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      • 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
      • Supplement

      Driving Decarbonization at BMW - Video Supplement

      By: Shirley Lu, George Serafeim and Michael W. Toffel
      Videos of Thomas Becker, Vice President of Sustainability and Mobility at BMW Group, in support of the case "Driving Decarbonization at BMW" (HBS No. 123-008) View Details
      Keywords: Decarbonization; Auto Manufacturing; Carbon Accounting; Accounting; Environmental Accounting; Energy; Environmental Management; Climate Change; Environmental Sustainability; Pollution; Product; Supply Chain; Supply Chain Management; Production; Product Design; Transportation; Transportation Industry; Europe; United States; China
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      Lu, Shirley, George Serafeim, and Michael W. Toffel. "Driving Decarbonization at BMW - Video Supplement." Harvard Business School Multimedia/Video Supplement 123-706, December 2022.
      • December 2022
      • Supplement

      Freelancer, Ltd. Case Supplement

      By: Christopher Stanton, Karim R. Lakhani, Jin Hyun Paik and Nina Cohodes
      Over the course of the 2010s, the rapid advancement of mobile technologies and the rise of online freelancing platforms seemed to portend a radical transformation of labor markets into on-demand, flexible talent pools. Even though several Fortune 500 companies,... View Details
      Keywords: Labor Markets; Freelancers; Change Management; Corporate Entrepreneurship; Globalized Firms and Management; Human Capital; Employment; Digital Platforms; Global Range; Adoption; Governing Rules, Regulations, and Reforms; Growth and Development Strategy; Computer Industry; Electronics Industry; Employment Industry; Information Industry; Australia; United States; Philippines
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      Stanton, Christopher, Karim R. Lakhani, Jin Hyun Paik, and Nina Cohodes. "Freelancer, Ltd. Case Supplement." Harvard Business School Multimedia/Video Supplement 823-707, December 2022. (Click here to access this case.)
      • November 2022
      • Case

      Para: Pay Transparency and Gig Drivers' Rights

      By: Christopher Stanton and George Gonzalez
      The case presents the founding vision and early days of a young startup that seeks to empower delivery drivers with tools and transparency. The company's flagship mobile app has been taken up by tens of thousands of delivery drivers across major U.S. cities who use it... View Details
      Keywords: Gig Workers; Corporate Entrepreneurship; Entrepreneurship; Business Startups; Applications and Software; Disruptive Innovation; Compensation and Benefits; Technology Industry; San Francisco
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      Stanton, Christopher, and George Gonzalez. "Para: Pay Transparency and Gig Drivers' Rights." Harvard Business School Case 823-072, 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.)
      • October 17, 2022
      • Article

      Relational Diversity in Social Portfolios Predicts Well-Being

      By: Hanne K. Collins, Serena F. Hagerty, Jordi Quoidbach, Michael I. Norton and Alison Wood Brooks
      We document a link between the relational diversity of one’s social portfolio—the richness and evenness of relationship types across one’s social interactions—and well-being. Across four distinct samples, respondents from the United States who completed a preregistered... View Details
      Keywords: Social Interaction; Social Engagement; Well-being; Happiness; Social and Collaborative Networks; Family and Family Relationships
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      Collins, Hanne K., Serena F. Hagerty, Jordi Quoidbach, Michael I. Norton, and Alison Wood Brooks. "Relational Diversity in Social Portfolios Predicts Well-Being." Proceedings of the National Academy of Sciences 119, no. 43 (October 17, 2022).
      • 2022
      • White Paper

      The American Opportunity Index: A Corporate Scorecard of Worker Advancement

      By: Matt Sigelman, Joseph Fuller, Nik Dawson and Gad Levanon
      The American Opportunity Index: A Corporate Scorecard of Worker Advancement is a new effort to give companies and other stakeholders a set of robust tools that measure how well major employers are doing in fostering economic mobility for workers and how they could do... View Details
      Keywords: Upward Mobility; Career Advancement; Personal Development and Career; Compensation and Benefits; Employees; Wages; Human Capital; Recruitment
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      Sigelman, Matt, Joseph Fuller, Nik Dawson, and Gad Levanon. "The American Opportunity Index: A Corporate Scorecard of Worker Advancement." White Paper, Burning Glass Institute, October 2022 (A joint project with Harvard Business School Project on Managing the Future of Work and Schultz Family Foundation.)
      • September 2022 (Revised May 2024)
      • Case

      Navya: Steering toward a Driverless Future

      By: Julian De Freitas, Elie Ofek, Shaun Ingledew and Tonia Labruyere
      In 2022, Sophie Desormière arrived at French roboshuttle producer Navya, tasked with charting a new course in a challenging sector. The company, which had recently listed on the Paris Stock Exchange, was burning through cash reserves and needed to transform the promise... View Details
      Keywords: Autonomous Vehicles; Market Entry and Exit; Opportunities; Governing Rules, Regulations, and Reforms; Consumer Behavior; Business Model; Auto Industry; Transportation Industry; France; United States
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      De Freitas, Julian, Elie Ofek, Shaun Ingledew, and Tonia Labruyere. "Navya: Steering toward a Driverless Future." Harvard Business School Case 523-046, September 2022. (Revised May 2024.)
      • September 16, 2022
      • Article

