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      • Faculty Publications  (542)

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      • 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
      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. Still, the sustainability of the...  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.
      • 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
      • 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; U.S.; Canada; Family Business; Financial Strategy; Investment; Strategy; Diversification; Management; 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.
      • October 2022
      • 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; Green Building; 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 Buildings; 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.
      • October 2022
      • 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.
      • 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.
      • October 2022
      • 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.
      • Fall 2022
      • Article

      China's Political Economy and International Backlash: From Interdependence to Security Dilemma Dynamics

      By: Margaret Pearson, Meg Rithmire and Kellee Tsai
      Contrary to expectations that economic interdependence might lessen security conflict between China and the U.S. and its allies, much of the contestation between China and several OECD countries has focused on firms and economic links. This paper explains the...  View Details
      Keywords: Globalized Markets and Industries; Government and Politics; Information Technology; China
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      Pearson, Margaret, Meg Rithmire, and Kellee Tsai. "China's Political Economy and International Backlash: From Interdependence to Security Dilemma Dynamics." International Security 47, no. 2 (Fall 2022): 135–176.
      • August 2022
      • Case

      Atlanta Ransomware Attack (A)

      By: Amit Goldenberg and Julian Zlatev
      This case describes the March 2018 Ransomware attack on the information technology (IT) systems of the city of Atlanta and the response by Mayor Keisha Lance Bottoms and her administration. The case includes a brief background on Bottoms and her young administration at...  View Details
      Keywords: Crime and Corruption; Decision Making; Cost vs Benefits; Decision Choices and Conditions; Decisions; Ethics; Values and Beliefs; Government and Politics; Government Administration; Information Technology; Cybersecurity; Information Management; Leadership; Management; Crisis Management; Management Teams; Negotiation; Risk and Uncertainty; Social Psychology; Perception; Personal Characteristics; Perspective; Power and Influence; Society; Public Administration Industry; United States; Georgia (state, US); Atlanta
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      Goldenberg, Amit, and Julian Zlatev. "Atlanta Ransomware Attack (A)." Harvard Business School Case 923-009, August 2022.
      • August 2022
      • Supplement

      Atlanta Ransomware Attack (B)

      By: Amit Goldenberg and Julian Zlatev
      This case describes the March 2018 Ransomware attack on the information technology (IT) systems of the city of Atlanta and the response by Mayor Keisha Lance Bottoms and her administration. The case includes a brief background on Bottoms and her young administration at...  View Details
      Keywords: Crime and Corruption; Decision Making; Cost vs Benefits; Decision Choices and Conditions; Decisions; Ethics; Values and Beliefs; Government and Politics; Government Administration; Information Technology; Cybersecurity; Information Management; Leadership; Management; Crisis Management; Management Teams; Negotiation; Risk and Uncertainty; Social Psychology; Perception; Personal Characteristics; Perspective; Power and Influence; Society; Public Administration Industry; United States; Atlanta; Georgia (state, US)
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      Goldenberg, Amit, and Julian Zlatev. "Atlanta Ransomware Attack (B)." Harvard Business School Supplement 923-010, August 2022.
      • August 2022
      • Article

      The U.S. Approach to Antitrust Policy in Technology Markets

      By: Shane Greenstein
      This report illustrates the strengths and weaknesses of the U.S. approach to antitrust policy by drawing lessons from three cases: United States v. AT&T, United States v. Microsoft, and United States v. Google. The cases against AT&T and Microsoft are historical cases,...  View Details
      Keywords: Antitrust; Lawsuits and Litigation; Information Technology; Competition
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      Greenstein, Shane. "The U.S. Approach to Antitrust Policy in Technology Markets." AEI Digital Platforms and American Life Project (August 2022).
      • July 2022 (Revised October 2022)
      • Case

      Sixty Years of Sylvia’s

      By: Christina R. Wing, Carlton Burrell Jr., Chika-Dike Nwokike and Abby Patrick
      Sylvia’s Restaurant, approaching its sixtieth anniversary this August, is a testament to the values instilled by the matriarch herself, Sylvia Woods. Despite living through an era of racial oppression and poverty, Sylvia accessed financing and established her financial...  View Details
      Keywords: Community; Legacy; Small Business; Values and Beliefs; Success; Expansion; Growth and Development Strategy
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      Wing, Christina R., Carlton Burrell Jr., Chika-Dike Nwokike, and Abby Patrick. "Sixty Years of Sylvia’s." Harvard Business School Case 623-018, July 2022. (Revised October 2022.)
      • July 2022
      • Teaching Note

      Netflix: A Creative Approach to Culture and Agility

      By: Ranjay Gulati, Matt Higgins and Allison Ciechanover
      Teaching Note for HBS Case Nos. 420-055 and 423-026.  View Details
      Keywords: Netflix; Corporate Culture; Streaming; Media; Technology; Corporate Entrepreneurship; Innovation Leadership; Innovation Strategy; Leadership Style; Organizational Culture; Organizational Change and Adaptation; Entertainment and Recreation Industry; Media and Broadcasting Industry; Motion Pictures and Video Industry; Technology Industry; California
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      Gulati, Ranjay, Matt Higgins, and Allison Ciechanover. "Netflix: A Creative Approach to Culture and Agility." Harvard Business School Teaching Note 423-027, July 2022.
      • July 2022
      • Supplement

      Netflix: A Creative Approach to Culture and Agility (B)

      By: Ranjay Gulati and Matt Higgins
      This (B) case, set in summer 2022, was designed as a companion to "Netflix: A Creative Approach to Culture and Agility," a case set in 2018. The purpose of this brief document is to unlock a discussion around how the Netflix culture can be used to weather new...  View Details
      Keywords: Netflix; Corporate Culture; Streaming; Media; Technology; Corporate Entrepreneurship; Innovation Leadership; Innovation Strategy; Leadership Style; Organizational Culture; Organizational Change and Adaptation; Entertainment and Recreation Industry; Media and Broadcasting Industry; Motion Pictures and Video Industry; Technology Industry; California
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      Gulati, Ranjay, and Matt Higgins. "Netflix: A Creative Approach to Culture and Agility (B)." Harvard Business School Supplement 423-026, July 2022.
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