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      • January 2021 (Revised February 2021)
      • Case

      Tech with a Side of Pizza: How Domino's Rose to the Top

      By: Boris Groysberg, Sarah L. Abbott and Susan Seligson
      After hitting an all-time low in 2008, Domino’s Pizza underwent a vigorous rebranding, product development, and embraced innovative technologies to become the world’s leading international fast-food retailer. Domino’s considered itself as much a tech company as it was... View Details
      Keywords: Digital Marketing; Digital Technology; Innovation; Scaling; Data Analytics; Turnaround; Technological Innovation; Information Technology; Strategy; Management; Marketing; Operations; Human Resources; Entrepreneurship; Change Management; Analysis; Performance; Customers; Growth and Development; Competitive Advantage; Employees; Training; Leadership Development; Food and Beverage Industry; Technology Industry; United States
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      Groysberg, Boris, Sarah L. Abbott, and Susan Seligson. "Tech with a Side of Pizza: How Domino's Rose to the Top." Harvard Business School Case 421-057, January 2021. (Revised February 2021.)
      • January 2021
      • Article

      Turbulence, Firm Decentralization and Growth in Bad Times

      By: Philippe Aghion, Nicholas Bloom, Brian Lucking, Raffaella Sadun and John Van Reenen
      What is the optimal form of firm organization during “bad times”? We present a model of delegation within the firm to show that the effect is ambiguous. The greater turbulence following macro shocks may benefit decentralized firms because the value of local information... View Details
      Keywords: Decentralization; Growth; Turbulence; Great Recession; Organizational Design; System Shocks; Economic Growth; Performance
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      Aghion, Philippe, Nicholas Bloom, Brian Lucking, Raffaella Sadun, and John Van Reenen. "Turbulence, Firm Decentralization and Growth in Bad Times." American Economic Journal: Applied Economics 13, no. 1 (January 2021): 133–169.
      • December 2020 (Revised February 2021)
      • Supplement

      The Tulsa Massacre and the Call for Reparations

      By: Mihir A. Desai and Suzanne Antoniou
      How should historic social injustices be addressed? Survivors of the 1921 Tulsa Massacre and their descendants, including Representative Regina Goodwin of Tulsa, believe they should be addressed through reparations and have consequently continued to push the government... View Details
      Keywords: Cost vs Benefits; Decision Choices and Conditions; Decisions; Judgments; Race; Fairness; Moral Sensibility; Values and Beliefs; Corporate Accountability; Corporate Governance; Policy; Governing Rules, Regulations, and Reforms; Government Legislation; Government and Politics; Government Administration; Lawsuits and Litigation; Legal Liability; Leading Change; Mission and Purpose; Corporate Social Responsibility and Impact; Conflict and Resolution; Conflict Management; Loss; Motivation and Incentives; Perspective; Prejudice and Bias; Civil Society or Community; Social Issues; Welfare; Tulsa; Oklahoma; United States
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      Desai, Mihir A., and Suzanne Antoniou. "The Tulsa Massacre and the Call for Reparations." Harvard Business School PowerPoint Supplement 221-064, December 2020. (Revised February 2021.)
      • December 2020 (Revised February 2021)
      • Teaching Note

      The Tulsa Massacre and the Call for Reparations

      By: Mihir A. Desai and Suzanne Antoniou
      How should historic social injustices be addressed? Survivors of the 1921 Tulsa Massacre and their descendants, including Representative Regina Goodwin of Tulsa, believe they should be addressed through reparations and have consequently continued to push the government... View Details
      Keywords: Cost vs Benefits; Decision Choices and Conditions; Decisions; Judgments; Race; Fairness; Moral Sensibility; Values and Beliefs; Corporate Accountability; Corporate Governance; Policy; Governing Rules, Regulations, and Reforms; Government Legislation; Government and Politics; Government Administration; Lawsuits and Litigation; Legal Liability; Leading Change; Mission and Purpose; Corporate Social Responsibility and Impact; Conflict and Resolution; Conflict Management; Loss; Motivation and Incentives; Perspective; Prejudice and Bias; Civil Society or Community; Social Issues; Welfare; Tulsa; Oklahoma; United States
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      Desai, Mihir A., and Suzanne Antoniou. "The Tulsa Massacre and the Call for Reparations." Harvard Business School Teaching Note 221-044, December 2020. (Revised February 2021.)
      • 2020
      • Working Paper

