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Publications

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    • All HBS Web  (7,012)
      • Faculty Publications  (638)

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      • 2021
      • Working Paper

      The Contribution of High-Skilled Immigrants to Innovation in the United States

      By: Shai Bernstein, Rebecca Diamond, Abhisit Jiranaphawiboon, Timothy McQuade and Beatriz Pousada
      We characterize the contribution of immigrants to US innovation, both through their direct productivity as well as through their indirect spillover effects on their native collaborators. To do so, we link patent records to a database containing the first five digits of... View Details
      Keywords: Innovation; Economic Growth; Immigrants; Innovation and Invention; Collaborative Innovation and Invention; Patents; Innovation Strategy
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      Bernstein, Shai, Rebecca Diamond, Abhisit Jiranaphawiboon, Timothy McQuade, and Beatriz Pousada. "The Contribution of High-Skilled Immigrants to Innovation in the United States." Harvard Business School Working Paper, No. 22-065, December 2021. (NBER Working Paper Series, No. 30797, December 2022.)
      • Winter 2022
      • Article

      Vaccines and the COVID-19 Pandemic: Lessons from Failure and Success

      By: Scott Duke Kominers and Alex Tabarrok
      The losses from the global COVID-19 pandemic have been staggering—trillions in economic costs, on top of significant losses of life, health, and well-being. The world made significant and successful investments in vaccines to mitigate the pandemic, yet there were... View Details
      Keywords: COVID-19; Vaccination; Market Design; Health Pandemics; Loss; Outcome or Result; Opportunities; Crisis Management
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      Kominers, Scott Duke, and Alex Tabarrok. "Vaccines and the COVID-19 Pandemic: Lessons from Failure and Success." Oxford Review of Economic Policy 38, no. 4 (Winter 2022): 719–741.
      • 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.)
      • 2022
      • Chapter

      The Origins of the Developmental State: The European Experience

      By: Sophus A. Reinert
      Book Abstract: There has been a major revival of interest in State Capitalism: what it is, where it is found, and why it is seemingly becoming more ubiquitous. As a concept, it has evolved from radical critiques of the Soviet Union, to being deployed by neo-liberals to... View Details
      Keywords: State Capitalism; History; Macroeconomics; Developing Countries and Economies; Economic Systems; Europe
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      Reinert, Sophus A. "The Origins of the Developmental State: The European Experience." Chap. 3 in The Oxford Handbook of State Capitalism and the Firm, edited by Mike Wright, Geoffrey T. Wood, Alvaro Cuervo-Cazurra, Pei Sun, Ilya Okhmatovskiy, and Anna Grosman, 53–77. Oxford University Press, 2022.
      • September 2022
      • Background Note

      On CUE: The Quest for Optimal Customer Unit Economics

      By: Elie Ofek, Barak Libai and Eitan Muller
      Startups are often evaluated by how well they perform on unit economics, defined as the ratio of a customer’s lifetime value (LTV) to acquisition costs (CAC). A common target for unit economics, advocated by many VCs and analysts, is 3:1 (i.e., LTV/CAC=3). While there... View Details
      Keywords: Unit Economics; Business Startups; Performance Evaluation; Customer Value and Value Chain; Customer Relationship Management; Analysis
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      Ofek, Elie, Barak Libai, and Eitan Muller. "On CUE: The Quest for Optimal Customer Unit Economics." Harvard Business School Background Note 523-050, September 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

      Tone at the Bottom: Measuring Corporate Misconduct Risk from the Text of Employee Reviews

      By: Dennis W. Campbell and Ruidi Shang
      This paper examines whether information extracted via text-based statistical methods applied to employee reviews left on the website Glassdoor.com can be used to develop indicators of corporate misconduct risk. We argue that inside information on the incidence of... View Details
      Keywords: Management Accounting; Management Control; Corporate Culture; Corporate Misconduct; Risk Measurement; Organizational Culture; Crime and Corruption; Risk and Uncertainty; Measurement and Metrics
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      Campbell, Dennis W., and Ruidi Shang. "Tone at the Bottom: Measuring Corporate Misconduct Risk from the Text of Employee Reviews." Management Science 68, no. 9 (September 2022): 7034–7053.
      • 2022
      • Other Unpublished Work

      Got 'Critical Minerals'? Hooray! But Be Careful

      By: Louis T. Wells
      When a country has “critical minerals,” certain issues require special attention in the country’s mining legislation or while negotiating contracts with potential mining investors. As well, to obtain maximum benefit the government should prepare for negotiations with... View Details
      Keywords: Critical Minerals; Foreign Direct Investment; International Relations; Mining Industry
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      Wells, Louis T. "Got 'Critical Minerals'? Hooray! But Be Careful." Columbia FDI Perspectives, No. 338, 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.)
      • August 2022
      • Supplement

      NOW PT (B): Should We Invest?

