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      • Faculty Publications  (113)

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      • August 2022
      • Case

      Altos Ventures (A)

      By: Jo Tango and Alys Ferragamo
      In December 2012, Altos Ventures General Partners Han Kim, Anthony Lee, and Ho Nam met to discuss the future of the firm. Altos had already adjusted its strategy multiple times. It began as a U.S.-focused venture capital investor whose first two funds were backed by a...  View Details
      Keywords: Strategic Planning; Venture Capital; Investment Portfolio
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      Tango, Jo, and Alys Ferragamo. "Altos Ventures (A)." Harvard Business School Case 823-035, August 2022.
      • April 2022 (Revised May 2022)
      • Case

      Mastercard Labs (A)

      By: Linda A. Hill, Sunil Gupta, Emily Tedards and Julia Kelley
      When Ajaypal (Ajay) Banga became the CEO of Mastercard in 2010, he shifted the company’s competitive focus from card networks to cash itself. Mastercard’s new vision of a “World Beyond Cash” distilled into a three-pronged framework: Grow the core business, Diversify...  View Details
      Keywords: Organizational Behavior; Culture; Organizational Culture; Culture Change; Organizational Adaptation; Organizational Effectiveness; Alignment; Leadership; Leadership Development; Innovation; Innovation Ecosystems; Ecosystem; Diversity; Collaboration; Co-creation; Learning Organizations; Empowerment; Globalization; Agility; Prototype; Experiment; Partnerships; Operating Model; Risk Management; Metrics; Payments; Financial Inclusion; Financial Industry; Ambidexterity; Corporate Innovation; Innovation Lab; Digital Transformation
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      Hill, Linda A., Sunil Gupta, Emily Tedards, and Julia Kelley. "Mastercard Labs (A)." Harvard Business School Case 422-080, April 2022. (Revised May 2022.)
      • April 2022 (Revised May 2022)
      • Case

      Mastercard Labs (A) (Abridged)

      By: Linda A. Hill, Sunil Gupta, Emily Tedards and Julia Kelley
      When Ajaypal (Ajay) Banga became the CEO of Mastercard in 2010, he shifted the company’s competitive focus from card networks to cash itself. Mastercard’s new vision of a “World Beyond Cash” distilled into a three-pronged framework: Grow the core business, Diversify...  View Details
      Keywords: Organizational Behavior; Culture; Organizational Culture; Culture Change; Organizational Adaptation; Organizational Effectiveness; Alignment; Leadership; Leadership Development; Innovation; Innovation Ecosystems; Diversity; Collaboration; Co-creation; Learning Organizations; Empowerment; Ecosystem; Agility; Prototype; Experiment; Partnerships; Operating Model; Risk Management; Metrics; Payments; Financial Inclusion; Financial Industry; Ambidexterity; Corporate Innovation; Innovation Lab; Accelerator; Start-up; Intrapreneurship; Competitive Strategy; Business Model; Technological Innovation; Growth and Development Strategy; Digital Transformation
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      Hill, Linda A., Sunil Gupta, Emily Tedards, and Julia Kelley. "Mastercard Labs (A) (Abridged)." Harvard Business School Case 422-082, April 2022. (Revised May 2022.)
      • 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

      Corporate Strategy and the Theory of the Firm in the Digital Age

      By: Markus Menz, Sven Kunisch, Julian Birkinshaw, David J. Collis, Nicolai J. Foss, Robert E. Hoskisson and John Prescott
      The purpose of this article is to reinvigorate research in the intersection of corporate strategy and the theory of the firm in light of the rapid advancement of digital technologies. Using the theory of the firm as an interpretive lens, we focus our analysis on the...  View Details
      Keywords: Digitalization; Multi-business Firm; Scale And Scope; Theory Of The Firm; Corporate Strategy; Technological Innovation; Competitive Advantage; Organizational Design; Theory; Research; Digital Transformation
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      Menz, Markus, Sven Kunisch, Julian Birkinshaw, David J. Collis, Nicolai J. Foss, Robert E. Hoskisson, and John Prescott. "Corporate Strategy and the Theory of the Firm in the Digital Age." Journal of Management Studies 58, no. 7 (November 2021): 1695–1720.
      • October 2021
      • Article

      Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

      By: Nicolas Padilla and Eva Ascarza
      The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can...  View Details
      Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis
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      Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Journal of Marketing Research (JMR) 58, no. 5 (October 2021): 981–1006.
      • September 2, 2021
      • Article

      The Digital Economy Runs on Open Source. Here's How to Protect It.

