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      • 2021
      • Working Paper

      Most Individuals Prefer to Compromise among Competing Normative Principles of Taxation

      By: Itai Sher and Matthew C. Weinzierl
      We use a novel survey to gather direct and indirect evidence on how individuals reconcile their simultaneous support for opposing normative principles when forming their policy preferences. Our evidence suggests that, when choosing policy, a minority (approximately... View Details
      Keywords: Normative Principles; Taxation; Policy; Attitudes; Measurement and Metrics
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      Sher, Itai, and Matthew C. Weinzierl. "Most Individuals Prefer to Compromise among Competing Normative Principles of Taxation." Harvard Business School Working Paper, No. 22-013, September 2021.
      • 2021
      • Chapter

      Towards a Unified Framework for Fair and Stable Graph Representation Learning

      By: Chirag Agarwal, Himabindu Lakkaraju and Marinka Zitnik
      As the representations output by Graph Neural Networks (GNNs) are increasingly employed in real-world applications, it becomes important to ensure that these representations are fair and stable. In this work, we establish a key connection between counterfactual... View Details
      Keywords: Graph Neural Networks; AI and Machine Learning; Prejudice and Bias
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      Agarwal, Chirag, Himabindu Lakkaraju, and Marinka Zitnik. "Towards a Unified Framework for Fair and Stable Graph Representation Learning." In Proceedings of the 37th Conference on Uncertainty in Artificial Intelligence, edited by Cassio de Campos and Marloes H. Maathuis, 2114–2124. AUAI Press, 2021.
      • June 2021
      • Technical Note

      The Weighted Average Cost of Capital (WACC): Derivation, Intuition, and Applications

      By: Benjamin C. Esty and E. Scott Mayfield
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      Esty, Benjamin C., and E. Scott Mayfield. "The Weighted Average Cost of Capital (WACC): Derivation, Intuition, and Applications." Harvard Business School Technical Note 221-106, June 2021.
      • 2021
      • Working Paper

      False Signaling and Personal Moral Failings: Two Distinct Pathways to Hypocrisy with Unequal Moral Weight

      By: Jillian J. Jordan and Roseanna Sommers
      Moral engagement is a key feature of human nature: we hold moral values, condemn those who violate those values, and attempt to adhere to them ourselves. Yet moral engagement can make us appear hypocritical if we fail to behave morally. When does moral engagement risk... View Details
      Keywords: Moral Engagement; Hypocrite; Dishonesty; Moral Values; Moral Sensibility; Behavior; Values and Beliefs
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      Jordan, Jillian J., and Roseanna Sommers. "False Signaling and Personal Moral Failings: Two Distinct Pathways to Hypocrisy with Unequal Moral Weight." Working Paper, January 2021.
      • 2022
      • Working Paper

      The Stock Market Value of Human Capital Creation

      By: Matthias Regier and Ethan Rouen
      We develop a measure of firm-year-specific human capital investment from publicly disclosed personnel expenses (PE) and examine the stock market valuation of this investment. Measuring the future value of PE (PEFV) based on the relation between lagged... View Details
      Keywords: Intangibles; Market Valuation; Human Capital; Stocks; Financial Markets; Valuation
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      Regier, Matthias, and Ethan Rouen. "The Stock Market Value of Human Capital Creation." Harvard Business School Working Paper, No. 21-047, October 2020. (Revised March 2022.)
      • 2020
      • Working Paper

      Private Equity and COVID-19

      By: Paul A. Gompers, Steven N. Kaplan and Vladimir Mukharlyamov
      We survey more than 200 private equity (PE) managers from firms with $1.9 trillion of assets under management (AUM) about their portfolio performance, decisionmaking and activities during the Covid-19 pandemic. Given that PE managers have significant incentives to... View Details
      Keywords: Health Pandemics; Private Equity; Management; Investment Portfolio; Performance; Decision Making; Value Creation
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      Gompers, Paul A., Steven N. Kaplan, and Vladimir Mukharlyamov. "Private Equity and COVID-19." NBER Working Paper Series, No. 27889, October 2020.
      • June 2020 (Revised May 2022)
      • Case

      Vanguard Retail Operations (A)

      By: Willy C. Shih and Antonio Moreno
      The first two cases in this series are set in the financial services industry, and explore whether it is better for back-office workers to be generalists who provide the flexibility of being able to handle the complete range of transactions that the company faces or... View Details
      Keywords: Pooling; Generalist Model; Specialist Model; Operations; Service Operations; Management; Job Design and Levels; Financial Services Industry; United States
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      Shih, Willy C., and Antonio Moreno. "Vanguard Retail Operations (A)." Harvard Business School Case 620-104, June 2020. (Revised May 2022.)
      • June 2020 (Revised August 2020)
      • Supplement

      Vanguard Retail Operations (B)