      By: George A. Riedel, Amy Klopfenstein and Mel Martin
      This (B) case examines the results of the HBS Impact Investment Fund student team’s diligence on Neurologic Optimal Wellness Physical Therapy (NOW PT). After examining Springfield’s demographics, anticipated PT demand, local competition, and NOW PT’s financial... 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 (B): Should We Invest?" Harvard Business School Supplement 323-014, August 2022.
      • 2022
      • Article

      Data Poisoning Attacks on Off-Policy Evaluation Methods

      By: Elita Lobo, Harvineet Singh, Marek Petrik, Cynthia Rudin and Himabindu Lakkaraju
      Off-policy Evaluation (OPE) methods are a crucial tool for evaluating policies in high-stakes domains such as healthcare, where exploration is often infeasible, unethical, or expensive. However, the extent to which such methods can be trusted under adversarial threats... View Details
      Keywords: Analytics and Data Science; Cybersecurity; Mathematical Methods
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      Lobo, Elita, Harvineet Singh, Marek Petrik, Cynthia Rudin, and Himabindu Lakkaraju. "Data Poisoning Attacks on Off-Policy Evaluation Methods." Proceedings of the Conference on Uncertainty in Artificial Intelligence (UAI) 38th (2022): 1264–1274.
      • 2022
      • Working Paper

      The Impact of the COVID-19 Pandemic on the Satisfaction of Workers in Low-Wage Jobs

      By: Elizabeth R. Johnson and Ashley V. Whillans
      How did job satisfaction change during the pandemic for workers in low-wage jobs, and how did workers’ experiences compare to those in professional jobs? Using nationally representative survey data, we show that the pandemic increased the dissatisfaction of workers in... View Details
      Keywords: Low-Wage Jobs; COVID-19 Pandemic; Pay; Job Satisfaction; Income Inequality; Stereotypes; Satisfaction; Compensation and Benefits; Working Conditions
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      Johnson, Elizabeth R., and Ashley V. Whillans. "The Impact of the COVID-19 Pandemic on the Satisfaction of Workers in Low-Wage Jobs." Harvard Business School Working Paper, No. 23-001, July 2022.
      • 2022
      • Article

      Science-based Entrepreneurship in India: A Policy Glass (as yet) Quarter-Full

      By: Tarun Khanna
      India is celebrated for a resurgence of de novo entrepreneurship in recent decades. Entrants have engaged in creative risk-taking to provide market-based solutions for private or social needs despite not being scions of wealthy industrial or business families. In this... View Details
      Keywords: Entrepreneurship; Innovation and Invention; Science; Policy; Investment
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      Khanna, Tarun. "Science-based Entrepreneurship in India: A Policy Glass (as yet) Quarter-Full." India Policy Forum 19 (2022): 1–53.
      • June 2022
      • Case

      Michelin’s Green Gold Bahia Program: Leaving With Grace

      By: Sandra J. Sucher, Shalene Gupta and Susan J. Winterberg
      In 2015, the top management of French tire-maker Michelin, was evaluating Michelin’s approach to divesting its rubber plantations ten years after incorporating a novel strategy.
      In 2004, Michelin had a Brazilian rubber challenge. Its Bahía plantation had been hit... View Details
      Keywords: Divestment; Supply Chain Management; Natural Resources; Corporate Accountability; Corporate Social Responsibility and Impact; Rubber Industry; Auto Industry; Brazil; France
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      Sucher, Sandra J., Shalene Gupta, and Susan J. Winterberg. "Michelin’s Green Gold Bahia Program: Leaving With Grace." Harvard Business School Case 322-132, June 2022.
      • May 2022
      • Case

      Thinking Outside the Wine Box (A): Mekanism and the Franz for Life Campaign

      By: Tomomichi Amano, Elie Ofek, Mengjie Cheng and Amy Klopfenstein
      This case provides an overview of “Franz for Life,” an advertising campaign that independent advertising agency Mekanism created and executed to revitalize the brand image of Franzia, a low-cost boxed wine. For several years, Franzia’s popularity declined among... View Details
      Keywords: Marketing; Brands and Branding; Marketing Strategy; Digital Marketing; Social Marketing; Marketing Communications; Product Positioning; Food and Beverage Industry; Advertising Industry; United States
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      Amano, Tomomichi, Elie Ofek, Mengjie Cheng, and Amy Klopfenstein. "Thinking Outside the Wine Box (A): Mekanism and the Franz for Life Campaign." Harvard Business School Case 522-055, May 2022.
      • Article

