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(7,012)
- Faculty Publications (638)
- 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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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.