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      • Faculty Publications  (222)

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      • September 2022
      • Article

      A Spanner in the Works: Category-Spanning Entrants and Audience Valuation of Incumbents

      By: Rory M. McDonald and Ryan T. Allen
      Previous work has examined how audiences evaluate category-spanning organizations, but little is known about how their entrance affects evaluations of other, proximate organizations. We posit that the emergence of category-spanning entrants signals the advent of an...  View Details
      Keywords: Emerging Industries; Industry Dynamics; Organization And Management Theory; Technology Strategy; Technology And Innovation Management; Entrepreneurship; Information Technology; Strategy; Management; Theory; Innovation and Management
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      McDonald, Rory M., and Ryan T. Allen. "A Spanner in the Works: Category-Spanning Entrants and Audience Valuation of Incumbents." Strategy Science 7, no. 6 (September 2022): 190–209.
      • Fall 2022
      • Article

      China's Political Economy and International Backlash: From Interdependence to Security Dilemma Dynamics

      By: Margaret Pearson, Meg Rithmire and Kellee Tsai
      Contrary to expectations that economic interdependence might lessen security conflict between China and the U.S. and its allies, much of the contestation between China and several OECD countries has focused on firms and economic links. This paper explains the...  View Details
      Keywords: Globalized Markets and Industries; Government and Politics; Information Technology; China
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      Pearson, Margaret, Meg Rithmire, and Kellee Tsai. "China's Political Economy and International Backlash: From Interdependence to Security Dilemma Dynamics." International Security 47, no. 2 (Fall 2022): 135–176.
      • 2022
      • Article

      Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response

      By: Alexander MacKay and Samuel N. Weinstein
      Pricing algorithms are rapidly transforming markets, from ride-sharing apps, to air travel, to online retail. Regulators and scholars have watched this development with a wary eye. Their focus so far has been on the potential for pricing algorithms to facilitate...  View Details
      Keywords: Competition Policy; Regulation; Algorithmic Pricing; Dynamic Pricing; Economics; Law And Economics; Law And Regulation; Consumer Protection; Antitrust Law; Industrial Organization; Antitrust Issues And Policies; Technological Change: Choices And Consequences; Competition; Policy; Price; Governing Rules, Regulations, and Reforms; Microeconomics; Duopoly and Oligopoly; Law
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      MacKay, Alexander, and Samuel N. Weinstein. "Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response." Washington University Law Review 100, no. 1 (2022): 111–174. (Direct download.)
      • August 2022
      • Supplement

      Zalora: Data-Driven Pricing Recommendations

      By: Ayelet Israeli
      This exercise can be used in conjunction with the main case "Zalora: Data-Driven Pricing" to facilitate class discussion without requiring data analysis from the students. Instead, the exercise presents reports that were created by the data science team to answer the...  View Details
      Keywords: Pricing; Pricing Algorithms; Dynamic Pricing; Ecommerce; Pricing Strategy; Pricing And Revenue Management; Apparel; Singapore; Startup; Demand Estimation; Data Analysis; Data Analytics; Exercise; Price; Internet and the Web; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; Singapore
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      Israeli, Ayelet. "Zalora: Data-Driven Pricing Recommendations." Harvard Business School Supplement 523-032, August 2022.
      • 2022
      • Working Paper

      An Anatomy of Performance Monitoring

      By: Achyuta Adhvaryu, Anant Nyshadham and Jorge Tamayo
      Performance monitoring is a mainstay management tool in most organizations. Yet we still know little about whether—and why—better monitoring yields better performance in practice. To shed light on these questions, we study the introduction of a performance monitoring...  View Details
      Keywords: Performance Monitoring; Worker Skills; Skill Depreciation; Managerial Inattention; On-the-job Training; Productivity; Multitasking; Quick Serve Restaurants; Performance Evaluation; Employees; Competency and Skills; Training; Performance Productivity; Management; Information Technology; Food and Beverage Industry; Puerto Rico
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      Adhvaryu, Achyuta, Anant Nyshadham, and Jorge Tamayo. "An Anatomy of Performance Monitoring." Harvard Business School Working Paper, No. 22-066, March 2022.
      • April 2022
      • Teaching Note

