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      • March 2023 (Revised January 2025)
      • Case

      Wilshire Lane Capital

      By: Jeffrey J. Bussgang, Lindsay N. Hyde and Stacy Straaberg
      In September 2021, Adam Demuyakor (MBA 2017) was faced with decisions about how to launch his venture capital (VC) investment firm. His previous investment activities were a series of angel investments and special purpose vehicles alongside two part-time general... View Details
      Keywords: Ownership Stake; Investment Funds; Venture Capital; Business and Shareholder Relations; Real Estate Industry; Technology Industry; Los Angeles; California; United States
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      Bussgang, Jeffrey J., Lindsay N. Hyde, and Stacy Straaberg. "Wilshire Lane Capital." Harvard Business School Case 823-062, March 2023. (Revised January 2025.)
      • March 2023
      • Case

      MrBeast: Building a YouTube Empire

      By: Anita Elberse and Oliver Band
      Wednesday November 16, 2022 was a historic day in the ascent of Jimmy Donaldson, better known as MrBeast, to the top echelon of YouTube creators. That day he became the YouTuber with the most subscribers ever—a total of 112 million. The meteoric rise of the 24-year-old... View Details
      Keywords: Philanthropy and Charitable Giving; Power and Influence; Internet and the Web; Entrepreneurship; Growth and Development Strategy; Motion Pictures and Video Industry; Entertainment and Recreation Industry
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      Elberse, Anita, and Oliver Band. "MrBeast: Building a YouTube Empire." Harvard Business School Case 523-103, March 2023.
      • March 2023
      • Module Note

      The Advisor's Approach to Strategy Analysis

      By: David G. Fubini and Patrick Sanguineti
      A module note for the Mastering Consulting and Advisory Skills (MCAS) course, "The Advisor's Approach to Strategy Analysis" introduces the options-led approach to strategy as well as how this valuable piece of an advisor's toolbelt differs from that of an operator. View Details
      Keywords: Strategy
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      Fubini, David G., and Patrick Sanguineti. "The Advisor's Approach to Strategy Analysis." Harvard Business School Module Note 423-080, March 2023.
      • March 2023 (Revised December 2023)
      • Background Note

      Economic Analysis: The Hidden Costs of Layoffs and Managing Staff Reductions

      By: Sandra J. Sucher, Marilyn Morgan Westner and Christopher Diak
      Globally, over the past fifty years, more companies have used layoffs to cut costs during periods of decreased demand or economic downturns. But layoffs have far-reaching consequences, generate hidden costs, and harm the company in myriad ways. This note reviews ways... View Details
      Keywords: Human Resource Management; Layoffs; Furloughs; Human Resources; Management Practices and Processes; Employee Relationship Management; Resignation and Termination; Compensation and Benefits; United States
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      Sucher, Sandra J., Marilyn Morgan Westner, and Christopher Diak. "Economic Analysis: The Hidden Costs of Layoffs and Managing Staff Reductions." Harvard Business School Background Note 323-073, March 2023. (Revised December 2023.)
      • March–April 2023
      • Article

      Market Segmentation Trees

      By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis
      Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market... View Details
      Keywords: Decision Trees; Computational Advertising; Market Segmentation; Analytics and Data Science; E-commerce; Consumer Behavior; Marketplace Matching; Marketing Channels; Digital Marketing
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      Aouad, Ali, Adam Elmachtoub, Kris J. Ferreira, and Ryan McNellis. "Market Segmentation Trees." Manufacturing & Service Operations Management 25, no. 2 (March–April 2023): 648–667.
      • 2023
      • Working Paper

      Sending Signals: Strategic Displays of Warmth and Competence

      By: Bushra S. Guenoun and Julian J. Zlatev
      Using a combination of exploratory and confirmatory approaches, this research examines how people signal important information about themselves to others. We first train machine learning models to assess the use of warmth and competence impression management... View Details
      Keywords: AI and Machine Learning; Personal Characteristics; Perception; Interpersonal Communication
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      Guenoun, Bushra S., and Julian J. Zlatev. "Sending Signals: Strategic Displays of Warmth and Competence." Harvard Business School Working Paper, No. 23-051, February 2023.
      • February 2023
      • Case

