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      • January 24, 2025
      • Article

      Behaviorally Designed Training Leads to More Diverse Hiring

      By: Cansin Arslan, Edward H. Chang, Siri Chilazi, Iris Bohnet and Oliver P. Hauser
      Many organizations have shown interest in increasing the diversity of their workforces for various reasons. Collectively, they have spent millions of dollars and countless employee hours on diversity training. Yet, there is little empirical evidence that such training... View Details
      Keywords: Training; Diversity; Selection and Staffing; Behavior; Outcome or Result; Organizational Change and Adaptation
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      Arslan, Cansin, Edward H. Chang, Siri Chilazi, Iris Bohnet, and Oliver P. Hauser. "Behaviorally Designed Training Leads to More Diverse Hiring." Science 387, no. 6732 (January 24, 2025): 364–366.
      • January 2025
      • Technical Note

      AI vs Human: Analyzing Acceptable Error Rates Using the Confusion Matrix

      By: Tsedal Neeley and Tim Englehart
      This technical note introduces the confusion matrix as a foundational tool in artificial intelligence (AI) and large language models (LLMs) for assessing the performance of classification models, focusing on their reliability for decision-making. A confusion matrix... View Details
      Keywords: Reliability; Confusion Matrix; AI and Machine Learning; Decision Making; Measurement and Metrics; Performance
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      Neeley, Tsedal, and Tim Englehart. "AI vs Human: Analyzing Acceptable Error Rates Using the Confusion Matrix." Harvard Business School Technical Note 425-049, January 2025.
      • January 2025
      • Case

      Davivienda Bank's Upskilling and Reskilling Strategy in Colombia (Abridged)

      By: Jorge Tamayo, Raffaella Sadun and Jenyfeer Martinez Buitrago
      Set in 2022, this abridged case examines the digital transformation strategy of Davivienda—a leading player in Colombia’s commercial banking sector and one of the companies belonging to Grupo Bolívar, a major Colombian conglomerate—and the bank’s upskilling and... View Details
      Keywords: Change Management; Transformation; Decision Choices and Conditions; Digital Strategy; Digital Transformation; Internet and the Web; Mobile and Wireless Technology; Innovation and Management; Innovation Strategy; Growth and Development Strategy; Business Strategy; Corporate Strategy; Talent and Talent Management; Training; Organizational Culture; Banking Industry; Latin America; Central America; South America; Colombia
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      Tamayo, Jorge, Raffaella Sadun, and Jenyfeer Martinez Buitrago. "Davivienda Bank's Upskilling and Reskilling Strategy in Colombia (Abridged)." Harvard Business School Case 725-428, January 2025.
      • January 2025
      • Case

      Untapped Global: Financing Africa's Missing Middle

      By: Raymond Kluender and Emanuele Colonnelli
      In November 2024, Jim Chu, founder and CEO of Untapped Global, faced mounting internal tensions over the company’s strategic direction. Untapped had developed a data-driven revenue-based financing (RBF) model to address the “missing middle” problem—the $5.2 trillion... View Details
      Keywords: Social Entrepreneurship; Venture Capital; Working Capital; Private Equity; Financial Strategy; Microfinance; International Finance; Currency Exchange Rate; Profit Sharing; Revenue; Developing Countries and Economies; Economic Growth; Emerging Markets; Mission and Purpose; Small Business; Entrepreneurial Finance; Banking Industry; Financial Services Industry; Information Technology Industry; Technology Industry; Africa; Nigeria; South Africa; Kenya; Uganda; California; San Francisco
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      Kluender, Raymond, and Emanuele Colonnelli. "Untapped Global: Financing Africa's Missing Middle." Harvard Business School Case 825-056, January 2025.
      • January 2025 (Revised February 2025)
      • Background Note

      A High-Tech Revolution with Chinese Characteristics: China's Drive Towards EV Supremacy

      By: William C. Kirby, Daniel Fu and Matthew Ngai
      This background note explains and documents the rise of China's EV industry. Moreover, it identifies the challenges facing it and posits several questions about the decisions needed to be made to sustain the industry's global dominance. Would Chinese producers be able... View Details
      Keywords: State Capitalism; Electric Vehicles; Tesla; Renewable Energy; Global Strategy; Taxation; Technological Innovation; Industry Growth; Competition; Auto Industry; China; United States; Japan; European Union
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      Kirby, William C., Daniel Fu, and Matthew Ngai. "A High-Tech Revolution with Chinese Characteristics: China's Drive Towards EV Supremacy." Harvard Business School Background Note 325-073, January 2025. (Revised February 2025.)
      • January 2025 (Revised March 2025)
      • Case

