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      • May 2022 (Revised July 2022)
      • Case

      The Voice War Continues: Hey Google vs. Alexa vs. Siri in 2022

      By: David B. Yoffie and Daniel Fisher
      In 2022, after five years of pursuing a new "AI-first" strategy, Google had captured a sizeable share of the American and global markets for voice assistants. Google Assistant was used by hundreds of millions of users around the world, but Amazon retained the largest... View Details
      Keywords: Strategy; Artificial Intelligence; Deep Learning; Voice Assistants; Smart Home; Market Share; Globalized Markets and Industries; Competitive Strategy; Digital Platforms; AI and Machine Learning; Technology Industry; United States
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      Yoffie, David B., and Daniel Fisher. "The Voice War Continues: Hey Google vs. Alexa vs. Siri in 2022." Harvard Business School Case 722-462, May 2022. (Revised July 2022.)
      • March 2022
      • Teaching Note

      Inclusive Innovation at Mass General Brigham

      By: Katherine Coffman and Olivia Hull
      Teaching Note for HBS Case No. 921-006, “Inclusive Innovation at Mass General Brigham." This case invites students to explore the individual and structural factors that lead to an under-representation of women in male-dominated domains, and to think critically about... View Details
      Keywords: Inclusion; Gender Gap; Gender Inclusivity; Gender; Equality and Inequality; Management Analysis, Tools, and Techniques
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      Coffman, Katherine, and Olivia Hull. "Inclusive Innovation at Mass General Brigham." Harvard Business School Teaching Note 922-014, March 2022.
      • March 2022
      • Background Note

      Climate Challenges for Cities: Introduction to Issues and Actions in the United States

      By: Rosabeth Moss Kanter and Catarina Mia Martinez
      This background Note introduces the implications of climate change (global warming) for American cities. In the U.S., partisan political divides and unaddressed economic and racial disparities in climate vulnerabilities can inhibit action. The two main fronts for... View Details
      Keywords: Climate Change; Cities; Emission Reduction; Change; Change Leadership; Electric Power Generation; Transportation; Recycling; Green Business; Green Building; Ecosystem; Construction; Systems Change; Cross-sector Collaboration; Adaptation; Geographic Location; Resource Allocation; Infrastructure; Government and Politics; Social Issues; Urban Development; United States
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      Kanter, Rosabeth Moss, and Catarina Mia Martinez. "Climate Challenges for Cities: Introduction to Issues and Actions in the United States." Harvard Business School Background Note 322-103, March 2022.
      • Article

      Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)

      By: Eva Ascarza and Ayelet Israeli

      An inherent risk of algorithmic personalization is disproportionate targeting of individuals from certain groups (or demographic characteristics such as gender or race), even when the decision maker does not intend to discriminate based on those “protected”... View Details

      Keywords: Algorithm Bias; Personalization; Targeting; Generalized Random Forests (GRF); Discrimination; Customization and Personalization; Decision Making; Fairness; Mathematical Methods
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      Ascarza, Eva, and Ayelet Israeli. "Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)." e2115126119. Proceedings of the National Academy of Sciences 119, no. 11 (March 8, 2022).
      • March 2022 (Revised February 2023)
      • Case

      Pakistan Rising: Bazaar's Growth Story (A)

      By: Paul A. Gompers and Gamze Yucaoglu
      The case opens in September 2021 as Hamza Jawaid and Saad Jangda, co-founders of Bazaar technologies (Bazaar), the Pakistani high growth B2B e-commerce marketplace, are contemplating whether the year-and-a half old startup should also venture into offering financing to... View Details
      Keywords: B2B; Business Model; Emerging Markets; For-Profit Firms; Strategy; Digital Platforms; Information Technology; Value Creation; Globalization; Competition; Expansion; Profit; Resource Allocation; Diversification; Corporate Strategy; Pakistan
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      Gompers, Paul A., and Gamze Yucaoglu. "Pakistan Rising: Bazaar's Growth Story (A)." Harvard Business School Case 822-098, March 2022. (Revised February 2023.)
      • Article