      An Empirical Guide to Investor-Level Private Equity Data from Preqin

      By: Juliane Begenau, Claudia Robles-Garcia, Emil Siriwardane and Lulu Wang
      This note provides guidance on the use of investor-level private equity data from Preqin for empirical research. Preqin primarily sources its cash flow data through Freedom of Information Act (FOIA) requests with U.S. public pensions. Our focus is on the components of... View Details
      Keywords: Private Equity Returns; Prequin Data; Private Equity; Analytics and Data Science; Investment Return
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      Begenau, Juliane, Claudia Robles-Garcia, Emil Siriwardane, and Lulu Wang. "An Empirical Guide to Investor-Level Private Equity Data from Preqin." Working Paper, December 2020.
      • December 2020 (Revised June 2021)
      • Case

      France Télécom (A): A Challenging Restructuring

      By: Cynthia A. Montgomery and Ashley V. Whillans
      These cases explore the impacts of industry shocks, resulting corporate actions that had a devastating impact on employees, and the legal conviction of corporate leaders for “institutional harassment."

      This case series follows the evolution of France... View Details
      Keywords: Health & Wellness; Human Resource Management; Strategic Change; Leadership & Corporate Accountability; Leadership And Change Management; Leadership And Managing People; Change; Restructuring; Crime and Corruption; Ethics; Health; Human Capital; Human Resources; Labor; Labor and Management Relations; Labor Unions; Law; Social Psychology; Strategy; Leadership; Leadership Style; Organizations; Problems and Challenges; Relationships; Crisis Management; Organizational Culture; Employees; Well-being; Telecommunications Industry; Europe; European Union
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      Montgomery, Cynthia A., and Ashley V. Whillans. "France Télécom (A): A Challenging Restructuring." Harvard Business School Case 721-420, December 2020. (Revised June 2021.)
      • December 2020
      • Supplement

      France Télécom (C): An Unprecedented Trial

      By: Cynthia A. Montgomery and Ashley V. Whillans
      In the C case we learn that former CEO Didier Lombard, Deputy Chief Executive Louis-Pierre Wenes, Human Resources Head Olivier Barberot and France Telecom itself were charged for institutional harassment by French authorities, a first for a CAC 40 company. In December... View Details
      Keywords: Human Behavior; Human Dignity; Human Resource Practices; Corporate Change And Sustainability; Corporate Culture; Strategic Corporate Decisions; Strategic Change; Strategic Decision Making; Emotion; Management Challenges; Corporate Accountability; Organizational Culture; Human Resources; Crisis Management; Law; Courts and Trials; Labor; Labor and Management Relations; Management Practices and Processes; Employees; Well-being; Telecommunications Industry; Europe; European Union
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      Montgomery, Cynthia A., and Ashley V. Whillans. "France Télécom (C): An Unprecedented Trial." Harvard Business School Supplement 721-422, December 2020.
      • December 2020
      • Article

      The Parable of the Auctioneer: Complexity in Paul R. Milgrom's Discovering Prices

      By: Scott Duke Kominers and Alexander Teytelboym
      Designing marketplaces in complex settings requires both novel economic theory and real-world engineering, often drawing upon ideas from fields such as computer science and operations research. In Discovering Prices, Milgrom (2017) explains the theory and design... View Details
      Keywords: Pricing; Design; Auctions; Market Design; Complexity
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      Kominers, Scott Duke, and Alexander Teytelboym. "The Parable of the Auctioneer: Complexity in Paul R. Milgrom's Discovering Prices." Journal of Economic Literature 58, no. 4 (December 2020): 1180–1196.
      • 2021
      • Working Paper

      Accounting for Product Impact in the Airlines Industry

      By: George Serafeim and Katie Trinh
      We apply the product impact measurement framework of the Impact-Weighted Accounts Initiative (IWAI) in two competitor companies within the airlines industry. We design a monetization methodology that allows us to calculate monetary impact estimates of fare... View Details
      Keywords: Product Innovation; Impact; Impact Investing; Impact Measurement; ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; Social Corporate Responsibility; Corporate Social Responsibility; Social Impact; Aviation; Product Design; Product Positioning; Society; Product; Environmental Sustainability; Measurement and Metrics; Framework; Corporate Social Responsibility and Impact; Air Transportation; Air Transportation Industry
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      Serafeim, George, and Katie Trinh. "Accounting for Product Impact in the Airlines Industry." Harvard Business School Working Paper, No. 21-066, November 2020. (Revised February 2021.)
      • 2020
      • Working Paper

