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      • 2022
      • White Paper

      The Options Multiplier: Decoding the CareerWise Youth Apprentice Journey

      By: Joseph B. Fuller, Rachel Lipson, Farah Mallah, Girish Pendse and Rachel Snyder
      As more Americans question the appeal of costly higher education programs, earn-and-learn models, like apprenticeship, are attracting increasing attention from policymakers and employers alike. While apprenticeship is widespread in many parts of Europe,... View Details
      Keywords: Apprenticeship; Higher Education; Training; Personal Development and Career; Cost vs Benefits; Success; Governing Rules, Regulations, and Reforms
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      Fuller, Joseph B., Rachel Lipson, Farah Mallah, Girish Pendse, and Rachel Snyder. "The Options Multiplier: Decoding the CareerWise Youth Apprentice Journey." White Paper, Project on Workforce at Harvard, November 2022.
      • November 2022 (Revised December 2024)
      • Case

      Hugging Face (A): Serving AI on a Platform

      By: Shane Greenstein, Daniel Yue, Sarah Gulick and Kerry Herman
      It is fall 2022, and open-source AI model company Hugging Face is considering its three areas of priorities: platform development, supporting the open-source community, and pursuing cutting-edge scientific research. As it expands services for enterprise clients, which... View Details
      Keywords: Community; Open-source; AI and Machine Learning; Product Development; Networks; Service Delivery; Research; Governance; Business and Stakeholder Relations; Information Industry; Technology Industry; United States
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      Greenstein, Shane, Daniel Yue, Sarah Gulick, and Kerry Herman. "Hugging Face (A): Serving AI on a Platform." Harvard Business School Case 623-026, November 2022. (Revised December 2024.)
      • 2022
      • Article

      A Human-Centric Take on Model Monitoring

      By: Murtuza Shergadwala, Himabindu Lakkaraju and Krishnaram Kenthapadi
      Predictive models are increasingly used to make various consequential decisions in high-stakes domains such as healthcare, finance, and policy. It becomes critical to ensure that these models make accurate predictions, are robust to shifts in the data, do not rely on... View Details
      Keywords: AI and Machine Learning; Research and Development; Demand and Consumers
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      Shergadwala, Murtuza, Himabindu Lakkaraju, and Krishnaram Kenthapadi. "A Human-Centric Take on Model Monitoring." Proceedings of the AAAI Conference on Human Computation and Crowdsourcing (HCOMP) 10 (2022): 173–183.
      • 2022
      • Book

      Complicit: How We Enable the Unethical and How to Stop

      By: Max H. Bazerman
      It is easy to condemn obvious wrongdoers such as Elizabeth Holmes, Adam Neumann, Harvey Weinstein, and the Sackler family. But we rarely think about the many people who supported their unethical or criminal behavior. In each case there was a supporting cast of... View Details
      Keywords: Complicity; Enabling; Ethics; Behavior; Personal Characteristics; Society
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      Bazerman, Max H. Complicit: How We Enable the Unethical and How to Stop. Princeton, NJ: Princeton University Press, 2022.
      • November 2022
      • Article

      My Boss' Passion Matters as Much as My Own: The Interpersonal Dynamics of Passion Are a Critical Driver of Performance Evaluations

      By: Jon M. Jachimowicz, Andreas Wihler and Adam D. Galinsky
      Companies often celebrate employees who successfully pursue their passion. Academic research suggests that these positive evaluations occur because of the passion percolating inside the employee. We propose that supervisors are also a key piece of this puzzle:... View Details
      Keywords: Passion; Job Performance; Motivation; Emotions; Performance Evaluation; Interpersonal Communication
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      Jachimowicz, Jon M., Andreas Wihler, and Adam D. Galinsky. "My Boss' Passion Matters as Much as My Own: The Interpersonal Dynamics of Passion Are a Critical Driver of Performance Evaluations." Special Issue on Work Passion Research: Taming Breadth and Promoting Depth. Journal of Organizational Behavior 43, no. 9 (November 2022): 1496–1515.
      • November 2022
      • Article