      By: Hila Lifshitz-Assaf and Frank Nagle
      Free and open source software (FOSS) is essential to much of the tech we use every day—from cars to phones to planes to the cloud. While traditionally, it was developed by an army of volunteer developers and given away for free, companies are increasingly taking a more...  View Details
      Keywords: Free And Open-source Software; FOSS; Open Source Distribution; Applications and Software; Collaborative Innovation and Invention; Organizations; Policy; Cybersecurity
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      Lifshitz-Assaf, Hila, and Frank Nagle. "The Digital Economy Runs on Open Source. Here's How to Protect It." Harvard Business Review Digital Articles (September 2, 2021).
      • July 2021
      • Case

      Bessemer Venture Partners: Century Fund

      By: Jo Tango and Alys Ferragamo
      In July of 2021, Bessemer Venture Partners (BVP) contemplated the future of its growth investing practice, known as “Century.” While still relatively new as a focused initiative, BVP’s growth investing already had significant momentum. The fund’s investment pace had...  View Details
      Keywords: Leveraged Buyouts; Financial Institutions; Growth and Development Strategy; Investment Banking; Competitive Strategy; Public Sector; Venture Capital; Private Equity; Acquisition
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      Tango, Jo, and Alys Ferragamo. "Bessemer Venture Partners: Century Fund." Harvard Business School Case 822-009, July 2021.
      • May 2021
      • Case

      Roku 2021

      By: David B. Yoffie and Daniel Fisher
      This case is used to explore the strategic concept of "look forward, reason back." Roku in 2021 is trying to figure out the future of television and streaming media. Students are asked to provide a vision for television and streaming media (that is, Look Forward) by...  View Details
      Keywords: Television Entertainment; Forecasting and Prediction; Decision Choices and Conditions; Strategy; Strategic Planning; Media and Broadcasting Industry
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      Yoffie, David B., and Daniel Fisher. "Roku 2021." Harvard Business School Case 721-480, 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; Retail Industry; Apparel and Accessories Industry; Consumer Products 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.)
      • 2022
      • Working Paper

      Canary Categories

      By: Eric Anderson, Chaoqun Chen, Ayelet Israeli and Duncan Simester
      Past customer spending in a category is generally a positive signal of future customer spending. We show that there exist “Canary Categories” for which the reverse is true. The more customers purchase in these categories, the less likely these customers are to return...  View Details
      Keywords: Churn; Churn Management; Churn/retention; Retention; Assortment Planning; Retail; Retailing; Retailing Industry; Preference Heterogeneity; Customer Relationship Management; Consumer Behavior; Retail Industry; United States
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      Anderson, Eric, Chaoqun Chen, Ayelet Israeli, and Duncan Simester. "Canary Categories." Working Paper, August 2022.
      • January 2021 (Revised March 2021)
      • Case

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

      By: Jill Avery, Ayelet Israeli and Emma von Maur
      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; Preference Prediction; 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; Retail Industry; Apparel and Accessories Industry; Consumer Products Industry; United States
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      Avery, Jill, Ayelet Israeli, and Emma von Maur. "THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)." Harvard Business School Case 521-070, January 2021. (Revised March 2021.)
      • December 2020 (Revised February 2021)
      • Case

      Kerry Group: Inspiring Food, Nourishing Life

      By: Forest L. Reinhardt, José B. Alvarez, Damien McLoughlin, Tonia Labruyere and Tonia Junker
      The Irish company Kerry Group, one of the leading global players in the taste and nutrition industry, wants to ensure its future growth in developing and developed markets. Founded in 1972 as a dairy cooperative, it had grown into a provider of taste and nutrition...  View Details
      Keywords: Agribusiness; Environmental Sustainability; Food; Nutrition; Growth and Development Strategy; Global Range; Market Entry and Exit; Customer Relationship Management; Agriculture and Agribusiness Industry
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      Reinhardt, Forest L., José B. Alvarez, Damien McLoughlin, and Tonia Labruyere. "Kerry Group: Inspiring Food, Nourishing Life." Harvard Business School Case 721-019, December 2020. (Revised February 2021.)
      • November 2020
      • Case

      Wilderness Safaris: Responses to the COVID-19 Crisis

      By: James E. Austin, Megan Epler Wood and Herman B. "Dutch" Leonard
      This case is an epilogue to “Wilderness Safaris: Impact Investing and Ecotourism Conservation in Africa” (2-321-020), which ends with the emergence of the pandemic in March 2020. The final discussion area for that case can be “What should Wilderness Safari CEO Keith...  View Details
      Keywords: Communities; COVID-19; Ecotourism; Travel; Travel Industry; Conservation Planning; Reopening; Investor Relations; Project Strategy; Governance; Decision Making; Cash; Health Pandemics; Business and Shareholder Relations; Tourism Industry; Africa
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      Austin, James E., Megan Epler Wood, and Herman B. "Dutch" Leonard. "Wilderness Safaris: Responses to the COVID-19 Crisis." Harvard Business School Case 321-077, November 2020.
      • October 2020 (Revised December 2020)
      • Case