      Why Build in Web3

      By: Jad Esber and Scott Duke Kominers
      A major change is coming to the internet. While today’s dominant platforms have guarded their troves of user data and maintained an advantage through network effects, new companies—working in what they're calling a “Web3” model—are proposing a new value proposition to... View Details
      Keywords: Blockchain; User Experience; Digital Platforms; Network Effects; Internet and the Web; Competition; Web Services Industry
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      Esber, Jad, and Scott Duke Kominers. "Why Build in Web3." Harvard Business Review Digital Articles (May 16, 2022).
      • 2022
      • Chapter

      Of Learning and Forgetting: Centrism, Populism, and the Legitimacy Crisis of Globalization

      By: Rawi Abdelal
      Every order is a bargain with disappointments and trade-offs. Thus is every order an unstable equilibrium. The first era of globalization, circa 1870–1914, created both international prosperity and domestic instability. That instability was fully realized during the... View Details
      Keywords: Globalization; Policy; Economic Systems; Balance and Stability; Europe; European Union; United States
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      Abdelal, Rawi. "Of Learning and Forgetting: Centrism, Populism, and the Legitimacy Crisis of Globalization." In The Downfall of the American Order? edited by Peter J. Katzenstein and Jonathan Kirshner, 105–123. Ithaca, NY: Cornell University Press, 2022.
      • April 27, 2022
      • Article

      Inequality in Researchers' Minds: Four Guiding Questions for Studying Subjective Perceptions of Economic Inequality

      By: Jon M. Jachimowicz, Shai Davidai, Daniela Goya-Tocchetto, Barnabas Szaszi, Martin Day, Stephanie Tepper, L. Taylor Phillips, M. Usman Mirza, Nailya Ordabayeva and Oliver P. Hauser
      Subjective perceptions of inequality can substantially influence policy attitudes, public health metrics, and societal well-being, but the lack of consensus in the scientific community on how to best operationalize and measure these perceptions may impede progress on... View Details
      Keywords: Equality and Inequality; Perception; Analysis
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      Jachimowicz, Jon M., Shai Davidai, Daniela Goya-Tocchetto, Barnabas Szaszi, Martin Day, Stephanie Tepper, L. Taylor Phillips, M. Usman Mirza, Nailya Ordabayeva, and Oliver P. Hauser. "Inequality in Researchers' Minds: Four Guiding Questions for Studying Subjective Perceptions of Economic Inequality." Journal of Economic Surveys (April 27, 2022).
      • March 2022 (Revised September 2022)
      • Case

      Can Papaya Global Keep Scaling Fast?

      By: Daniel Isenberg and William R. Kerr
      Companies that employ people all around the world also need to pay those people. That can be an exceedingly complex task, though - defining terms of employment, complying with global regulations, and working with huge quantities of data, among other obstacles,... View Details
      Keywords: Entrepreneurship; Scaling And Growth; Job Design and Levels; Compensation and Benefits; Governing Rules, Regulations, and Reforms; Global Range
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      Isenberg, Daniel, and William R. Kerr. "Can Papaya Global Keep Scaling Fast?" Harvard Business School Case 222-072, March 2022. (Revised September 2022.)
      • March 2022
      • Case

      In Data We Trust: Be Mobile Africa and Furthering Financial Inclusion Across the African Continent

      By: Lauren Cohen, Grace Headinger and Pierre Marchesseault
      To Cédric Jeannot, leveraging technology to promote financial inclusion was personal. After no established financial institution would accept his technology platform to lower transaction costs for free, Jeannot launched FinTech company Be Mobile Africa in May 2020.... View Details
      Keywords: Finance; Fintech; Emerging Market; Fundraising; Financial Inclusion; Strategy; Expansion; Management; Entrepreneurship; Personal Finance; Corporate Social Responsibility and Impact; Growth and Development Strategy; Financial Services Industry; Banking Industry; Africa; Togo; Nigeria; Ghana
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      Cohen, Lauren, Grace Headinger, and Pierre Marchesseault. "In Data We Trust: Be Mobile Africa and Furthering Financial Inclusion Across the African Continent." Harvard Business School Case 222-073, March 2022.
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