      Hunter Point Capital

      By: Josh Lerner, John D. Dionne and Srimayi Mylavarapu
      In the spring of 2023, Hunter Point Capital faced a pivotal decision that could define its trajectory as a new player in the growing GP stakes business. As the firm neared completion of three high-profile GP stakes investments, consuming nearly a third of its initial... View Details
      Keywords: Investment Funds; Business Strategy; Diversification; Expansion
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      Lerner, Josh, John D. Dionne, and Srimayi Mylavarapu. "Hunter Point Capital." Harvard Business School Case 225-058, January 2025. (Revised March 2025.)
      • January 2025
      • Supplement

      Hippo: Weathering the Storm of the Home Insurance Crisis (B)

      By: Lauren Cohen, Grace Headinger and Sophia Pan
      Rick McCathron, CEO of Hippo, was optimistic about the InsurTech's path to profitability after navigating the financial uncertainties of 2022. By bundling their home insurance services with third-parties and established insurance incumbents, Hippo was adopting a... View Details
      Keywords: Fintech; Underwriters; Big Data; Homeowners' Insurance; Catastrophe Risk; Global Warming; Environment; Business Economics; Vertical Specialization; Bundling; Economies Of Scale; Business Model; Forecasting and Prediction; Climate Change; Environmental Sustainability; Green Technology; Technological Innovation; Natural Environment; Natural Disasters; Weather; Business Strategy; Competitive Advantage; Business Earnings; Insurance; Social Issues; Profit; Growth and Development Strategy; Insurance Industry; California; United States
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      Cohen, Lauren, Grace Headinger, and Sophia Pan. "Hippo: Weathering the Storm of the Home Insurance Crisis (B)." Harvard Business School Supplement 225-051, January 2025.
      • January 2025
      • Case

      Negotiating a Legacy at Sustainable Harvest (A)

      By: Jillian Jordan, Julian Zlatev, Alicia Dadlani and Martha Hostetter
      The specialty coffee importer Sustainable Harvest was the first certified B Corp in the coffee industry due to its investments in building coffee farmers’ capacity and livelihood. But in 2022, after coffee prices plummeted and the company’s bank declined to extend its... View Details
      Keywords: Negotiation; Mergers and Acquisitions; Trust; Ethics; Plant-Based Agribusiness; Volatility; Futures and Commodity Futures; Social Enterprise; Valuation; Business Model; Credit; Corporate Social Responsibility and Impact; Food and Beverage Industry; United States; Europe
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      Jordan, Jillian, Julian Zlatev, Alicia Dadlani, and Martha Hostetter. "Negotiating a Legacy at Sustainable Harvest (A)." Harvard Business School Case 925-010, January 2025.
      • January 2025
      • Supplement

      Negotiating a Legacy at Sustainable Harvest (B)

      By: Jillian Jordan, Julian Zlatev, Alicia Dadlani and Martha Hostetter
      The specialty coffee importer Sustainable Harvest was the first certified B Corp in the coffee industry due to its investments in building coffee farmers’ capacity and livelihood. But in 2022, after coffee prices plummeted and the company’s bank declined to extend its... View Details
      Keywords: Negotiation; Mergers and Acquisitions; Trust; Ethics; Plant-Based Agribusiness; Volatility; Futures and Commodity Futures; Social Enterprise; Valuation; Business Model; Credit; Corporate Social Responsibility and Impact; Food and Beverage Industry; United States; Europe
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      Jordan, Jillian, Julian Zlatev, Alicia Dadlani, and Martha Hostetter. "Negotiating a Legacy at Sustainable Harvest (B)." Harvard Business School Supplement 925-011, January 2025.
      • January 2025
      • Case

      Uncovering Questionable Behavior

      By: David Fubini, Patrick Sanguineti, Amy Chambers and William Fubini
      In this short vignette on the boundaries of professionalism, Alex Harding, recently promoted to Team Leader, faces a difficult decision regarding his client. While serving the CFO of the client company in preparation for an upcoming merger, he and his team uncover... View Details
      Keywords: Ethics; Decision Choices and Conditions; Leadership
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      Fubini, David, Patrick Sanguineti, Amy Chambers, and William Fubini. "Uncovering Questionable Behavior." Harvard Business School Case 425-050, January 2025.
      • January 2025
      • Case