      By: Willy C. Shih and Antonio Moreno
      The first two cases in this series are set in the financial services industry, and explore whether it is better for back-office workers to be generalists who provide the flexibility of being able to handle the complete range of transactions that the company faces or... View Details
      Keywords: Pooling; Generalist Model; Specialist Model; Service Operations; Management; Financial Services Industry; United States
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      Shih, Willy C., and Antonio Moreno. "Vanguard Retail Operations (B)." Harvard Business School Supplement 620-105, June 2020. (Revised August 2020.)
      • 2020
      • Working Paper

      Aggregate and Firm-Level Stock Returns During Pandemics, in Real Time

      By: Laura Alfaro, Anusha Chari, Andrew Greenland and Peter K. Schott
      We show that unexpected changes in the trajectory of COVID-19 infections predict U.S. stock returns, in real time. Parameter estimates indicate that an unanticipated doubling (halving) of projected infections forecasts next-day decreases (increases) in aggregate U.S.... View Details
      Keywords: COVID-19; Stock Returns; Health Pandemics; Stocks; Investment Return; Forecasting and Prediction
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      Alfaro, Laura, Anusha Chari, Andrew Greenland, and Peter K. Schott. "Aggregate and Firm-Level Stock Returns During Pandemics, in Real Time." NBER Working Paper Series, No. 26950, April 2020. (Revised May 2020.)
      • 2019
      • Article

      Configurations of Extremal Type II Codes via Harmonic Weight Enumerators

      By: Noam D. Elkies and Scott Duke Kominers
      We prove configuration results for extremal Type II codes, analogous to the configuration results of Ozeki and of the second author for extremal Type II lattices. Specifically, we show that for n ∈{8,24,32,48,56,72,96} every extremal Type II code of length n is... View Details
      Keywords: Mathematical Methods
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      Elkies, Noam D., and Scott Duke Kominers. "Configurations of Extremal Type II Codes via Harmonic Weight Enumerators." Journal de Théorie des Nombres de Bordeaux 31, no. 3 (2019): 679–688.
      • August 2018
      • Article

      Extrapolation and Bubbles

      By: Nicholas Barberis, Robin Greenwood, Lawrence Jin and Andrei Shleifer
      We present an extrapolative model of bubbles. In the model, many investors form their demand for a risky asset by weighing two signals: an average of the asset’s past price changes and the asset’s degree of overvaluation. The two signals are in conflict, and investors... View Details
      Keywords: Bubble; Extrapolation; Volume; Price Bubble; Mathematical Methods
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      Barberis, Nicholas, Robin Greenwood, Lawrence Jin, and Andrei Shleifer. "Extrapolation and Bubbles." Journal of Financial Economics 129, no. 2 (August 2018): 203–227.
      • January 2018
      • Article

      The Effect of Cost Sharing on an Employee Weight Loss Program: A Randomized Trial

      By: Leslie K. John, Andrea Troxel, William Yancy, Joelle Y. Friedman, Jingsan Zhu, Lin Yang, Robert Galvin, Karen Miller-Kovach, Scott Halpern, George Loewenstein and Kevin Volpp
      Purpose: We tested the effects of employer subsidies on employee enrollment, attendance, and weight loss in a nationally-available weight management program.
      Design: A randomized trial tested the impact of employer subsidy: 100%; 80% 50% and a hybrid 50% subsidy... View Details
      Keywords: Affordable Care Act (ACA); Subsidies; Weight Loss; Obesity; Incentives; Behavioral Economics; Motivation and Incentives; Behavior; Health Disorders; Health Care and Treatment; Compensation and Benefits; United States
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      John, Leslie K., Andrea Troxel, William Yancy, Joelle Y. Friedman, Jingsan Zhu, Lin Yang, Robert Galvin, Karen Miller-Kovach, Scott Halpern, George Loewenstein, and Kevin Volpp. "The Effect of Cost Sharing on an Employee Weight Loss Program: A Randomized Trial." American Journal of Health Promotion 32, no. 1 (January 2018): 170–176.
      • Fourth Quarter 2017
      • Article

      Optimal Tilts: Combining Persistent Characteristic Portfolios

      By: Malcolm Baker, Ryan Taliaferro and Terry Burnham
      We examine the optimal weighting of four tilts in U.S. equity markets from 1968 through 2014. We define a “tilt” as a characteristic-based portfolio strategy that requires relatively low annual turnover. This is a continuum, with small size (a very persistent... View Details
      Keywords: Risk Anomaly; Beta; Capital Asset Pricing Model; Factor Investing
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      Baker, Malcolm, Ryan Taliaferro, and Terry Burnham. "Optimal Tilts: Combining Persistent Characteristic Portfolios." Financial Analysts Journal 73, no. 4 (Fourth Quarter 2017): 75–89.
      • 14 Aug 2017
      • Conference Presentation