      The Sharp Spikes of Poverty: Financial Scarcity Is Related to Higher Levels of Distress Intensity in Daily Life

      By: Jon M. Jachimowicz, Erin L. Frey, Sandra C. Matz, Bertus F. Jeronimus and Adam D. Galinsky
      Although income is an important predictor of life satisfaction, the precise forces that drive this relationship remain unclear. We propose that financial resources afford individuals a path to reducing the distressing impact of everyday hassles, in turn increasing... View Details
      Keywords: Distress; Affect; Control; Financial Scarcity; Life Satisfaction; Income; Poverty; Well-being
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      Jachimowicz, Jon M., Erin L. Frey, Sandra C. Matz, Bertus F. Jeronimus, and Adam D. Galinsky. "The Sharp Spikes of Poverty: Financial Scarcity Is Related to Higher Levels of Distress Intensity in Daily Life." Social Psychological & Personality Science 13, no. 8 (November 2022): 1187–1198.
      • October 2022
      • Case

      Spaceport America, Public Sector Risk-taking, and Political Accountability (A)

      By: Matthew Weinzierl, Dava Newman, Rebecca Browder and Angela Acocella
      Sitting quietly in the heart of the New Mexico desert in the summer of 2014, Spaceport America (SA) housed little of the activity its supporters anticipated when opening its hangar doors in 2011. Despite $1 million in annual rent from Virgin Galactic, British... View Details
      Keywords: Funding Sources; Risk and Uncertainty; Public Sector; Business and Government Relations; Factories, Labs, and Plants; Aerospace Industry; New Mexico
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      Weinzierl, Matthew, Dava Newman, Rebecca Browder, and Angela Acocella. "Spaceport America, Public Sector Risk-taking, and Political Accountability (A)." Harvard Business School Case 723-011, October 2022.
      • October 2022
      • Case

      Sustainable Finance at Itau BBA

      By: George Serafeim, Maria Loumioti and Benjamin Maletta
      As of August 2022, the Itau BBA had structured dozens of sustainability linked bonds, which made future interest payments a function of the borrower meeting a target for a sustainability metric, and had solidified its reputation as a pioneer of sustainable finance in... View Details
      Keywords: Sustainable Finance; Corporate Social Responsibility; Environmental Sustainability; Growth Strategy; Debt Contracting; Performance Metrics; Risk Assessment; ESG (Environmental, Social, Governance) Performance; Financial Instruments; Risk Management; Debt Securities; Measurement and Metrics; Banking Industry; Pulp and Paper Industry; Latin America
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      Serafeim, George, Maria Loumioti, and Benjamin Maletta. "Sustainable Finance at Itau BBA." Harvard Business School Case 123-036, October 2022.
      • June 2022
      • Article

      A New Initiative to Track HIV Resource Allocation and Costs

      By: Ryan McBain, AK Nandakumar, Michael Ruffner, Carlyn Mann, Mai Hijazi, Susanna Baker, Linden Morrison, Kalipso Chalkidou, Shufang Zhang, Iris Semini, Fern Terris-Prestholt, Steven Forsythe, Sarah Byakika, Joshua Musinguzi and Robert S. Kaplan
      In early 2020, several global health institutions – including the Global Fund to Fight AIDS, Tuberculosis and Malaria; Joint United Nations Program on HIV/AIDS (UNAIDS); United States Agency for International Development; and Office of the Global AIDS Coordinator at... View Details
      Keywords: Activity Based Costing; HIV; Cost; Health Care; Healthcare; Health Care and Treatment; Activity Based Costing and Management; Resource Allocation; Health Industry; Africa
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      McBain, Ryan, AK Nandakumar, Michael Ruffner, Carlyn Mann, Mai Hijazi, Susanna Baker, Linden Morrison, Kalipso Chalkidou, Shufang Zhang, Iris Semini, Fern Terris-Prestholt, Steven Forsythe, Sarah Byakika, Joshua Musinguzi, and Robert S. Kaplan. "A New Initiative to Track HIV Resource Allocation and Costs." Bulletin of the World Health Organization 100, no. 6 (June 2022): 358–358A.
      • October 2022
      • Article