      Tempur Sealy International (A, B & C)

      By: Benjamin C. Esty and Daniel Fisher
      Teaching Note for HBS Case Nos. 718-422, 718-423, and 718-424. The cases explore the long-term relationship between Tempur Sealy (TPX, a mattress manufacturer) and Mattress Firm (MFRM, a bedding retailer and TPX's largest customer). For almost 20 years, the firms...  View Details
      Keywords: Porter's 5 Forces; Bargaining Power; Buyer Power; Customer Power; Supplier Power; Negotiations; Value Capture; Private Equity; Consumer Durables; Consumer Discretionary; Mattresses; B-2-B; Industry Dynamics; Leadership; Compensation; Corporate Strategy; Business Strategy; Value Creation; Competition; Cooperation; Distribution; Negotiation; Industry Structures; Customers; Relationships; Distribution Industry; Distribution Industry; Distribution Industry; Distribution Industry; United States; South Africa
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      Esty, Benjamin C., and Daniel Fisher. "Tempur Sealy International (A, B & C)." Harvard Business School Teaching Note 722-456, April 2022.
      • March 2022 (Revised October 2022)
      • Case

      Transforming Kimball International, Inc. (A)

      By: Lynn S. Paine and Will Hurwitz
      Kimball International, Inc. (KII), led by CEO Kristie Juster, and its board of directors, chaired by Kim Ryan, faced critical questions about KII’s future in the spring of 2021. Two years earlier, the board had appointed Juster as the new CEO of KII, a publicly traded,...  View Details
      Keywords: Board Of Directors; Board Committees; Board Decisions; Board Dynamics; CEO Compensation; CEO Succession; Compensation Committee; Compensation Consultants; Compensation Design; Compensation Mix; Corporate Purpose; COVID-19; ESG; Furniture; Furniture Industry; Manufacturing; Midwest; Pandemic; Purpose; Spin Off; Strategic Change; Strategic Decisions; Strategic Evolution; Target-setting; Executive Compensation; Family Ownership; Governance; Restructuring; Strategy; Transformation; Manufacturing Industry; United States
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      Paine, Lynn S., and Will Hurwitz. "Transforming Kimball International, Inc. (A)." Harvard Business School Case 322-083, March 2022. (Revised October 2022.)
      • March 2022
      • Supplement

      Transforming Kimball International, Inc. (B)

      By: Lynn S. Paine and Will Hurwitz
      Supplements the (A) case.  View Details
      Keywords: Board Of Directors; Board Committees; Board Decisions; Board Dynamics; CEO Compensation; CEO Succession; Compensation Committee; Compensation Consultants; Compensation Design; Compensation Mix; Corporate Purpose; COVID-19; ESG; Furniture; Furniture Industry; Manufacturing; Midwest; Pandemic; Purpose; Spin-off; Strategic Change; Strategic Decisions; Strategic Evolution; Target-setting; Executive Compensation; Family Ownership; Governance; Restructuring; Strategy; Transformation; Manufacturing Industry; United States
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      Paine, Lynn S., and Will Hurwitz. "Transforming Kimball International, Inc. (B)." Harvard Business School Supplement 322-084, March 2022.
      • February 2022
      • Supplement

      SpartanNash Company: The Amazon Warrants (A)

      By: Benjamin C. Esty, E. Scott Mayfield and Daniel Fisher
      As of 12/31/21, Amazon held $22 billion of equity and warrants in related companies. In fact, it often requests a free grant of warrants when it enters into a new commercial agreement with a supplier. Over the past 20 years, Amazon has gotten warrants almost 20...  View Details
      Keywords: Valuation; Value Creation; Consumer Behavior; Negotiation; Distribution; Ownership; Partners and Partnerships; Business Strategy; Equity; Distribution Industry; Distribution Industry; United States
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      Esty, Benjamin C., E. Scott Mayfield, and Daniel Fisher. "SpartanNash Company: The Amazon Warrants (A)." Harvard Business School Spreadsheet Supplement 222-704, February 2022.
      • February 2022
      • Case

