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      • January 2023
      • Article

      Social Networks, Ethnicity, and Entrepreneurship

      By: William R. Kerr and Martin Mandorff
      We study the relationship between ethnicity, occupational choice, and entrepreneurship. Immigrant groups in the United States cluster in specific business sectors. For example, Koreans are 34 times more concentrated in self-employment for dry cleaning than other... View Details
      Keywords: Self-employed; Occupation; Entrepreneurship; Ethnicity; Immigration; Networks
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      Kerr, William R., and Martin Mandorff. "Social Networks, Ethnicity, and Entrepreneurship." Journal of Human Resources 58, no. 1 (January 2023): 183–220.
      • December 2022 (Revised January 2025)
      • Case

      Akooda: Charging Toward Operational Intelligence

      By: Christopher Stanton and Mel Martin
      The Akooda case describes the challenges confronting founder and CEO Yuval Gonczarowski (MBA ‘17) in 2022 as he attempts to boost sales. Launched in November 2020, Akooda was an AI company that mined 20 different sources of digital data, from tools like Slack, Google... View Details
      Keywords: Data Mining; Productivity; Monitoring; Data Analysis; AI and Machine Learning; Knowledge Management; Operations; Problems and Challenges; Employee Relationship Management; Information Technology Industry; Technology Industry; Information Industry; Boston; Israel
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      Stanton, Christopher, and Mel Martin. "Akooda: Charging Toward Operational Intelligence." Harvard Business School Case 823-018, December 2022. (Revised January 2025.)
      • 2023
      • Working Paper

      Nailing Prediction: Experimental Evidence on the Value of Tools in Predictive Model Development

      By: Daniel Yue, Paul Hamilton and Iavor Bojinov
      Predictive model development is understudied despite its centrality in modern artificial intelligence and machine learning business applications. Although prior discussions highlight advances in methods (along the dimensions of data, computing power, and algorithms)... View Details
      Keywords: Analytics and Data Science
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      Yue, Daniel, Paul Hamilton, and Iavor Bojinov. "Nailing Prediction: Experimental Evidence on the Value of Tools in Predictive Model Development." Harvard Business School Working Paper, No. 23-029, December 2022. (Revised April 2023.)
      • December 2022 (Revised May 2023)
      • Case

      Iberdrola: Leading the Energy Revolution

      By: Juan Alcácer and Emer Moloney
      At the end of 2019, Ignacio Galán, the Chairman and CEO of the world's third largest utility, Iberdrola, reflected on his almost 20 years at the company. He managed a portfolio of three very different businesses, each with their own specific opportunities and... View Details
      Keywords: Energy; Energy Generation; Energy Sources; Non-Renewable Energy; Renewable Energy; Engineering; Innovation and Management; Innovation Leadership; Innovation Strategy; Technological Innovation; Leadership; Growth and Development Strategy; Market Timing; Industry Growth; Mission and Purpose; Strategy; Energy Industry; Green Technology Industry; Utilities Industry; Transportation Industry; Auto Industry; Spain; United Kingdom; United States; Brazil; Mexico
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      Alcácer, Juan, and Emer Moloney. "Iberdrola: Leading the Energy Revolution." Harvard Business School Case 723-398, December 2022. (Revised May 2023.)
      • December 2022 (Revised June 2023)
      • Case

      Hacking the U.S. Election: Russia's Misinformation Campaign

      By: Shikhar Ghosh
      The case discusses the relatively low technology approach used by Russia to influence the U.S. Presidential Election in 2016. Although political parties manipulating the media was not a new phenomenon, the Russians ran a broad, well-financed, and sophisticated social... View Details
      Keywords: Political Elections; International Relations; Social Media; Power and Influence; Information; Russia; United States
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      Ghosh, Shikhar. "Hacking the U.S. Election: Russia's Misinformation Campaign." Harvard Business School Case 823-043, December 2022. (Revised June 2023.)
      • December 13, 2022
      • Article

