rules, Regulations, and Reforms; Risk and Uncertainty
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      Illueca, Manuel, Lars Norden, Joseph Pacelli, and Gregory F. Udell. "Countercyclical Prudential Buffers and Bank Risk-taking." Art. 100961. Journal of Financial Intermediation 51 (July 2022).
      • July 2022
      • Article

      A Strategic View of Team Learning in Organizations

      By: Jean-François Harvey, Henrik Bresman, Amy C. Edmondson and Gary P. Pisano
      Research in strategic management and organizational behavior has increasingly focused on understanding how organizations achieve and sustain performance in fast-changing environments. Strategy research suggests that senior managers, through their decisions, influence... View Details
      Keywords: Strategic Management; Organization Behavior; Teams; Organizational Capabilities; Groups and Teams; Learning; Management; Decision Making; Performance; Organizational Design
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      Harvey, Jean-François, Henrik Bresman, Amy C. Edmondson, and Gary P. Pisano. "A Strategic View of Team Learning in Organizations." Academy of Management Annals 16, no. 2 (July 2022): 476–507.
      • 2022
      • Working Paper

      Failing Just Fine: Assessing Careers of Venture Capital-backed Entrepreneurs via a Non-wage Measure

      By: Natee Amornsiripanitch, Paul Gompers, George Hu, Will Levinson and Vladimir Mukharlyamov
      This paper proposes a non-pecuniary measure of career achievement, Seniority. Based on a database of over 5 million resumes, this metric exploits the variation in job titles and how long they take to attain. When non-monetary factors influence career choice, inference... View Details
      Keywords: Career Outcomes; Founders; Personal Development and Career; Venture Capital; Entrepreneurship
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      Amornsiripanitch, Natee, Paul Gompers, George Hu, Will Levinson, and Vladimir Mukharlyamov. "Failing Just Fine: Assessing Careers of Venture Capital-backed Entrepreneurs via a Non-wage Measure." NBER Working Paper Series, No. 30179, June 2022.
      • July 2022
      • Article

      The Developmental Origins and Behavioral Consequences of Attributions for Inequality

      By: Antonya Marie Gonzalez, Lucia Macchia and Ashley V. Whillans
      Attributions, or lay explanations for inequality, have been linked to inequality-relevant behavior. In adults and children, attributing inequality to an individual rather than contextual or structural causes is linked to greater support for economic inequality and less... View Details
      Keywords: Equality and Inequality; Behavior; Perception
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      Gonzalez, Antonya Marie, Lucia Macchia, and Ashley V. Whillans. "The Developmental Origins and Behavioral Consequences of Attributions for Inequality." Art. 104329. Journal of Experimental Social Psychology 101 (July 2022).
      • July 2022
      • Article

      The Passionate Pygmalion Effect: Passionate Employees Attain Better Outcomes in Part Because of More Preferential Treatment by Others

      By: Ke Wang, Erica R. Bailey and Jon M. Jachimowicz
      Employees are increasingly exhorted to “pursue their passion” at work. Inherent in this call is the belief that passion will produce higher performance because it promotes intrapersonal processes that propel employees forward. Here, we suggest that the pervasiveness of... View Details
      Keywords: Passion; Self-fufilling Prophecy; Lay Beliefs; Interpersonal Processes; Employees; Performance; Attitudes; Organizational Culture; Social Psychology
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      Wang, Ke, Erica R. Bailey, and Jon M. Jachimowicz. "The Passionate Pygmalion Effect: Passionate Employees Attain Better Outcomes in Part Because of More Preferential Treatment by Others." Journal of Experimental Social Psychology 101 (July 2022).
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