      Grupo Sancor Seguros: Facing the Digital Transformation of Insurance in Argentina (A)

      By: Jorge Tamayo and Jenyfeer Martínez Buitrago
      In 2020, Alejandro Simón, CEO of Sancor Seguros Group, a nearly 75-year-old cooperative that had become Argentina’s insurance leader, had to decide about the Group’s digital transformation strategy. The Group’s values and history needed to be considered during the... View Details
      Keywords: Organizational Change and Adaptation; Digital Transformation; Organizational Culture; Cooperative Ownership; Strategy; Business Strategy; Adaptation; Technology Adoption; Insurance Industry; Latin America; South America; Argentina
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      Tamayo, Jorge, and Jenyfeer Martínez Buitrago. "Grupo Sancor Seguros: Facing the Digital Transformation of Insurance in Argentina (A)." Harvard Business School Case 723-422, February 2023.
      • January 2023
      • Teaching Note

      Duolingo: Teaching Languages to the Masses

      By: Youngme Moon
      Teaching Note for HBS Case 323-016. At the time the case is written, Duolingo is the most popular language learning service in the world. The company has more than 40 million monthly active users, and the company’s total annual revenue has reached $250 million a year.... View Details
      Keywords: Marketing; Marketing Strategy; Customer Relationship Management; Acquisition; Retention; Innovation and Invention
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      Moon, Youngme. "Duolingo: Teaching Languages to the Masses." Harvard Business School Teaching Note 323-070, January 2023.
      • January 2023 (Revised May 2024)
      • Case

      Singapore: 'From Third World to First'

      By: Charlotte L. Robertson and Mattias Fibiger
      As Prime Minister Lee Hsien Loong prepared to step down in 2022, Singapore faced a number of pressing challenges, from popular discontent at home to geopolitical tensions abroad. The country had become very rich after decades of successful economic management, but... View Details
      Keywords: Government Administration; Economic Growth; Public Opinion; Singapore
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      Robertson, Charlotte L., and Mattias Fibiger. "Singapore: 'From Third World to First'." Harvard Business School Case 723-023, January 2023. (Revised May 2024.)
      • December 8, 2022
      • Article

      What Companies Still Get Wrong about Layoffs

      By: Sandra J. Sucher and Marilyn Morgan Westner
      Research has long shown that layoffs have a detrimental effect on individuals and on corporate performance. The short-term cost savings provided by a layoff are often overshadowed by bad publicity, loss of knowledge, weakened engagement, higher voluntary turnover, and... View Details
      Keywords: Resignation and Termination; Employment; Selection and Staffing; Performance
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      Sucher, Sandra J., and Marilyn Morgan Westner. "What Companies Still Get Wrong about Layoffs." Harvard Business Review (website) (December 8, 2022).
      • November 2022
      • Article

      A Language-Based Method for Assessing Symbolic Boundary Maintenance between Social Groups

      By: Anjali M. Bhatt, Amir Goldberg and Sameer B. Srivastava
      When the social boundaries between groups are breached, the tendency for people to erect and maintain symbolic boundaries intensifies. Drawing on extant perspectives on boundary maintenance, we distinguish between two strategies that people pursue in maintaining... View Details
      Keywords: Culture; Machine Learning; Natural Language Processing; Symbolic Boundaries; Organizations; Boundaries; Social Psychology; Interpersonal Communication; Organizational Culture
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      Bhatt, Anjali M., Amir Goldberg, and Sameer B. Srivastava. "A Language-Based Method for Assessing Symbolic Boundary Maintenance between Social Groups." Sociological Methods & Research 51, no. 4 (November 2022): 1681–1720.
      • November, 2022
      • Article