      The Messy but Essential Pursuit of Purpose

      By: Ranjay Gulati
      Most forward-thinking executives have embraced the notion that purpose-driven companies can solve social and environmental problems while also generating wealth, creating win-win outcomes that benefit everyone. But ideal solutions are rare. Many purpose-driven... View Details
      Keywords: Purpose; Sustainability; Mission and Purpose; Social Issues; Environmental Sustainability; Profit; Business and Stakeholder Relations; Decision Making
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      Gulati, Ranjay. "The Messy but Essential Pursuit of Purpose." Harvard Business Review 100, no. 2 (March–April 2022): 45–55.
      • February 2022
      • Case

      Toraya

      By: Lauren Cohen and Akiko Kanno
      Mitsuharu Kurokawa was the 18th generation leader of a family firm that produced and sold premium Japanese sweets, Toraya Confectionery Co., Ltd. He had succeeded the business from his father, Mitsuhiro Kurokawa who had led the firm for thirty years. Mitsuharu was... View Details
      Keywords: Branding; Luxury Brand; Succession; Family Business; Management Succession; Brands and Branding; Luxury; Marketing; Expansion; Globalization; Innovation and Invention; Customer Satisfaction; Food and Beverage Industry; Retail Industry; Japan
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      Cohen, Lauren, and Akiko Kanno. "Toraya." Harvard Business School Case 222-068, February 2022.
      • February 2022
      • Case

      Toto Wolff and the Mercedes Formula One Team

      By: Anita Elberse and David Moreno Vicente
      In December 2021, Toto Wolff, team principal and chief executive officer of the Mercedes-AMG Petronas Formula One team (the ‘Mercedes team’) is preparing for the start of the 2021 Formula One (‘F1’) season’s last Grand Prix, in the United Arab Emirates. Everything the... View Details
      Keywords: Leadership; Team Management; Culture; Organizational Culture; Sports; Entertainment; Media; Superstars; General Management; Engineers; Competition; Problems and Challenges; Sports Industry; Entertainment and Recreation Industry
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      Elberse, Anita, and David Moreno Vicente. "Toto Wolff and the Mercedes Formula One Team." Harvard Business School Case 522-075, February 2022.
      • January 2022
      • Case

      FIFA and The World Cup: The Future of Football

      By: Anita Elberse, Oliver Band and Howard Johnson
      Should FIFA host its biggest event—the FIFA World Cup—every two years instead of every four, as it has been doing since the event’s inception in the 1930s? In September 2021, Gianni Infantino, the president of the International Federation of Association Football... View Details
      Keywords: Sports; Soccer; Football; Entertainment; Media; Talent Development; Globalization; Marketing; Strategy; General Management; Governance; Decision Making; Governing and Advisory Boards; Problems and Challenges; Brands and Branding; Sports Industry; Entertainment and Recreation Industry
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      Elberse, Anita, Oliver Band, and Howard Johnson. "FIFA and The World Cup: The Future of Football." Harvard Business School Case 522-076, January 2022.
      • January 2022
      • Case

      Somatus: Value-Based Kidney Care (A)

      By: Ariel D. Stern, Robert S. Huckman and Sarah Mehta
      When Dr. Ikenna Okezie founded Somatus, a value-based kidney care provider, his goal had been nothing short of transforming kidney care delivery in the United States. Rather than relying on dialysis, a costly and intensive treatment for late-stage kidney disease, the... View Details
      Keywords: Business Startups; Disruption; Entrepreneurship; Health; Health Care and Treatment; Health Disorders; Medical Specialties; Innovation and Invention; Disruptive Innovation; Management; Strategy; Business Strategy; Value; Value Creation; Health Industry; United States; Virginia
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      Stern, Ariel D., Robert S. Huckman, and Sarah Mehta. "Somatus: Value-Based Kidney Care (A)." Harvard Business School Case 622-009, January 2022.
      • December 2021 (Revised January 2023)
      • Case

      Katerra (A)