      Accounting for Product Impact in the Consumer Finance Industry

      By: George Serafeim and Katie Trinh
      We apply the product impact measurement framework of the Impact-Weighted Accounts Initiative (IWAI) in two competitor credit card providers within the consumer finance industry. We design a monetization methodology that allows us to calculate monetary impact estimates... View Details
      Keywords: Product Innovation; Impact; Impact Investing; Impact Measurement; ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; Social Corporate Responsibility; Corporate Social Responsibility; Social Impact; Consumer Finance; Financial Services; Financial Inclusion; Product; Product Design; Product Positioning; Society; Corporate Social Responsibility and Impact; Personal Finance; Credit Cards; Financial Services Industry
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      Serafeim, George, and Katie Trinh. "Accounting for Product Impact in the Consumer Finance Industry." Harvard Business School Working Paper, No. 21-061, November 2020. (Revised December 2020.)
      • November 2020
      • Article

      Taxation in Matching Markets

      By: Arnaud Dupuy, Alfred Galichon, Sonia Jaffe and Scott Duke Kominers
      We analyze the effects of taxation in two-sided matching markets, i.e., markets in which all agents have heterogeneous preferences over potential partners. In matching markets, taxes can generate inefficiency on the allocative margin by changing who is matched to whom,... View Details
      Keywords: Matching Markets; Labor Markets; Taxation; Labor; Markets
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      Dupuy, Arnaud, Alfred Galichon, Sonia Jaffe, and Scott Duke Kominers. "Taxation in Matching Markets." International Economic Review 61, no. 4 (November 2020): 1591–1634.
      • October 2020 (Revised November 2020)
      • Case

      Digging for Gold: Paulson & Co.'s Activism in the Gold Sector

      By: Suraj Srinivasan and Jonah S. Goldberg
      The case describes the efforts of hedge fund Paulson & Co to influence corporate governance and improve performance in the gold industry. In an innovative move, the hedge fund led the creation of the Shareholder Gold Council, a consortium of large investors in gold... View Details
      Keywords: Board Of Directors; Hedge Funds; Shareholder Activism; Gold; Corporate Governance; Governing and Advisory Boards; Investment Funds; Investment Activism; Performance Improvement; Corporate Accountability; Mining Industry; Canada; United States
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      Srinivasan, Suraj, and Jonah S. Goldberg. "Digging for Gold: Paulson & Co.'s Activism in the Gold Sector." Harvard Business School Case 121-021, October 2020. (Revised November 2020.)
      • October 2020 (Revised February 2021)
      • Case

      The Tulsa Massacre and the Call for Reparations

      By: Mihir A. Desai, Suzanne Antoniou and Leanne Fan
      How should historic social injustices be addressed? Survivors of the 1921 Tulsa Massacre and their descendants, including Representative Regina Goodwin of Tulsa, believe they should be addressed through reparations and have consequently continued to push the government... View Details
      Keywords: Cost vs Benefits; Decision Choices and Conditions; Decisions; Judgments; Race; Fairness; Moral Sensibility; Values and Beliefs; Corporate Accountability; Corporate Governance; Policy; Governing Rules, Regulations, and Reforms; Government Legislation; Government and Politics; Government Administration; Lawsuits and Litigation; Legal Liability; Leading Change; Mission and Purpose; Corporate Social Responsibility and Impact; Conflict and Resolution; Conflict Management; Loss; Motivation and Incentives; Perspective; Prejudice and Bias; Civil Society or Community; Social Issues; Tulsa; Oklahoma; United States
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      Desai, Mihir A., Suzanne Antoniou, and Leanne Fan. "The Tulsa Massacre and the Call for Reparations." Harvard Business School Case 221-039, October 2020. (Revised February 2021.)
      • 2021
      • Working Paper

