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      • January 2024 (Revised February 2024)
      • Case

      Data-Driven Denim: Financial Forecasting at Levi Strauss

      By: Mark Egan
      The case examines Levi Strauss’ journey in implementing machine learning and AI into its financial forecasting process. The apparel company partnered with the IT company Wipro in 2017 to develop a machine learning algorithm that could help Levi Strauss forecast its... View Details
      Keywords: Investor Relations; Forecasting; Machine Learning; Artificial Intelligence; Apparel; Corporate Finance; Forecasting and Prediction; AI and Machine Learning; Digital Transformation; Apparel and Accessories Industry; United States
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      Egan, Mark. "Data-Driven Denim: Financial Forecasting at Levi Strauss." Harvard Business School Case 224-029, January 2024. (Revised February 2024.)
      • December 2023 (Revised May 2024)
      • Case

      Building Resiliency in McDonald's Supply Chain

      By: David E. Bell, Damien McLoughlin and David Lane
      Considers McDonald’s efforts to build resilience into its global supply chain so that the company and its suppliers can better navigate the increasing pressures and pace of climate change and regulatory change, including a focus on supplying sustainable beef, while the... View Details
      Keywords: Climate Change; Supply Chain Management; Business and Stakeholder Relations; Risk and Uncertainty; Governing Rules, Regulations, and Reforms; Growth Management; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; United States; Europe; South America
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      Bell, David E., Damien McLoughlin, and David Lane. "Building Resiliency in McDonald's Supply Chain." Harvard Business School Case 524-001, December 2023. (Revised May 2024.)
      • December 2023
      • Case

      TikTok: The Algorithm Will See You Now

      By: Shikhar Ghosh and Shweta Bagai
      In a world where attention is a scarce commodity, this case explores the meteoric rise of TikTok—an app that transformed from a niche platform for teens into the most visited domain by 2021—surpassing even Google. Its algorithm was a sophisticated mechanism for... View Details
      Keywords: Social Media; Applications and Software; Disruptive Innovation; Business and Government Relations; International Relations; Cybersecurity; Culture; Technology Industry; China; United States; India
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      Ghosh, Shikhar, and Shweta Bagai. "TikTok: The Algorithm Will See You Now." Harvard Business School Case 824-125, December 2023.
      • 2023
      • Working Paper

      Rapport in Organizations: Evidence from Fast Food

      By: Achyuta Adhvaryu, Parker Howell, Anant Nyshadham and Jorge Tamayo
      Common identity often provides a foundation for workplace rapport. Though gender is perhaps the most frequently studied dimension of identity among workers, little is known about how gender match between managers and their workers might affect team performance. Using... View Details
      Keywords: Management; Relationships; Gender; Labor and Management Relations; Organizational Change and Adaptation; Employees; Food and Beverage Industry; Colombia
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      Adhvaryu, Achyuta, Parker Howell, Anant Nyshadham, and Jorge Tamayo. "Rapport in Organizations: Evidence from Fast Food." Harvard Business School Working Paper, No. 24-032, November 2023.
      • December 2023 (Revised April 2025)
      • Case

      Yellow Corporation: On the Verge of Bankruptcy

      By: Benjamin C. Esty and Edward A. Meyer
      Yellow Corporation, one of the country’s oldest and largest less-than-truckload (LTL) carriers, was nearing its 100th anniversary in 2024. Whether it would reach that milestone, however, was uncertain as the company was attempting to restructure its operations to... View Details
      Keywords: Labor Unions; Labor and Management Relations; Capital Structure; Restructuring; Financial Management; Ethics; Borrowing and Debt; Insolvency and Bankruptcy; Financial Strategy; Truck Transportation; Change Management; Transportation Industry; Transportation Industry; United States
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      Esty, Benjamin C., and Edward A. Meyer. "Yellow Corporation: On the Verge of Bankruptcy." Harvard Business School Case 224-028, December 2023. (Revised April 2025.)
      • December 18, 2023
      • Article

      Are Everywhere Stores the New Face of Retail?