      By: Lindsay N. Hyde, Thomas R. Eisenmann and Tom Quinn
      In April 2020, Katerra executives struggled with a series of decisions that would determine the fate of one of the best-funded construction startups in history. Katerra was founded in 2015 by technology-industry executive Michael Marks and commercial real estate... View Details
      Keywords: Business Startups; Insolvency and Bankruptcy; Entrepreneurship; Failure; Construction; Real Estate Industry; Technology Industry; United States
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      Hyde, Lindsay N., Thomas R. Eisenmann, and Tom Quinn. "Katerra (A)." Harvard Business School Case 822-021, December 2021. (Revised January 2023.)
      • Article

      A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects

      By: Edward McFowland III, Sandeep Gangarapu, Ravi Bapna and Tianshu Sun
      We define a prescriptive analytics framework that addresses the needs of a constrained decision-maker facing, ex ante, unknown costs and benefits of multiple policy levers. The framework is general in nature and can be deployed in any utility maximizing context, public... View Details
      Keywords: Prescriptive Analytics; Heterogeneous Treatment Effects; Optimization; Observed Rank Utility Condition (OUR); Between-treatment Heterogeneity; Machine Learning; Decision Making; Analysis; Mathematical Methods
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      McFowland III, Edward, Sandeep Gangarapu, Ravi Bapna, and Tianshu Sun. "A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects." MIS Quarterly 45, no. 4 (December 2021): 1807–1832.
      • December 2021
      • Article

      The Evolutionary Nature of Breakthrough Innovation: An Empirical Investigation of Firm Search Strategies

      By: Dominika Kinga Randle and Gary P. Pisano
      Breakthrough innovation has been an important topic of study for generations of scholars. Previous research in this domain has focused on exploring the way breakthroughs emerge from cumulative combination and recombination of prior technologies and knowledge components... View Details
      Keywords: Breakthrough Innovation; Exploration And Exploitation; Search Strategy; Innovation and Invention; Technological Innovation; Strategy
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      Randle, Dominika Kinga, and Gary P. Pisano. "The Evolutionary Nature of Breakthrough Innovation: An Empirical Investigation of Firm Search Strategies." Strategy Science 6, no. 4 (December 2021): 290–304.
      • November 2021
      • Case

      Steve Schwarzman on Dealmaking I: “Becoming a ‘Friend of the Situation’” (A)

      By: James K. Sebenius and Alex Green
      Blackstone Co-founder, Chairman, and CEO Stephen A. Schwarzman, whom Forbes has called “Wall Street’s Greatest Dealmaker,” played a major role in the negotiations that transformed Blackstone from a fragile startup in 1985 with $400,000 in capital into a dominant... View Details
      Keywords: Dealmaking; Bargaining; Conflict Resolution; Negotiation; Private Equity; Conflict and Resolution; Entrepreneurship; Problems and Challenges; Negotiation Tactics; Financial Services Industry
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      Sebenius, James K., and Alex Green. "Steve Schwarzman on Dealmaking I: “Becoming a ‘Friend of the Situation’” (A)." Harvard Business School Case 922-005, November 2021.
      • November 2021
      • Case

      Steve Schwarzman on Dealmaking II: When They Hold All the Cards (A)

      By: James K. Sebenius and Alex Green
      Blackstone Co-founder, Chairman, and CEO Stephen A. Schwarzman, whom Forbes has called “Wall Street’s Greatest Dealmaker,” played a major role in the negotiations that transformed Blackstone from a fragile startup in 1985 with $400,000 in capital into a dominant... View Details
      Keywords: Dealmaking; Bargaining; Conflict Resolution; Negotiation; Private Equity; Entrepreneurship; Conflict and Resolution; Problems and Challenges; Negotiation Tactics; Financial Services Industry
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      Sebenius, James K., and Alex Green. "Steve Schwarzman on Dealmaking II: When They Hold All the Cards (A)." Harvard Business School Case 922-007, November 2021.
      • November 2021
      • Article