      A Convex Framework for Fair Regression

      By: Richard Berk, Hoda Heidari, Shahin Jabbari, Matthew Joseph, Michael J. Kearns, Jamie Morgenstern, Seth Neel and Aaron Roth
      We introduce a flexible family of fairness regularizers for (linear and logistic) regression problems. These regularizers all enjoy convexity, permitting fast optimization, and they span the range from notions of group fairness to strong individual fairness. By varying... View Details
      Keywords: Regression Models; Machine Learning; Fairness; Framework; Mathematical Methods
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      Berk, Richard, Hoda Heidari, Shahin Jabbari, Matthew Joseph, Michael J. Kearns, Jamie Morgenstern, Seth Neel, and Aaron Roth. "A Convex Framework for Fair Regression." Paper presented at the 4th Workshop on Fairness, Accountability, and Transparency in Machine Learning, Special Interest Group on Knowledge Discovery and Data Mining (SIGKDD), August 14, 2017.
      • July 2017
      • Article

      Inflation Expectations, Learning, and Supermarket Prices: Evidence from Survey Experiments

      By: Alberto Cavallo, Guillermo Cruces and Ricardo Perez-Truglia
      Information frictions play a central role in the formation of household inflation expectations, but there is no consensus about their origins. We address this question with novel evidence from survey experiments. We document two main findings. First, individuals in... View Details
      Keywords: Inflation Expectations; Survey Experiment; Rational Inattention; Supermarkets; Macroeconomics; Household; Inflation and Deflation; Policy
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      Cavallo, Alberto, Guillermo Cruces, and Ricardo Perez-Truglia. "Inflation Expectations, Learning, and Supermarket Prices: Evidence from Survey Experiments." American Economic Journal: Macroeconomics 9, no. 3 (July 2017): 1–35.
      • 2017
      • Working Paper

      Equality and Equity in Compensation

      By: Jiayi Bao and Andy Wu
      Equity compensation is widely used for incentivizing skilled employees, particularly in new technology businesses. Traditional theories explaining why firms offer equity suggest that workers with higher rank should receive compensation packages more heavily weighted in... View Details
      Keywords: Inequality Aversion; Compensation; Stock Options; Scarcity; Experiment; Compensation and Benefits; Equity; Equality and Inequality; Perception
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      Bao, Jiayi, and Andy Wu. "Equality and Equity in Compensation." Harvard Business School Working Paper, No. 17-093, April 2017.
      • December 2016
      • Article

      Deal Process Design in Management Buyouts

      By: Guhan Subramanian
      Management buyouts (MBOs) are an economically and legally significant class of transaction: not only do they account for more than $10 billion in deal volume per year, on average, but they also play an important role in defining the relationship between inside and... View Details
      Keywords: Management Buyout; Deal Structuring; Acquisition; Design; Fairness
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      Subramanian, Guhan. "Deal Process Design in Management Buyouts." Harvard Law Review 130, no. 2 (December 2016): 590–658.
      • July 16, 2016
      • Article

      A Game Theoretic Model for Resource Allocation Among Countermeasures with Multiple Attributes

      By: Elisabeth C. Paulson, Igor Linkov and Jeffrey Keisler
      We study a strategic, two-player, sequential game between an attacker and defender. The defender must allocate resources amongst possible countermeasures and across possible targets. The attacker then chooses a type of threat and a target to attack. This paper proposes... View Details
      Keywords: Resource Allocation; Game Theory; Strategy
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      Paulson, Elisabeth C., Igor Linkov, and Jeffrey Keisler. "A Game Theoretic Model for Resource Allocation Among Countermeasures with Multiple Attributes." European Journal of Operational Research 252, no. 2 (July 16, 2016): 610–622.
      • 2016
      • Teaching Note

      Advanced Leadership Pathways: Laurent Adamowicz and Bon'App

      By: Rosabeth M. Kanter, Tessa Natanay Hamilton and Ai-Ling Jamila Malone
      Teaching Note for Case 314-028. After a successful career as Chairman and CEO of Paris-based luxury food company, Fauchon, Laurent Adamowicz sought to provide a solution to a large scale complex problem. Ultimately, Adamowicz created a mobile application to provide... View Details
      Keywords: Nutritional Information; Obesity; Weight Loss; App Development; Business Startups; Nutrition; Health; Information; Mobile and Wireless Technology; Entrepreneurship; Social Enterprise; Information Technology Industry; Health Industry
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      Kanter, Rosabeth M., Tessa Natanay Hamilton, and Ai-Ling Jamila Malone. "Advanced Leadership Pathways: Laurent Adamowicz and Bon'App." Harvard Business Publishing Teaching Note 316-025, 2016.
      • February 2016 (Revised July 2017)
      • Case

      A Nation Divided: The United States and the Challenge of Secession

      By: David Moss and Marc Campasano
      Americans elected Abraham Lincoln as the nation's first Republican president in November of 1860. Northern political leaders had formed the Republican Party only a few years before, in large measure to combat the spread of slavery. Southerners had long been wary of... View Details
      Keywords: Governance; War; Government and Politics; History; United States
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      Moss, David, and Marc Campasano. "A Nation Divided: The United States and the Challenge of Secession." Harvard Business School Case 716-048, February 2016. (Revised July 2017.)
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