      6 Ways Companies Fail to Help Workers Grow

      By: Joseph Fuller, Matthew Sigelman and Nik Dawson
      The authors recently studied Fortune 250 companies and ranked them based on the lived experience of three million of their U.S. workers. One of their key findings was that even top-ranked firms fail to deliver consistently on worker advancement. To understand why this... View Details
      Keywords: Personal Development and Career; Training; Business Model; Outcome or Result; Performance Evaluation; Opportunities
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      Fuller, Joseph, Matthew Sigelman, and Nik Dawson. "6 Ways Companies Fail to Help Workers Grow." Harvard Business Review Digital Articles (December 13, 2022).
      • December 2022
      • Article

      Collaborative Rooming: An Innovative Pilot Project to Overcome Primary Care Challenges

      By: Gagandeep Singh, Jill G. Lenhart, Richard A. Helmers, Michele Renee Eberlee, Heather Costley, Joel B. Roberts and Robert S. Kaplan
      Primary care physicians are overburdened with growing complexities and increasing expectations for primary care visits. To meet expectations, primary care physicians must multitask during visits and spend extra hours in the office for charting, billing, and... View Details
      Keywords: Health Care and Treatment; Groups and Teams; Job Design and Levels; Health Industry
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      Singh, Gagandeep, Jill G. Lenhart, Richard A. Helmers, Michele Renee Eberlee, Heather Costley, Joel B. Roberts, and Robert S. Kaplan. "Collaborative Rooming: An Innovative Pilot Project to Overcome Primary Care Challenges." Wisconsin Medical Journal 121, no. 4 (December 2022): 306–309.
      • December 2022
      • Article

      Entry Points: Gaining Momentum in Early-Stage Cross-Boundary Collaborations

      By: Eva Flavia Martínez Orbegozo, Jorrit de Jong, Hannah Riley Bowles, Amy Edmondson, Anahide Nahhal and Lisa Cox
      To address complex social challenges, it is widely recognized that leaders from public, for-profit, and civic organizations should join forces. Yet, well-intended collaborators often struggle to achieve alignment and fail to gain traction in their joint efforts. This... View Details
      Keywords: Groups and Teams; Social and Collaborative Networks; Goals and Objectives
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      Orbegozo, Eva Flavia Martínez, Jorrit de Jong, Hannah Riley Bowles, Amy Edmondson, Anahide Nahhal, and Lisa Cox. "Entry Points: Gaining Momentum in Early-Stage Cross-Boundary Collaborations." Journal of Applied Behavioral Science 58, no. 4 (December 2022): 595–645.
      • 2022
      • Working Paper

      Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions

      By: Caleb Kwon, Ananth Raman and Jorge Tamayo
      We empirically analyze how managerial overrides to a commercial algorithm that forecasts demand and schedules labor affect store performance. We analyze administrative data from a large grocery retailer that utilizes a commercial algorithm to forecast demand and... View Details
      Keywords: Employees; Human Capital; Performance; Applications and Software; Management Skills; Management Practices and Processes; Retail Industry
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      Kwon, Caleb, Ananth Raman, and Jorge Tamayo. "Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions." Working Paper, December 2022. (R&R Management Science.)
      • December 2022 (Revised August 2023)
      • Case

      Ribbit Capital and the Gauntlet Investment Opportunity

      By: Shai Bernstein and Allison M. Ciechanover
      Ten-year-old, Palo Alto-based Ribbit Capital is best-known for its global investments in fintech. The firm was also an early advocate of crypto and blockchain, having invested in more than two dozen startups in the space in the past decade. In the Spring of 2022,... View Details
      Keywords: Alternative Assets; Cryptocurrency; Business Startups; Investment Portfolio; Decision Choices and Conditions; Negotiation Deal; Governing Rules, Regulations, and Reforms; Venture Capital; Financial Services Industry; California
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      Bernstein, Shai, and Allison M. Ciechanover. "Ribbit Capital and the Gauntlet Investment Opportunity." Harvard Business School Case 823-038, December 2022. (Revised August 2023.)
      • December 2022
      • Article