      By: David R. Bell, Santiago Gallino and Antonio Moreno
      Historically, customer engagement and product fulfillment occurred in the same place — a traditional retail store. But today, retailers are beginning to explore how they can create opportunities for customers to engage with products in native environments. A related... View Details
      Keywords: Customer Focus and Relationships; Consumer Behavior; Distribution; Logistics; Retail Industry
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      Bell, David R., Santiago Gallino, and Antonio Moreno. "Are Everywhere Stores the New Face of Retail?" MIT Sloan Management Review (website) (December 18, 2023).
      • 2023
      • Working Paper

      The Impact of Unionization on Consumer Perceptions of Service Quality: Evidence from Starbucks

      By: Isamar Troncoso, Minkyung Kim, Ishita Chakraborty and SooHyun Kim
      The US has seen a rise in union movements, but their effects on service industry marketing outcomes like customer satisfaction and perceptions of service quality remain understudied. In this paper, we empirically study the impact on customer satisfaction and... View Details
      Keywords: Labor Unions; Customer Satisfaction; Perception; Public Opinion; Employees; Food and Beverage Industry
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      Troncoso, Isamar, Minkyung Kim, Ishita Chakraborty, and SooHyun Kim. "The Impact of Unionization on Consumer Perceptions of Service Quality: Evidence from Starbucks." Working Paper, 2023.
      • November 2023
      • Case

      Gabon Special Economic Zone

      By: John Macomber and Wale Lawal
      Tropical rain forest covers about 80% of the West African nation of Gabon, part of the Congo Basin and the "lungs of the world." Gabon is one of the first nations to earn revenue from carbon sequestration...as long as the rain forest remains intact. There are... View Details
      Keywords: Economic Development; Forestry; Wood; Carbon Credits; Supply Chain; Economic Growth; Developing Countries and Economies; Climate Change; Environmental Sustainability; Government Administration; Business and Government Relations; Strategy; Forest Products Industry; Africa; Gabon
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      Macomber, John, and Wale Lawal. "Gabon Special Economic Zone." Harvard Business School Case 224-012, November 2023.
      • November 2023 (Revised July 2024)
      • Case

      'Care in Every Drop': Ayala Corporation and Manila Water (A)

      By: Debora L. Spar, Paul Healy, Tricia Peralta and Julia M. Comeau
      Since 1834, eight generations of the Ayala family have used their conglomerate to fund nation-building projects in the Philippines, including investments in tramcars, telecommunications, hospitals, and schools. In 1997, Ayala’s subsidiary, Manila Water, took control of... View Details
      Keywords: Family Business; Economic Growth; Social Entrepreneurship; Climate Change; Natural Resources; Crisis Management; Failure; Privatization; Social Issues; Urban Development; Adaptation; Public Opinion; Mission and Purpose; Utilities Industry; Asia; Philippines
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      Spar, Debora L., Paul Healy, Tricia Peralta, and Julia M. Comeau. "'Care in Every Drop': Ayala Corporation and Manila Water (A)." Harvard Business School Case 324-038, November 2023. (Revised July 2024.)
      • November 2023
      • Supplement

      'Care in Every Drop': Ayala Corporation and Manila Water (B)

      By: Debora L. Spar, Paul Healy, Tricia Peralta and Julia Comeau
      Since 1834, eight generations of the Ayala family have used their conglomerate to fund nation-building projects in the Philippines, including investments in tramcars, telecommunications, hospitals, and schools. In 1997, Ayala’s subsidiary, Manila Water, took control of... View Details
      Keywords: Family Business; Economic Growth; Social Entrepreneurship; Climate Change; Natural Resources; Crisis Management; Failure; Privatization; Social Issues; Urban Development; Adaptation; Infrastructure; Utilities Industry; Philippines
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      Spar, Debora L., Paul Healy, Tricia Peralta, and Julia Comeau. "'Care in Every Drop': Ayala Corporation and Manila Water (B)." Harvard Business School Supplement 324-039, November 2023.
      • November 2023 (Revised April 2024)
      • Case