      Amplification in the Evaluation of Multiple Emotional Expressions over Time

      By: Amit Goldenberg, Jonas Schöne, Zi Huang, Timothy D. Sweeny, Desmond C. Ong, Timothy Brady, Maria M. Robinson, David Levari, Jamil Zaki and James J. Gross
      Social interactions are dynamic and unfold over time. To make sense of social interactions, people must aggregate sequential information into summary, global evaluations. But how do people do this? Here, to address this question, we conducted nine studies (N = 1,583)... View Details
      Keywords: Social Interactions; Facial Expressions; Emotions; Behavior; Perception
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      Goldenberg, Amit, Jonas Schöne, Zi Huang, Timothy D. Sweeny, Desmond C. Ong, Timothy Brady, Maria M. Robinson, David Levari, Jamil Zaki, and James J. Gross. "Amplification in the Evaluation of Multiple Emotional Expressions over Time." Nature Human Behaviour 6, no. 10 (October 2022): 1408–1416.
      • 2022
      • Article

      Diffusing Management Practices within the Firm: The Role of Information Provision

      By: Michael J. Lenox and Michael W. Toffel
      Why are some firms more successful in adopting profitable environmental management practices than others? A key role of corporate managers is to encourage subsidiaries to adopt innovative practices. We examine the conditions under which corporate managers use... View Details
      Keywords: Environmental Strategy; Information Provision; Environmental Management; Knowledge Dissemination
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      Lenox, Michael J., and Michael W. Toffel. "Diffusing Management Practices within the Firm: The Role of Information Provision." Art. 5911. Special Issue on Competitive Sustainability: The Intersection of Sustainability and Business Success. Sustainability 14, no. 10 (2022).
      • 2022
      • Working Paper

      Racial Diversity in Private Capital Fundraising

      By: Johan Cassel, Josh Lerner and Emmanuel Yimfor
      Black- and Hispanic-owned funds control a very modest share of assets in the private capital industry. We find that the sensitivity of follow-on fundraising to fund performance is greater for minority-owned groups, particularly for underperforming groups. We... View Details
      Keywords: Buyouts; Capital Formation; Minorities; Venture Capital; Minority-owned Businesses; Race; Diversity; Investment Funds; Financial Services Industry
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      Cassel, Johan, Josh Lerner, and Emmanuel Yimfor. "Racial Diversity in Private Capital Fundraising." Harvard Business School Working Paper, No. 23-020, September 2022. (Revise and resubmit, Journal of Financial Economics.)
      • 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).
      • September 2022
      • Article

      Loneliness Versus Distress: A Comparison of Emotion Regulation Profiles

      By: Alyssa J. Tan, Vincent Mancini, James J. Gross, Amit Goldenberg, Johanna C. Badcock, Michelle H. Lim, Rodrigo Becerra, Ben Jackson and David A. Preece
      Loneliness, a negative emotion stemming from the perception of unmet social needs, is a major public health concern. Current interventions often target social domains but produce small effects and are not as effective as established emotion regulation (ER)-based... View Details
      Keywords: Emotions
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      Tan, Alyssa J., Vincent Mancini, James J. Gross, Amit Goldenberg, Johanna C. Badcock, Michelle H. Lim, Rodrigo Becerra, Ben Jackson, and David A. Preece. "Loneliness Versus Distress: A Comparison of Emotion Regulation Profiles." Behaviour Change 39, no. 3 (September 2022): 180–190.
      • September 2022 (Revised August 2023)
      • Case

      Audrey Tang: Using Technology to Strengthen Democracy in Taiwan

      By: Shikhar Ghosh and Shweta Bagai
      Since the early days of the internet, Taiwan had a vibrant community of civic hackers and open-source programmers who engaged with social issues. Audrey Tang was one of them. She spearheaded the 2014 Sunflower Student Movement in Taiwan, where protestors peacefully... View Details
      Keywords: Democracy; Internet; Web Technology; Digital Transformation; Digital Platform; COVID; Information Technology; Applications and Software; Governance; Entrepreneurship; Governing Rules, Regulations, and Reforms; Innovation and Invention; Taiwan; China; Asia
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      Ghosh, Shikhar, and Shweta Bagai. "Audrey Tang: Using Technology to Strengthen Democracy in Taiwan." Harvard Business School Case 823-048, September 2022. (Revised August 2023.)
      • 2024
      • Working Paper