      The Task Bind: Explaining Gender Differences in Managerial Tasks and Performance

      By: Alexandra C. Feldberg
      This multi-method study of managers in a grocery chain identifies a novel mechanism by which threats of gender stereotypes undermine women’s ability to be effective managers. I find that women managers face a task bind, a dilemma that managers experience as they try to... View Details
      Keywords: Gender Stereotypes; Gender; Managerial Roles; Performance Expectations
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      Feldberg, Alexandra C. "The Task Bind: Explaining Gender Differences in Managerial Tasks and Performance." Administrative Science Quarterly 67, no. 4 (December 2022): 1049–1092.
      • November 2022 (Revised March 2024)
      • Case

      Replika AI: Monetizing a Chatbot

      By: Julian De Freitas and Nicole Tempest Keller
      In early 2018, Eugenia Kuyda, co-founder and CEO of San Francisco-based chatbot Replika AI, was deciding how to monetize the app she had built. Launched in 2017, Replika was a consumer AI “companion app” developed by a team of AI software engineers originally based in... View Details
      Keywords: Mental Health; Subscriber Models; TAM; Monetization Strategy; Marketing Strategy; Product Marketing; AI and Machine Learning; Applications and Software; Product Positioning; Health Disorders; Technology Industry
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      De Freitas, Julian, and Nicole Tempest Keller. "Replika AI: Monetizing a Chatbot." Harvard Business School Case 523-016, November 2022. (Revised March 2024.)
      • November 2022
      • Case

      Goonj: Growing in the Face of a Pandemic

      By: V. Kasturi Rangan and Priyank Narayan
      Founded by the husband and wife team of Anshu and Meenakshi Gupta in 1999, Goonj had quickly emerged as one of the leading disaster relief and rural development organizations in India. Their main mode of development was through providing a clothing kit to the village... View Details
      Keywords: COVID-19 Pandemic; Management; Family Business; Natural Disasters; Social Issues; Entrepreneurship; Operations; Business and Community Relations; Strategy; India
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      Rangan, V. Kasturi, and Priyank Narayan. "Goonj: Growing in the Face of a Pandemic." Harvard Business School Case 523-051, November 2022.
      • November 2022 (Revised October 2024)
      • Case

      'A Marshall Plan for Africa': James Mwangi and Equity Group Holdings

      By: Caroline M. Elkins, Debora L. Spar, Zeke Gillman and Julia M. Comeau
      Financial Inclusion. Dignity. Trust. These were the core principles driving James Mwangi’s transformation of Equity Building Society, insolvent in 1991, into what is, today, Equity Group Holdings, East and Central Africa’s largest retail banking institution. Raised in... View Details
      Keywords: Income Inequality; Micro Finance; Microcredit; Microfinance; Banks and Banking; Equality and Inequality; Mission and Purpose; Business Model; Social Entrepreneurship; Banking Industry; Financial Services Industry; Africa; Kenya
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      Elkins, Caroline M., Debora L. Spar, Zeke Gillman, and Julia M. Comeau. "'A Marshall Plan for Africa': James Mwangi and Equity Group Holdings." Harvard Business School Case 323-048, November 2022. (Revised October 2024.)
      • November 2022 (Revised February 2024)
      • Case

      The Globalization of Manchester City Football Group

      By: Maria P. Roche, Tiona Zuzul, Exequiel Hernandez and Amy Klopfenstein
      This case describes the efforts of City Football Group (CFG) to purchase Esporte Clube Bahia (Bahia), a Brazilian professional soccer club. CFG’s strategy was to acquire under-performing clubs worldwide, invest money in high-profile players, and improve the teams’... View Details
      Keywords: Business Ventures; Acquisition; Business Conglomerates; Geography; Geographic Location; Geographic Scope; Globalization; Global Strategy; Globalized Markets and Industries; Markets; Demand and Consumers; Marketing; Brands and Branding; Organizations; Organizational Change and Adaptation; Sports; Strategy; Competition; Competitive Advantage; Diversification; Expansion; Sports Industry; Europe; United Kingdom; England; South America; Brazil
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      Roche, Maria P., Tiona Zuzul, Exequiel Hernandez, and Amy Klopfenstein. "The Globalization of Manchester City Football Group." Harvard Business School Case 723-391, November 2022. (Revised February 2024.)
      • November 2022
      • Case