      A Causal Test of the Strength of Weak Ties

      By: Karthik Rajkumar, Guillaume Saint-Jacques, Iavor I. Bojinov, Erik Brynjolfsson and Sinan Aral
      The authors analyzed data from multiple large-scale randomized experiments on LinkedIn’s People You May Know algorithm, which recommends new connections to LinkedIn members, to test the extent to which weak ties increased job mobility in the world’s largest... View Details
      Keywords: Job Mobility; Social Networks; Social Ties; Networks; Personal Development and Career
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      Rajkumar, Karthik, Guillaume Saint-Jacques, Iavor I. Bojinov, Erik Brynjolfsson, and Sinan Aral. "A Causal Test of the Strength of Weak Ties." Science 377, no. 6612 (September 16, 2022).
      • 2025
      • Working Paper

      Algorithmic Assortment Curation: An Empirical Study of Buybox in Online Marketplaces

      By: Santiago Gallino, Nil Karacaoglu and Antonio Moreno
      Most online sales worldwide take place in marketplaces that connect sellers and buyers. The presence of numerous third-party sellers leads to a proliferation of listings for each product, making it difficult for customers to choose between the available options. Online... View Details
      Keywords: Algorithms; E-commerce; Sales; Digital Marketing; Internet and the Web; Customer Satisfaction
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      Gallino, Santiago, Nil Karacaoglu, and Antonio Moreno. "Algorithmic Assortment Curation: An Empirical Study of Buybox in Online Marketplaces." Working Paper, 2025.
      • September 2022
      • Article

      Health Externalities and Policy: The Role of Social Preferences

      By: Laura Alfaro, Ester Faia, Nora Lamersdorf and Farzad Saidi
      Social preferences facilitate the internalization of health externalities, for example by reducing mobility during a pandemic. We test this hypothesis using mobility data from 258 cities worldwide alongside experimentally validated measures of social preferences.... View Details
      Keywords: Social Preferences; Pandemics; Mobility; Health Externalities; Mitigation Policies; Health Pandemics; Cooperation; Behavior; Policy
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      Alfaro, Laura, Ester Faia, Nora Lamersdorf, and Farzad Saidi. "Health Externalities and Policy: The Role of Social Preferences." Management Science 68, no. 9 (September 2022): 6751–6761.
      • August 2022
      • Background Note

      Retail Media Networks

      By: Eva Ascarza, Ayelet Israeli and Celine Chammas
      In 2022, retail media was one of the fastest growing segments in digital advertising. A retail media network (RMN) allows a retailer to use its assets for advertising. Retailers set up an advertising business by allowing marketers to buy advertising space across their... View Details
      Keywords: Advertisers; Advertising Media; Media And Broadcasting Industry; Retail; Retail Analytics; Retail Promotion; Retailing; Ecommerce; E-Commerce Strategy; E-commerce; Marketing Communication; Targeting; Targeted Advertising; Targeted Marketing; Advertising; Marketing; Marketing Communications; Marketing Strategy; Brands and Branding; Media; Marketing Channels; Retail Industry; Consumer Products Industry; Advertising Industry; United States
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      Ascarza, Eva, Ayelet Israeli, and Celine Chammas. "Retail Media Networks." Harvard Business School Background Note 523-029, August 2022.
      • August 2022 (Revised January 2025)
      • Case

      NOW PT (A): Should We Invest?

      By: George A Riedel, Amy Klopfenstein and Mel Martin
      In fall 2021, a team of students from the HBS Impact Investing Fund considered Neurologic Optimal Wellness Physical Therapy (NOW PT) for a potential investment. Dr. Banks, the founder of NOW PT, drove to visit patients. She sought an investment from the fund to open a... View Details
      Keywords: Entrepreneurship; Social Entrepreneurship; Finance; Investment; Health; Health Care and Treatment; Medical Specialties; Buildings and Facilities; Health Industry; Financial Services Industry; North and Central America; United States; Massachusetts
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      Riedel, George A., Amy Klopfenstein, and Mel Martin. "NOW PT (A): Should We Invest?" Harvard Business School Case 323-009, August 2022. (Revised January 2025.)
      • July 2022 (Revised January 2024)
      • Case

      Kovi: Changing Brazil's Mobility Landscape

      By: Lynda M. Applegate, Michael Norris and Alexis Lefort
      Kovi, a car rental startup located in São Paulo, Brazil, provides affordable access to rental cars for rideshare drivers. The case examines the origins of the company, provides background on the auto and rideshare industries in Brazil, and follows the CEO, Adhemar... View Details
      Keywords: Ridesharing; Entrepreneurship; Growth and Development Strategy; Business Startups; Developing Countries and Economies; Auto Industry; Brazil; Mexico; Latin America
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      Applegate, Lynda M., Michael Norris, and Alexis Lefort. "Kovi: Changing Brazil's Mobility Landscape." Harvard Business School Case 823-028, July 2022. (Revised January 2024.)
      • 2022
      • Book