      Ratings, Reviews, and the Marketing of New Products

      By: Itay P. Fainmesser, Dominique Olié Lauga and Elie Ofek
      We study how user-generated content (UGC) about new products impacts a firm's advertising and pricing decisions and the effect on profits and market dynamics. We construct a two-period model where consumers value quality and are heterogeneous in their taste for the new... View Details
      Keywords: Online Reviews; Product Ratings; Social Networks; Word Of Mouth; Pricing; User-generated Content; Advertising; Product Marketing; Price; Consumer Behavior; Product Positioning; Social Media
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      Fainmesser, Itay P., Dominique Olié Lauga, and Elie Ofek. "Ratings, Reviews, and the Marketing of New Products." Management Science 67, no. 11 (November 2021): 7023–7045.
      • October 2021 (Revised February 2022)
      • Case

      Hospital 57357: Aligning Performance Towards a Vision of a Cancer-Free Childhood

      By: Susanna Gallani and Youssef Abdel Aal
      The case follows the Children Cancer Hospital in Egypt, also known as Hospital 57357, as it goes through the roll-out of a new performance management system, which Dr. Sherif Abouel Naga, founder and CEO of the hospital, had championed. This was a critical juncture as... View Details
      Keywords: Healthcare; Performance Management; Performance Incentives; Strategic Alignment; Health Care and Treatment; Nonprofit Organizations; Strategy; Alignment; Performance Evaluation; Mission and Purpose; Change Management; Health Industry; Egypt; Middle East
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      Gallani, Susanna, and Youssef Abdel Aal. "Hospital 57357: Aligning Performance Towards a Vision of a Cancer-Free Childhood." Harvard Business School Case 122-041, October 2021. (Revised February 2022.)
      • October 2021 (Revised September 2022)
      • Case

      GoPro: Becoming a Subscription Hero

      By: Elie Ofek, Marco Bertini and Nicole Tempest Keller
      In 2021, Nick Woodman, founder and CEO of GoPro, was reviewing the company’s subscription offering, considering whether to extend it beyond benefits that were directly related to the company’s iconic camera. Founded in 2002, GoPro had gained renown for its innovative... View Details
      Keywords: Subscription Model; Pricing; Lifestyle Brands; Value Proposition; Business Model; Growth and Development Strategy; Marketing Strategy; Consumer Products Industry; California
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      Ofek, Elie, Marco Bertini, and Nicole Tempest Keller. "GoPro: Becoming a Subscription Hero." Harvard Business School Case 522-022, October 2021. (Revised September 2022.)
      • October 2021 (Revised May 2023)
      • Case

      Project Maji: Pricing Water in Sub-Saharan Africa

      By: Elie Ofek, Marco Bertini, Dilyana Karadzhova Botha and Esel Çekin
      In July 2021, Sunil Lalvani, founder and CEO of Project Maji, a non-profit social enterprise headquartered in Dubai that had already provided sustainable, clean water solutions to 80,000 people living in rural communities across Ghana and Kenya, was facing an important... View Details
      Keywords: Water; Pricing; Nonprofit Organizations; Projects; Price; Decision Making; Social Enterprise; Growth and Development Strategy; Equity; Green Technology; Social and Collaborative Networks; Africa; Dubai
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      Ofek, Elie, Marco Bertini, Dilyana Karadzhova Botha, and Esel Çekin. "Project Maji: Pricing Water in Sub-Saharan Africa." Harvard Business School Case 522-043, October 2021. (Revised May 2023.)
      • October 2021
      • Article

      Board Design and Governance Failures at Peer Firms

      By: Shelby Gai, J. Yo-Jud Cheng and Andy Wu
      Our study introduces board committees as a crucial determinant of board actions. We examine how directors who structurally link different board committees—referred to as multi-committee directors (MCDs)—explain why some board actions are merely symbolic while others... View Details
      Keywords: Board Committees; Board Monitoring; New Director Nomination; Peer Financial Restatements; Governing and Advisory Boards; Corporate Governance; Performance Effectiveness
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      Gai, Shelby, J. Yo-Jud Cheng, and Andy Wu. "Board Design and Governance Failures at Peer Firms." Strategic Management Journal 42, no. 10 (October 2021): 1909–1938.
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