      Arcos Dorados’ Quest for the Digitalization of Last-Mile Delivery in Colombia

      By: Jorge Tamayo, Jenyfeer Martinez Buitrago and Mariana Cal
      In 2018, Francisco Staton, Managing Director of Arcos Dorados in Colombia had to decide on the company’s strategy to expand its food ordering and delivery business in the country. Arcos Dorados stood as McDonald’s largest independent franchisee, and Colombia was one of... View Details
      Keywords: Digital Transformation; Delivery; McDonald's; Latin America; Quick Serve Restaurants; QSR; Transformation; Decision Making; Decision Choices and Conditions; Global Strategy; Technological Innovation; Growth and Development Strategy; Agreements and Arrangements; Negotiation Tactics; Logistics; Service Delivery; Organizational Culture; Performance Improvement; Partners and Partnerships; Strategy; Food and Beverage Industry; Latin America; South America; Colombia
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      Tamayo, Jorge, Jenyfeer Martinez Buitrago, and Mariana Cal. "Arcos Dorados’ Quest for the Digitalization of Last-Mile Delivery in Colombia." Harvard Business School Case 723-395, November 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.
      • 2022
      • Case

      Charting a Course for Boston: Organizing for Change

      By: Lisa C. Cox, Mitchell B. Weiss and Jorrit De Jong
      Michelle Wu had been elected on the promise of systemic change, but four days after her November 2021 election and just eleven days before taking office as mayor of Boston, she was still considering how best to staff and manage a range of over-arching priorities.... View Details
      Keywords: Leadership; Selection and Staffing; City; Organizational Change and Adaptation; Boston
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      Cox, Lisa C., Mitchell B. Weiss, and Jorrit De Jong. "Charting a Course for Boston: Organizing for Change." Cambridge, MA, United States: Bloomberg Harvard City Leadership Initiative Case, 2022.
      • November 2022
      • Article

      Hate Crime Towards Minoritized Groups Increases as They Increase in Sized-Based Rank

      By: Mina Cikara, Vasiliki Fouka and Marco Tabellini
      People are on the move in unprecedented numbers within and between countries. How does demographic change affect local intergroup dynamics? In complement to accounts that emphasize stereotypical features of groups as determinants of their treatment, we propose the... View Details
      Keywords: Prejudice; Minority; Hate Crimes; Reference Dependence; Prejudice and Bias; Attitudes; Demographics
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      Cikara, Mina, Vasiliki Fouka, and Marco Tabellini. "Hate Crime Towards Minoritized Groups Increases as They Increase in Sized-Based Rank." Nature Human Behaviour 6, no. 11 (November 2022): 1537–1544. (Pre-Published online August 8, 2022, Featured in HBS Working Knowledge and ABC News.)
      • 2022
      • Working Paper

      How Do Investors Value ESG?

      By: Malcolm Baker, Mark Egan and Suproteem K. Sarkar
      Environmental, social, and governance (ESG) objectives have risen to near the top of the agenda for corporate executives and boards, driven in large part by their perceptions of shareholder interest. We quantify the value that shareholders place on ESG using a revealed... View Details
      Keywords: Investment; Investment Portfolio; Corporate Social Responsibility and Impact; Business and Shareholder Relations; Environmental Sustainability; Governance; Financial Services Industry; United States
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      Baker, Malcolm, Mark Egan, and Suproteem K. Sarkar. "How Do Investors Value ESG?" NBER Working Paper Series, No. 30708, December 2022. (Harvard Business School Working Paper, No. 23-028, November 2022.)
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