      Role of Context in Knowledge Flows: Host Country versus Headquarters as Sources of MNC Subsidiary Knowledge Inheritance

      By: Mike Horia Teodorescu, Prithwiraj Choudhury and Tarun Khanna
      We respond to calls in the strategy and international business literature for elucidating how multinational subsidiaries develop contextual intelligence in host countries and how they use the local context as a source of valuable opportunities for learning. Applying... View Details
      Keywords: MNCs; Knowledge Flows; Innovation; Gravity Model; Absorptive Capacity; Multinational Firms and Management; Business Subsidiaries; Knowledge Management; Business Headquarters; Innovation and Invention
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      Teodorescu, Mike Horia, Prithwiraj Choudhury, and Tarun Khanna. "Role of Context in Knowledge Flows: Host Country versus Headquarters as Sources of MNC Subsidiary Knowledge Inheritance." Special Issue on Decade Celebration Special Issue II. Global Strategy Journal 12, no. 4 (November, 2022): 658–678.
      • October 2022
      • Case

      Lyra Health: Transforming Mental Health

      By: Rembrand Koning and Nicole Keller
      In January 2022, Lyra Health was deciding between several different alternatives to grow the business. Founded in 2015, Lyra Health, was a digital mental health platform that combined technology with human therapists and coaches to deliver high quality mental health... View Details
      Keywords: Mental Health; Health Care and Treatment; Corporate Entrepreneurship; Customer Value and Value Chain; Growth and Development Strategy; Expansion; Health Industry; Technology Industry; San Francisco
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      Koning, Rembrand, and Nicole Keller. "Lyra Health: Transforming Mental Health." Harvard Business School Case 723-365, October 2022.
      • October 2022
      • Case

      Star Magnolia Capital: Becoming Experts at Finding Experts

      By: Lauren Cohen, Hao Gao, River Ewing and Grace Headinger
      Shinya Deguchi, Founder and Managing Partner of Star Magnolia Capital, a Shanghai-based multi-family office (MFO), considered how to convince a new prospective family that the MFO’s endowment model approach would best suit their needs. In recent decades, there has been... View Details
      Keywords: China; Asia; Family Office; Shanghai; Financial Industry; Asset Management; Financial Instruments; Financial Management; Financial Strategy; Investment; Investment Return; Investment Portfolio; Human Capital; Family Business; Financial Services Industry; China; Shanghai
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      Cohen, Lauren, Hao Gao, River Ewing, and Grace Headinger. "Star Magnolia Capital: Becoming Experts at Finding Experts." Harvard Business School Case 223-038, October 2022.
      • October 2022 (Revised September 2024)
      • Case

      To SFO or Not To SFO: The Tolman Family Selects a Family Office Strategy

      By: Lauren Cohen, Hao Gao, Victoria Alvarez-Arango, Grace Headinger, Mili Sanwalka and Anna Yuan
      Peter Tolman, a first-generation investment professional, debated which family office strategy to adopt for managing his family’s assets. As the sole steward of his family’s wealth, he sought to conserve and grow his family’s wealth for him, his wife, and his two very... View Details
      Keywords: Family Office; Investment Strategy; Family Business; Financial Strategy; Investment; Strategy; Diversification; Management; Asset Management; Wealth; Financial Services Industry; United States; Canada
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      Cohen, Lauren, Hao Gao, Victoria Alvarez-Arango, Grace Headinger, Mili Sanwalka, and Anna Yuan. "To SFO or Not To SFO: The Tolman Family Selects a Family Office Strategy." Harvard Business School Case 223-021, October 2022. (Revised September 2024.)
      • October 2022 (Revised February 2024)
      • Case