      The Heart of Business (ハート・オブ・ビジネス)――「人とパーパス」を本気で大切にする新時代のリーダーシップ

      By: Hubert Joly and Caroline Lambert
      A remarkable turnaround by a leader with a remarkable philosophy: Find your noble purpose. Put people at the center. Unleash human magic.
      "It was fall in Minnesota. It was getting cold and we were supposed to die." This is how Hubert Joly describes the early,... View Details
      Keywords: Capitalism; Leadership; Mission and Purpose; Business and Stakeholder Relations
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      Joly, Hubert, and Caroline Lambert. The Heart of Business (ハート・オブ・ビジネス)――「人とパーパス」を本気で大切にする新時代のリーダーシップ. 英治出版, 2022, Japanese ed.
      • July 15, 2022
      • Article

      Does Elon Musk Have a Strategy?

      By: Andy Wu and Goran Calic
      Does Elon Musk have a strategy? Or is he just out there winging it? Looking at Musk’s many companies, common themes stand out across three areas: what fits into his vision for problems to solve, how he designs an organization as a solution to those problems, and why he... View Details
      Keywords: Technology; Strategy; Vision; Resources; Organization; Platform; Closed Systems; Leadership; Complexity; Organizational Design; Vertical Integration; Problems and Challenges; Success; Auto Industry; Aerospace Industry; Media and Broadcasting Industry; Energy Industry
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      Wu, Andy, and Goran Calic. "Does Elon Musk Have a Strategy?" Harvard Business Review Digital Articles (July 15, 2022).
      • July 2022
      • Teaching Note

      TraceTogether

      By: Mitchell Weiss and Sarah Mehta
      This Note provides guidance for teaching "TraceTogether," HBS Case No. 820-111. View Details
      Keywords: Government Administration; Crisis Management; Health; Health Pandemics; Innovation and Invention; Innovation Leadership; Innovation Strategy; Technological Innovation; Social Issues; Mobile and Wireless Technology; Technology Adoption; Health Industry; Public Administration Industry; Singapore
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      Weiss, Mitchell, and Sarah Mehta. "TraceTogether." Harvard Business School Teaching Note 823-015, July 2022.
      • 2022
      • Working Paper

      Social Protection and Social Distancing During the Pandemic: Mobile Money Transfers in Ghana

      By: Dean Karlan, Matt Lowe, Robert Osei, Isaac Osei-Akoto, Benjamin N. Roth and Christopher Udry
      We study the impact of mobile money transfers to a representative sample of low-income Ghanaians during the COVID-19 pandemic. The announcement of the upcoming transfers affects neither consumption, well-being, nor social distancing. Once disbursed,... View Details
      Keywords: Social Distancing; Social Welfare; Economic Relief; Health Pandemics; Poverty
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      Karlan, Dean, Matt Lowe, Robert Osei, Isaac Osei-Akoto, Benjamin N. Roth, and Christopher Udry. "Social Protection and Social Distancing During the Pandemic: Mobile Money Transfers in Ghana." Harvard Business School Working Paper, No. 23-010, July 2022. (Revise and Resubmit, Journal of Development Economics.)
      • June 2022
      • Article

      Conservatism Gets Funded? A Field Experiment on the Role of Negative Information in Novel Project Evaluation

      By: Jacqueline N. Lane, Misha Teplitskiy, Gary Gray, Hardeep Ranu, Michael Menietti, Eva C. Guinan and Karim R. Lakhani
      The evaluation and selection of novel projects lies at the heart of scientific and technological innovation, and yet there are persistent concerns about bias, such as conservatism. This paper investigates the role that the format of evaluation, specifically information... View Details
      Keywords: Project Evaluation; Innovation; Knowledge Frontier; Information Sharing; Negativity Bias; Projects; Innovation and Invention; Information; Knowledge Sharing
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      Lane, Jacqueline N., Misha Teplitskiy, Gary Gray, Hardeep Ranu, Michael Menietti, Eva C. Guinan, and Karim R. Lakhani. "Conservatism Gets Funded? A Field Experiment on the Role of Negative Information in Novel Project Evaluation." Management Science 68, no. 6 (June 2022): 4478–4495.
      • May 2022
      • Teaching Note

      Climate Action in Miami

      By: Rosabeth Moss Kanter and Catarina Martinez
      Teaching Note for HBS Case No. 322-101. The Miami metropolitan area is a global epicenter of climate risk from heat and sea level rise, but leaders have only recently mobilized for action to respond to this systemic challenge. Resilient 305 began a collaboration across... View Details
      Keywords: Climate Change; Climate Impact; Change; Leadership; Cross-sector Collaboration; Coalition; Ecosystem; Greenhouse Gas Emissions; Cities; Environmental Sustainability; Infrastructure; Green Technology; Environmental Management; Miami
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      Kanter, Rosabeth Moss, and Catarina Martinez. "Climate Action in Miami." Harvard Business School Teaching Note 322-128, May 2022.
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