      BiomX: Bringing Phage Back to the Stage

      By: Paul A. Gompers, Elie Ofek, Orna Dan and Emilie Billaud
      In the spring of 2023, and following the favorable results of a trial involving its phage cocktail for treating lung infections among cystic fibrosis (CF) patients, the leadership of BiomX had several critical issues to wrestle with. First, given its precarious... View Details
      Keywords: Working Capital; Financing and Loans; Health Testing and Trials; Product Development; Research and Development; Science-Based Business; Commercialization; Biotechnology Industry; Biotechnology Industry
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      Gompers, Paul A., Elie Ofek, Orna Dan, and Emilie Billaud. "BiomX: Bringing Phage Back to the Stage." Harvard Business School Case 524-051, November 2023. (Revised April 2024.)
      • 2023
      • Working Paper

      Coordinated R&D Programs and the Creation of New Industries

      By: Daniel P. Gross and Maria P. Roche
      Complex systems technologies—including “deep tech”—are prone to numerous frictions that stymie commercial development. Yet technologies with these features underpin some of the most valuable industries of the past century. We examine how large, mission-oriented... View Details
      Keywords: Research and Development; Policy; Business and Government Relations; Technological Innovation; Collaborative Innovation and Invention
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      Gross, Daniel P., and Maria P. Roche. "Coordinated R&D Programs and the Creation of New Industries." Harvard Business School Working Paper, No. 24-027, April 2023. (Revised October 2024.)
      • November 2023 (Revised March 2024)
      • Technical Note

      Customer Data Privacy

      By: Eva Ascarza and Ta-Wei Huang
      This note provides an overview of the evolving landscape of customer data privacy in 2023. It highlights two pivotal aspects that make privacy a central concern for businesses: building and maintaining customer trust and navigating the intricate regulatory... View Details
      Keywords: Customer Relationship Management; Governance Compliance; Governing Rules, Regulations, and Reforms; Risk and Uncertainty; Reputation; Trust; Information Management; Retail Industry; Retail Industry; Retail Industry; Retail Industry; Europe; United States
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      Ascarza, Eva, and Ta-Wei Huang. "Customer Data Privacy." Harvard Business School Technical Note 524-005, November 2023. (Revised March 2024.)
      • November 2023 (Revised May 2024)
      • Case

      Kickstarter: Crowdfunding for the Arts

      By: Rohit Deshpandé and Alexis Lefort
      Kickstarter was a virtual crowdfunding platform and community that allowed creators of all kinds to raise funding for creative projects. The executive team was wrestling with a tension in its business model: the organization earned the majority of its revenue from... View Details
      Keywords: Fundraising; Mission; Crowdfunding; Corporate Social Responsibility and Impact; Mission and Purpose; Philanthropy and Charitable Giving; Arts; Web Services Industry; United States
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      Deshpandé, Rohit, and Alexis Lefort. "Kickstarter: Crowdfunding for the Arts." Harvard Business School Case 524-016, November 2023. (Revised May 2024.)
      • November 2023
      • Case

      Tata Group in 2021: Pursuing Profits through Purpose

      By: Tarun Khanna, Krishna G. Palepu and Vidhya Muthuram
      October 8, 2021: Tata Sons won a bid to acquire India’s national carrier Air India, marking the airline's return to its original owners after 68 long years. The winning bid of $2.4 billion gave Tata Sons full ownership of the airline and its coveted network of 6,200... View Details
      Keywords: Corporate Strategy; Mission and Purpose; Corporate Social Responsibility and Impact; Emerging Markets; Mergers and Acquisitions; Ownership; Air Transportation; Air Transportation Industry; India
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      Khanna, Tarun, Krishna G. Palepu, and Vidhya Muthuram. "Tata Group in 2021: Pursuing Profits through Purpose." Harvard Business School Case 124-047, November 2023.
      • November 2023
      • Case