      NFX Capital and Moov Technologies

      By: Scott Duke Kominers and Nicole Tempest Keller
      In July 2019, James Currier, a general partner at San Francisco-based NFX Ventures, was considering a seed stage investment of $1.5 million in Moov Technologies, a B2B marketplace for used industrial equipment. NFX was a venture capital firm focused on seed-stage...  View Details
      Keywords: Venture Capital; Network Effects; Marketplace Matching; Digital Platforms; Market Design; Applications and Software; Semiconductor Industry; Semiconductor Industry; San Francisco
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      Kominers, Scott Duke, and Nicole Tempest Keller. "NFX Capital and Moov Technologies." Harvard Business School Case 822-045, February 2022.
      • Article

      How Market Power Affects Dynamic Pricing: Evidence from Inventory Fluctuations at Car Dealerships

      By: Ayelet Israeli, Fiona Scott-Morton, Jorge Silva-Risso and Florian Zettelmeyer
      This paper investigates empirically the effect of market power on dynamic pricing in the presence of inventories. Our setting is the auto retail industry; we analyze how automotive dealerships adjust prices to inventory levels under varying degrees of market power. We...  View Details
      Keywords: Dynamic Pricing; Market Power; Pricing; Price Discrimination; Inventory Production; Marketing; Price; Competitive Strategy; Auto Industry; Auto Industry
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      Israeli, Ayelet, Fiona Scott-Morton, Jorge Silva-Risso, and Florian Zettelmeyer. "How Market Power Affects Dynamic Pricing: Evidence from Inventory Fluctuations at Car Dealerships." Management Science 68, no. 2 (February 2022): 895–916.
      • January 2022
      • Case

      SpartanNash Company: The Amazon Warrants (A)

      By: Benjamin C. Esty, E. Scott Mayfield and Daniel Fisher
      As of 12/31/21, Amazon held $22 billion of equity and warrants in related companies. In fact, it often requests a free grant of warrants when it enters into a new commercial agreement with a supplier. Over the past 20 years, Amazon has gotten warrants in almost 20...  View Details
      Keywords: Valuation; Value Creation; Consumer Behavior; Negotiation; Distribution; Ownership; Partners and Partnerships; Business Strategy; Equity; Distribution Industry; Distribution Industry; United States
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      Esty, Benjamin C., E. Scott Mayfield, and Daniel Fisher. "SpartanNash Company: The Amazon Warrants (A)." Harvard Business School Case 222-022, January 2022.
      • January 2022
      • Article

      Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems

      By: David R. Clough and Andy Wu
      Gregory, Henfridsson, Kaganer, and Kyriakou (2020) highlight the important role of data and AI as strategic resources that platforms may use to enhance user value. However, their article overlooks a significant conceptual distinction: the installed base of...  View Details
      Keywords: Artificial Intelligence; Data Strategy; Ecosystem; Value Capture; Digital Platforms; Analytics and Data Science; Strategy; Learning; Value Creation; AI and Machine Learning; Technology Industry; Technology Industry; Technology Industry; Technology Industry
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      Clough, David R., and Andy Wu. "Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems." Academy of Management Review 47, no. 1 (January 2022): 184–189.
      • January 2022
      • Article

      Pushed into a Crowd: Repositioning Costs, Resources, and Competition in the RTE Cereal Industry

      By: Young Hou and Dennis Yao
      This paper exploits a natural experiment involving self-regulation in the ready-to-eat (RTE) breakfast cereal industry to evaluate the performance impact of product repositioning. It then examines how a product's brand equity value declines with repositioning distance...  View Details
      Keywords: Positioning; Resources; Brand Equity; Competitive Dynamics; Non-market Strategy; Regulation; Repositioning; Product Positioning; Performance Evaluation; Brands and Branding; Competitive Strategy; Consumer Products Industry
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      Hou, Young, and Dennis Yao. "Pushed into a Crowd: Repositioning Costs, Resources, and Competition in the RTE Cereal Industry." Strategic Management Journal 43, no. 1 (January 2022): 3–29.
      • 2022
      • Working Paper