      Private Equity Fund Valuation Management during Fundraising

      By: Brian K. Baik
      I investigate whether and how private equity fund managers (GPs) inflate their interim fund valuations (net asset values or NAVs) during fundraising periods. Specifically, I study the extent to which the GPs inflate NAVs by managing valuation assumptions (e.g.,... View Details
      Keywords: Private Equity; Institutional Investors; Valuation Multiples; Earnings Management; Private Firms; Valuation; Investment Funds
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      Baik, Brian K. "Private Equity Fund Valuation Management during Fundraising." Harvard Business School Working Paper, No. 23-013, August 2022. (Revised May 2024.)
      • August 2022 (Revised December 2022)
      • Case

      Iluméxico: For Every Family to Have Power

      By: Brian Trelstad, Isa Oliveres and Jenyfeer Martinez Buitrago
      In 2022, Manuel Wiechers, the CEO of Iluméxico, a for-profit social enterprise that provided off-grid solar energy services in rural Mexico, was finalizing his presentation for the company’s upcoming board meeting. In the 12 years since Wiechers had co-founded... View Details
      Keywords: Social Entrepreneurship; Social Enterprise; Energy; Energy Policy; Energy Generation; Energy Sources; Growth Management; Business and Government Relations; Equity; Internet and the Web; Business Model; Energy Industry; Mexico; Latin America
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      Trelstad, Brian, Isa Oliveres, and Jenyfeer Martinez Buitrago. "Iluméxico: For Every Family to Have Power." Harvard Business School Case 323-026, August 2022. (Revised December 2022.)
      • August, 2022
      • Article

      Changing Ingroup Boundaries: The Effect of Immigration on Race Relations in the United States

      By: Vasiliki Fouka and Marco Tabellini
      How do social group boundaries evolve? Does the appearance of a new outgroup change the ingroup's perceptions of other outgroups? We introduce a conceptual framework of context-dependent categorization, in which exposure to one minority leads to recategorization of... View Details
      Keywords: In-group-out-group Relations; Ingroup-outgroup Relations; Immigration; Race; Relationships; United States
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      Fouka, Vasiliki, and Marco Tabellini. "Changing Ingroup Boundaries: The Effect of Immigration on Race Relations in the United States." American Political Science Review 116, no. 3 (August, 2022): 968–984. (Featured in the Boston Globe, Washington Post, and HBS Working Knowledge.)
      • 2022
      • Book

      Purpose + Profit: How Business Can Lift Up the World

      By: George Serafeim
      The roadmap and best practices to reap the enormous value that can emerge when your business prioritizes social and environmental goals—such as climate change, diversity and inclusion, and sustainability—right alongside the pursuit of profit.

      We not only... View Details
      Keywords: ESG (Environmental, Social, Governance) Performance; Profitability; Business And Society; Organizations; Mission and Purpose; Goals and Objectives; Social Issues; Environmental Sustainability; Value Creation; Organizational Change and Adaptation
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      Serafeim, George. Purpose + Profit: How Business Can Lift Up the World. New York: HarperCollins Leadership, 2022.
      • August 2022
      • Article

      What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features

      By: Shunyuan Zhang, Dokyun Lee, Param Vir Singh and Kannan Srinivasan
      We study how Airbnb property demand changed after the acquisition of verified images (taken by Airbnb’s photographers) and explore what makes a good image for an Airbnb property. Using deep learning and difference-in-difference analyses on an Airbnb panel dataset... View Details
      Keywords: Sharing Economy; Airbnb; Property Demand; Computer Vision; Deep Learning; Image Feature Extraction; Content Engineering; Property; Marketing; Demand and Consumers
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      Zhang, Shunyuan, Dokyun Lee, Param Vir Singh, and Kannan Srinivasan. "What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features." Management Science 68, no. 8 (August 2022): 5644–5666.
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