      Team Liquid: Fueling the Business of Fandom

      By: Youngme Moon and Kerry Herman
      In 2023, the co-CEOs of Team Liquid, one of the world's most prominent Esports organizations, are deciding whether and how to evolve their business model to include (1) a greater focus on enterprise revenue; and (2) more direct-to-consumer activity. Team Liquid has one... View Details
      Keywords: Business Model; Customer Focus and Relationships; Games, Gaming, and Gambling; Revenue; Organizational Culture; Business and Community Relations; Video Game Industry
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      Moon, Youngme, and Kerry Herman. "Team Liquid: Fueling the Business of Fandom." Harvard Business School Case 324-041, November 2023.
      • November 2023 (Revised January 2024)
      • Case

      Votorantim: Uniting Family and Business Across Generations

      By: Christina R. Wing, Carla Larangeira and Pedro Levindo
      Over a 105-year span, the Ermírio de Moraes family built Votorantim, one of Latin America’s largest industrial conglomerates, and among Brazil’s topmost businesses, also credited for helping “build” the country over decades. By early 2023, Votorantim included... View Details
      Keywords: Corporate Governance; Family Ownership; Business and Shareholder Relations; Family and Family Relationships; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Latin America
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      Wing, Christina R., Carla Larangeira, and Pedro Levindo. "Votorantim: Uniting Family and Business Across Generations." Harvard Business School Case 624-050, November 2023. (Revised January 2024.)
      • November 2023
      • Article

      Brokerage House Initial Public Offerings and Analyst Forecast Quality

      By: Mark Bradshaw, Michael Drake, Joseph Pacelli and Brady Twedt
      We examine how brokerage firm initial public offerings (IPOs) influence the research quality of sell-side analysts employed by the brokerage. Our main results focus on earnings forecast bias and absolute forecast errors as proxies for research quality. Using a... View Details
      Keywords: IPOs; Research Analysts; "Brokerage Industry; Initial Public Offering; Employees; Behavior; Outcome or Result
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      Bradshaw, Mark, Michael Drake, Joseph Pacelli, and Brady Twedt. "Brokerage House Initial Public Offerings and Analyst Forecast Quality." Management Science 69, no. 11 (November 2023): 7079–7094.
      • 2024
      • Working Paper

      What Do Impact Investors Do Differently?

      By: Shawn Cole, Leslie Jeng, Josh Lerner, Natalia Rigol and Benjamin N. Roth
      In recent years, impact investors – private investors who seek to generate simultaneously financial and social returns – have attracted intense interest and controversy. We analyze a novel, comprehensive data set of impact and traditional investors to assess how the... View Details
      Keywords: ESG; Socially Responsible Investing; Investment Decisions; Public Goods; Impact Investment; Investment; Private Equity; Venture Capital
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      Cole, Shawn, Leslie Jeng, Josh Lerner, Natalia Rigol, and Benjamin N. Roth. "What Do Impact Investors Do Differently?" Harvard Business School Working Paper, No. 24-028, November 2023.
      • October 2023 (Revised April 2024)
      • Case

      Veeva Systems: The Next Frontier

      By: Satish Tadikonda and William Marks
      Born out of a desire to bring technological advances in enterprise software into the healthcare vertical, Peter Gassner and Matt Wallach founded Veeva to bring life sciences companies into the digital age for data management in both the commercial and R&D sectors. Over... View Details
      Keywords: Business Model; Governance Compliance; Applications and Software; Growth Management; Expansion; Technology Industry
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      Tadikonda, Satish, and William Marks. "Veeva Systems: The Next Frontier." Harvard Business School Case 824-074, October 2023. (Revised April 2024.)
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