      What Can Stockouts Tell Us About Inflation? Evidence from Online Micro Data

      By: Alberto Cavallo and Oleksiy Kryvtsov
      We use a detailed micro dataset on product availability and stockouts to construct a direct high-frequency measure of consumer product shortages during the 2020-2022 pandemic. We document a widespread multi-fold rise in stockouts in nearly all sectors early in the...  View Details
      Keywords: Prices; Stockouts; Inventories; Supply Disruptions; COVID-19 Pandemic; Macroeconomics; Inflation and Deflation; Supply Chain; Disruption; Health Pandemics; Consumer Products Industry; United States; China; Canada; France; Germany; Japan; Spain
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      Cavallo, Alberto, and Oleksiy Kryvtsov. "What Can Stockouts Tell Us About Inflation? Evidence from Online Micro Data." NBER Working Paper Series, No. 29209, September 2021.
      • July 2021
      • Course Overview Note

      Social Entrepreneurship and Systems Change

      By: Brian Trelstad and Preeti Varma
      Systems thinking is a discipline that emerged in the 20th century as a way to understand the complex interrelationships among various players and dynamics within an industry or field that resist simple, reductionist thinking. The big challenges we face play out in...  View Details
      Keywords: Systems Thinking; Social Entrepreneurship; System; Change
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      Trelstad, Brian, and Preeti Varma. "Social Entrepreneurship and Systems Change." Harvard Business School Course Overview Note 322-029, July 2021.
      • May 2021
      • Teaching Plan

      Gera Developments: Leadership at a Crossroads

      By: Christina R. Wing and John Masko
      Teaching Plan for HBS Case No. 621-018. For decades, Gera Developments (Gera) was a boutique family-owned real estate development firm in Pune, India. But since 2000, managing director Rohit Gera had turned the company into a dynamic innovator in housing solutions for...  View Details
      Keywords: Buildings and Facilities; Business Growth and Maturation; Construction; Geographic Location; Global Strategy; Globalized Firms and Management; Housing; Leadership Style; Management Succession; Organizational Change and Adaptation; Organizational Culture; Family Ownership; Family and Family Relationships; Urban Development; Customization and Personalization; Real Estate Industry; Maharashtra; India; San Francisco
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      Wing, Christina R., and John Masko. "Gera Developments: Leadership at a Crossroads." Harvard Business School Teaching Plan 621-109, May 2021.
      • May 2021 (Revised February 2022)
      • Teaching Note

      THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

      By: Ayelet Israeli and Jill Avery
      THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on...  View Details
      Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Predictive Analytics; App Development; "Marketing Analytics"; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Fashion Industry; Fashion Industry; Fashion Industry; Fashion Industry; United States
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      Israeli, Ayelet, and Jill Avery. "THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)." Harvard Business School Teaching Note 521-097, May 2021. (Revised February 2022.)
      • 2021
      • Working Paper

      Which Markets (Don't) Drive Pharmaceutical Innovation? Evidence From U.S. Medicaid Expansions

      By: Craig Garthwaite, Rebecca Sachs and Ariel Dora Stern
      Pharmaceutical innovation policy involves managing a tradeoff between high prices for new products in the short-term and stronger incentives to develop products for the future. Prior research has documented a causal relationship between market size and pharmaceutical...  View Details
      Keywords: Pharmaceuticals; Medicaid; Innovation and Invention; Policy; Markets; Research and Development; Pharmaceutical Industry
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      Garthwaite, Craig, Rebecca Sachs, and Ariel Dora Stern. "Which Markets (Don't) Drive Pharmaceutical Innovation? Evidence From U.S. Medicaid Expansions." NBER Working Paper Series, No. 28755, May 2021.
      • 2021
      • Working Paper

      Hidden Software and Veiled Value Creation: Illustrations from Server Software Usage

      By: Raviv Murciano-Goroff, Ran Zhuo and Shane Greenstein
      How do you measure the value of a commodity that transacts at a price of zero from an economic standpoint? This study examines the potential for and extent of omission and misattribution in standard approaches to economic accounting with regards to open source...  View Details
      Keywords: Server Software; Open Source Distribution; Applications and Software; Analytics and Data Science; Economics; Value Creation; Measurement and Metrics
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      Murciano-Goroff, Raviv, Ran Zhuo, and Shane Greenstein. "Hidden Software and Veiled Value Creation: Illustrations from Server Software Usage." NBER Working Paper Series, No. 28738, April 2021.
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