      AfricInvest: A Pan-African Investment Platform

      By: Victoria Ivashina and Youssef Abdel Aal
      The case is set in December 2018, when Ziad Oueslati, co-managing director and co-founder of AfricInvest, a leading pan-African private equity firm headquartered in Tunisia, was reflecting on the future direction of his firm. AfricInvest started as a traditional small...  View Details
      Keywords: Finance; Private Equity; Venture Capital; Strategy; Governance; Financial Services Industry; Tunisia; Africa; Middle East
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      Ivashina, Victoria, and Youssef Abdel Aal. "AfricInvest: A Pan-African Investment Platform." Harvard Business School Case 221-037, October 2020. (Revised December 2020.)
      • 2020
      • Working Paper

      Targeting for Long-Term Outcomes

      By: Jeremy Yang, Dean Eckles, Paramveer Dhillon and Sinan Aral
      Decision makers often want to target interventions so as to maximize an outcome that is observed only in the long term. This typically requires delaying decisions until the outcome is observed or relying on simple short-term proxies for the long-term outcome. Here we...  View Details
      Keywords: Targeted Marketing; Optimization; Churn Management; Marketing; Customer Relationship Management; Policy; Learning; Outcome or Result
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      Yang, Jeremy, Dean Eckles, Paramveer Dhillon, and Sinan Aral. "Targeting for Long-Term Outcomes." Working Paper, October 2020.
      • September 2020
      • Teaching Note

      Miami's Tech Future (A): Twenty-first Century Changes and Challenges

      By: Rosabeth Moss Kanter and Joyce J. Kim
      In the decade starting in 2000, a new mayor focused on infrastructure and leadership from a foundation investing in arts and culture helped the Miami region transform and attract younger people to a newly vibrant central city and arts district. In 2011, the Knight...  View Details
      Keywords: Change; Leadership; Business and Community Relations; Strategic Planning; Technology Industry; Miami; Florida
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      Kanter, Rosabeth Moss, and Joyce J. Kim. "Miami's Tech Future (A): Twenty-first Century Changes and Challenges." Harvard Business School Teaching Note 321-044, September 2020.
      • April 2020
      • Article

      Collective Emotions

      By: Amit Goldenberg, David Garcia, Eran Halperin and James J. Gross
      When analyzing situations in which multiple people are experiencing emotions together—whether the emotions are positive or negative and whether the situations are online or offline—we are intuitively drawn to the emotions of each individual in the situation. However,...  View Details
      Keywords: Emotions; Social Psychology
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      Goldenberg, Amit, David Garcia, Eran Halperin, and James J. Gross. "Collective Emotions." Current Directions in Psychological Science 29, no. 2 (April 2020): 154–160.
      • March 2020
      • Case

      Forbidden City: Launching a Craft Beer in China

      By: Christopher A. Bartlett and Carole Carlson
      This case describes a difficult choice faced by Victor Wang, Managing Director of Singapore-based Eurasian Brewing Company (EBC), concerning the competing product launch plans of Le Jie, Vice President of EBC's China and East Asian operations, and Vivian Chin, EBC's...  View Details
      Keywords: Subsidiary Management; Craft Brewing; Strategy; Decision Making; Organizational Structure; Business Model; Growth and Development Strategy; Entrepreneurship; Management Style; Food and Beverage Industry; China; East Asia
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      Bartlett, Christopher A., and Carole Carlson. "Forbidden City: Launching a Craft Beer in China." Harvard Business School Brief Case 920-559, March 2020.
      • 2020
      • Working Paper

      Design in the Age of Artificial Intelligence

      By: Roberto Verganti, Luca Vendraminelli and Marco Iansiti
      Artificial Intelligence (AI) is affecting the scenario in which innovation takes place. What are the implications for our understanding of design? Is AI just another digital technology that, akin to many others, will not significantly question what we know about...  View Details
      Keywords: Artificial Intelligence; Design Thinking; Technological Innovation; Design; Change; Theory; AI and Machine Learning
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      Verganti, Roberto, Luca Vendraminelli, and Marco Iansiti. "Design in the Age of Artificial Intelligence." Harvard Business School Working Paper, No. 20-091, February 2020.
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