      Netflix: Takedown Troubles

      By: Clayton S. Rose, Tom Quinn and Maxim Pike Harrell
      In October 2021, Netflix Co-CEO Ted Sarandos sent an all-staff email addressing backlash to comedian Dave Chappelle’s new stand-up special, The Closer. Released on October 5, the comedian’s depiction of the transgender community and other LGBTQ+ groups prompted... View Details
      Keywords: Disruption; Talent and Talent Management; Customer Satisfaction; Cost vs Benefits; Demographics; Ethics; Corporate Accountability; Employees; Recruitment; Retention; Leadership; Crisis Management; Risk Management; Corporate Social Responsibility and Impact; Mission and Purpose; Organizational Change and Adaptation; Organizational Culture; Civil Society or Community; Social Issues; Strategic Planning; Adaptation; Decisions; Motion Pictures and Video Industry
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      Rose, Clayton S., Tom Quinn, and Maxim Pike Harrell. "Netflix: Takedown Troubles." Harvard Business School Case 325-021, January 2025.
      • January 2025
      • Case

      AI Meets VC: The Data-Driven Revolution at Quantum Light Capital

      By: Lauren Cohen, Grace Headinger and Sophia Pan
      Ilya Kondrashov, CEO of Quantum Light Capital, was driven to harness AI for identifying high-potential scale-ups. Collaborating with Nik Storonsky, founder of Revolut, the duo observed that most venture capital (VC) decisions were heavily influenced by emotion, with... View Details
      Keywords: Artificial Intelligence; Business Finance; Data Analysis; Angel Investors; Cognitive Biases; Scale; Venture Capital; Investment; Business Model; Forecasting and Prediction; Technological Innovation; Innovation Strategy; Behavior; Cognition and Thinking; Public Opinion; Private Sector; Business Strategy; Competitive Advantage; Business Earnings; Behavioral Finance; AI and Machine Learning; Analytics and Data Science; Business Startups; Financial Services Industry; London; United Kingdom
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      Cohen, Lauren, Grace Headinger, and Sophia Pan. "AI Meets VC: The Data-Driven Revolution at Quantum Light Capital." Harvard Business School Case 225-053, January 2025.
      • January 2025
      • Supplement

      Martin Luther King, Jr.: A Young Minister Confronts the Challenges of Montgomery (B)

      By: Nien-hê Hsieh and Derek C. M. van Bever
      Recounts a pivotal moment in Martin Luther King Jr.'s life during the Montgomery Bus Boycott, where a profound prayer amidst threats to his life renewed his faith and resolve to lead the movement. This transformative experience marked the beginning of his lifelong... View Details
      Keywords: Spirituality; Civil Rights; Manging Uncertainty; Leadership; Decision Making; Values and Beliefs; Civil Society or Community; Social Issues; Power and Influence; Alabama
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      Hsieh, Nien-hê, and Derek C. M. van Bever. "Martin Luther King, Jr.: A Young Minister Confronts the Challenges of Montgomery (B)." Harvard Business School Supplement 425-074, January 2025.
      • January 2025
      • Case

      Index and Active Investing: Vanguard and the New Frontier of Active ETFs

      By: Marco Sammon, Luis M. Viceira and Jonathan Kanagasabai
      This case explores Vanguard’s strategic decision-making process as it considers entering the growing market for actively managed exchange-traded funds (ETFs). Set in 2024, the case places students in the position of Rodney Comegys, Vanguard’s global head of the Equity... View Details
      Keywords: Asset Management; Financial Strategy; Investment Funds; Investment Portfolio; Financial Services Industry
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      Sammon, Marco, Luis M. Viceira, and Jonathan Kanagasabai. "Index and Active Investing: Vanguard and the New Frontier of Active ETFs." Harvard Business School Case 225-056, January 2025.
      • January 2025
      • Case

      Reimagining the Employee Experience at the LEGO Group

      By: Amy Edmondson, Mark Mortensen and Elisabeth Powell
      In 2024, the LEGO Group faced a decision about the future of LEGO’s Benefits Experience Strategy and the “Best of Both” remote/hybrid work policy. With over 28,500 employees spanning global hubs, retail stores, and manufacturing plants, LEGO leaders had to consider... View Details
      Keywords: Leadership; Employee Relationship Management; Values and Beliefs; Organizational Culture; Alignment; Compensation and Benefits; Europe
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      Edmondson, Amy, Mark Mortensen, and Elisabeth Powell. "Reimagining the Employee Experience at the LEGO Group." Harvard Business School Case 625-088, January 2025.
      • January 2025
      • Case