      Masdar City: Aiming for Sustainable and Profitable Real Estate

      By: Boris Vallee and Fares Khrais
      Masdar City broke ground in 2008 and was conceived by the Abu Dhabi government to be an international beacon of innovation in sustainable energy and real estate. It was also to be a profitable investment for the government. At first glance, the two goals pulled in... View Details
      Keywords: Analysis; Business Growth And Maturation; Decisions; Public Sector; Financial Crisis; Construction; Climate Change; Green Technology; Borrowing And Debt; Corporate Finance; Capital; Capital Budgeting; Capital Structure; Cost Of Capital; Equity; REIT; Financial Management; Financial Strategy; Initial Public Offering; Innovation; Growth And Development Strategy; Emerging Markets; Urban Development; Middle East; United Arab Emirates; Sustainable Cities; Green Building; Business and Government Relations; Decision Choices and Conditions; Financing and Loans; Real Estate Industry; Construction Industry; Energy Industry; Green Technology Industry; Abu Dhabi
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      Vallee, Boris, and Fares Khrais. "Masdar City: Aiming for Sustainable and Profitable Real Estate." Harvard Business School Case 223-036, October 2022. (Revised February 2024.)
      • October 2022 (Revised June 2024)
      • Case

      Driving Decarbonization at BMW

      By: Shirley Lu, George Serafeim and Michael W. Toffel
      The case describes BMW’s electrification and decarbonization strategy, and how the company measured carbon emissions throughout the life cycle of its vehicles and used tools like carbon abatement cost curves to evaluate decarbonization opportunities. In mid-2022,... View Details
      Keywords: Decarbonization; Climate Change; Environment; Sustainability; Carbon Accounting; Carbon; Carbon Abatement; Electric Vehicles; Automobiles; Transportation; Environmental Accounting; Environmental Management; Environmental Sustainability; Accounting; Strategy; Technological Innovation; Supply Chain; Business and Stakeholder Relations; Transportation Industry; Auto Industry; Battery Industry; Germany; China; United States; Europe
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      Lu, Shirley, George Serafeim, and Michael W. Toffel. "Driving Decarbonization at BMW." Harvard Business School Case 123-008, October 2022. (Revised June 2024.)
      • October–December 2022
      • Article

      Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem

      By: Mochen Yang, Edward McFowland III, Gordon Burtch and Gediminas Adomavicius
      Combining machine learning with econometric analysis is becoming increasingly prevalent in both research and practice. A common empirical strategy involves the application of predictive modeling techniques to "mine" variables of interest from available data, followed... View Details
      Keywords: Machine Learning; Econometric Analysis; Instrumental Variable; Random Forest; Causal Inference; AI and Machine Learning; Forecasting and Prediction
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      Yang, Mochen, Edward McFowland III, Gordon Burtch, and Gediminas Adomavicius. "Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem." INFORMS Journal on Data Science 1, no. 2 (October–December 2022): 138–155.
      • 2024
      • Working Paper

      Adjusting Prices in the Long-tail: The Role of Competitive Monitoring

      By: Ayelet Israeli and Eric Anderson
      Most e-commerce retailers offer a long-tail of very low demand products. Individually, these items may have low sales but collectively they are critical to the overall e-commerce business model. Because of their minimal sales, pricing is a constant challenge. The... View Details
      Keywords: Algorithmic Pricing; Ecommerce; Price Monitoring; Price; Competition; Retail Industry
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      Israeli, Ayelet, and Eric Anderson. "Adjusting Prices in the Long-tail: The Role of Competitive Monitoring." Working Paper, June 2024.
      • October 2022 (Revised November 2023)
      • Case

      Framebridge (A): Reimagining Custom Framing

      By: Rembrand Koning and Alicia Dadlani
      In December 2018, Susan Tynan, founder and CEO of Framebridge, a four-year-old venture-backed startup that sold online custom framing, formulated plans for the future. Her vision was to revolutionize the $4 billion industry by making custom framing easy, transparent,... View Details
      Keywords: Business Startups; Business Strategy; Entrepreneurship; Operations; Consumer Products Industry; United States; District of Columbia; Kentucky
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      Koning, Rembrand, and Alicia Dadlani. "Framebridge (A): Reimagining Custom Framing." Harvard Business School Case 723-352, October 2022. (Revised November 2023.)
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