      COMAC - Chinese Aviation Soars to New Heights

      By: William C. Kirby and Daniel Fu
      COMAC's C919 manifested the first challenge to the Boeing-Airbus duopoly since it came to dominate aircraft manufacturing in the 1990s. Beijing sought to export the C919 abroad in its quest to become a "transportation superpower." Was it a wise decision for COMAC to... View Details
      Keywords: Aviation; Boeing; Airbus; Aircraft; State-owned Enterprise (SOE); Chinese Manufacturing; Airline Industry; Airports; Global Strategy; Governing Rules, Regulations, and Reforms; Duopoly and Oligopoly; Supply Chain; Expansion; Aerospace Industry; China; United States; Europe
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      Kirby, William C., and Daniel Fu. "COMAC - Chinese Aviation Soars to New Heights." Harvard Business School Case 325-074, January 2025.
      • January 2025
      • Case

      A Tiger in the Tank: Exxon Sues Investors

      By: Clayton S. Rose, Sarah Sasso and James Weber
      In June 2024, investors were trying to make sense of ExxonMobil’s (Exxon) lawsuit against two impact investors, Arjuna Capital (Arjuna) and Follow This, that had just been dismissed by the U.S. District Court of Northern Texas. Exxon’s suit challenged the rights of two... View Details
      Keywords: Disruption; Talent and Talent Management; Customer Satisfaction; Decision Making; Demographics; Ethics; Corporate Accountability; Employees; Recruitment; Retention; Leadership; Crisis Management; Risk Management; Corporate Social Responsibility and Impact; Mission and Purpose; Organizational Change and Adaptation; Civil Society or Community; Social Issues; Adaptation; Investment Activism; Lawsuits and Litigation; Business and Shareholder Relations; Medical Devices and Supplies Industry; Health Industry; Energy Industry; United States; Netherlands; Norway
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      Rose, Clayton S., Sarah Sasso, and James Weber. "A Tiger in the Tank: Exxon Sues Investors." Harvard Business School Case 325-015, January 2025.
      • January 2025
      • Case

      Shifting Winds: DEI in Corporate America

      By: Clayton S. Rose, Maisie Wiltshire-Gordon and David Lane
      In the 2020s, intense and conflicting social and political pressures challenged organizational leaders around the world. Prominent among these were powerful competing views on workplace diversity, equity, and inclusion programs (DEI) in the United States. Public... View Details
      Keywords: Disruption; Leadership; Crisis Management; Risk Management; Corporate Social Responsibility and Impact; Mission and Purpose; Organizational Change and Adaptation; Organizational Culture; Civil Society or Community; Social Issues; Talent and Talent Management; Customer Satisfaction; Diversity; Ethics; Corporate Accountability; Employees; Retention; Recruitment; Adaptation; Programs; Consulting Industry; Auto Industry; Agriculture and Agribusiness Industry; Consumer Products Industry; Motorcycle Industry; Technology Industry; Education Industry; United States; Massachusetts; Maryland; Tennessee; District of Columbia
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      Rose, Clayton S., Maisie Wiltshire-Gordon, and David Lane. "Shifting Winds: DEI in Corporate America." Harvard Business School Case 325-017, January 2025.
      • January 8, 2025
      • Article

      Why Retailers Are Turning to Third-Party Marketplaces

      By: Antonio Moreno
      Some traditional retailers—including Walmart, Target, and Best Buy—are adopting third-party marketplaces, which connect customers with external sellers and thereby offer customers a much broader selection. Many other traditional retailers are considering whether to... View Details
      Keywords: Marketplace Matching; Distribution Channels; Customer Focus and Relationships; Cost vs Benefits; Retail Industry
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      Moreno, Antonio. "Why Retailers Are Turning to Third-Party Marketplaces." Harvard Business Review Digital Articles (January 8, 2025).
      • January 2025 (Revised April 2025)
      • Case

      Food for Thought: Exiting Russia? (A)

      By: Clayton S. Rose, Hugo Etchegoyhen and Lena Duchene
      In September 2022, the French food companies Bonduelle and Danone each grappled with the difficult decision of whether to exit Russia following its invasion of Ukraine in February. Both companies were deeply embedded in Russia’s agricultural supply chains and local... View Details
      Keywords: Food and Beverage Industry; Europe; France; Russia
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      Rose, Clayton S., Hugo Etchegoyhen, and Lena Duchene. "Food for Thought: Exiting Russia? (A)." Harvard Business School Case 325-084, January 2025. (Revised April 2025.)
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