      Accounting for Organizational Employment Impact

      By: David Freiberg, Katie Panella, George Serafeim and T. Robert Zochowski
      Organizations create significant positive and negative impacts through their employment practices. This paper builds on the substantial body of research regarding job quality and impact measurement to present a framework for monetized analysis of employment impact. We... View Details
      Keywords: Impact-Weighted Accounts; IWAI; Employment Impact; Employment; Jobs and Positions; Quality; Measurement and Metrics; Analysis; Framework
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      Freiberg, David, Katie Panella, George Serafeim, and T. Robert Zochowski. "Accounting for Organizational Employment Impact." Harvard Business School Working Paper, No. 21-050, October 2020. (Revised August 2021.)
      • 2021
      • Working Paper

      Accounting for Product Impact in the Consumer-Packaged Foods Industry

      By: Amanda Rischbieth, George Serafeim and Katie Trinh
      We apply the product impact measurement framework of the Impact-Weighted Accounts Initiative (IWAI) in two competitor companies within the consumer-packaged goods industry. We design a methodology that allows us to calculate monetary impact estimates on customer... View Details
      Keywords: Product Innovation; Impact; Impact Investing; Impact Measurement; ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; Social Corporate Responsibility; Corporate Social Responsibility; Social Impact; Nutrition Database; Nutritional Information; CPG; Consumer Packaged Goods; IWAI; Product Design; Product Positioning; Society; Environmental Sustainability; Corporate Social Responsibility and Impact; Nutrition; Product; Safety; Consumer Products Industry
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      Rischbieth, Amanda, George Serafeim, and Katie Trinh. "Accounting for Product Impact in the Consumer-Packaged Foods Industry." Harvard Business School Working Paper, No. 21-051, October 2020. (Revised October 2021.)
      • 2022
      • Working Paper

      Heterogeneity of Gain-Loss Attitudes and Expectations-Based Reference Points

      By: Pol Campos-Mercade, Lorenz Goette, Thomas Graeber, Alex Kellogg and Charles Sprenger
      Existing tests of reference-dependent preferences assume universal loss aversion. This paper examines heterogeneity in gain-loss attitudes, and explores its implications for identifying models of the reference point. In two experimental settings we measure gain-loss... View Details
      Keywords: Reference-dependent Preferences; Rational Expectations; Personal Equilibrium; Endowment Effect; Expectations-based Reference Points
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      Campos-Mercade, Pol, Lorenz Goette, Thomas Graeber, Alex Kellogg, and Charles Sprenger. "Heterogeneity of Gain-Loss Attitudes and Expectations-Based Reference Points." Working Paper, August 2022.
      • 2020
      • Blog

      LinkedIn Articles: Our Impact on the Environment

      By: George Serafeim
      Keywords: Environmental Impact; Impact-Weighted Accounts; IWAI; Articles
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      Serafeim, George. "Our Impact on the Environment." LinkedIn Articles (blog). September 29, 2020. https://www.linkedin.com/pulse/our-impact-environment-george-serafeim/.
      • 2020
      • Working Paper

      Measuring the Cost of Corporate Water Usage

      By: DG Park, George Serafeim and T. Robert Zochowski
      We develop a methodology that calculates the impact that organizations have on the environment through their water consumption relating to water stress risk. Using the methodology, we derive estimates for four companies that show how assumptions on the geographic... View Details
      Keywords: Water; Water Management; Environment; Sustainability; Environmental Impact; Impact-Weighted Accounts; IWAI; Organizations; Environmental Sustainability; Valuation
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      Park, DG, George Serafeim, and T. Robert Zochowski. "Measuring the Cost of Corporate Water Usage." Harvard Business School Working Paper, No. 21-036, September 2020.
      • September 8, 2020
      • Article

      Allocation of COVID-19 Relief Funding to Disproportionately Black Counties

      By: Pragya Kakani, Amitabh Chandra and Sendhil Mullainathan
      This study describes correlations between the dollar amount of relief funding authorized by the US Congress to fund prevention, diagnosis, and treatment of coronavirus disease 2019 (COVID-19) and to reimburse health care entities for lost revenues, and county-level... View Details
      Keywords: COVID-19; Health Pandemics; Resource Allocation; Demographics; Race
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      Kakani, Pragya, Amitabh Chandra, and Sendhil Mullainathan. "Allocation of COVID-19 Relief Funding to Disproportionately Black Counties." JAMA, the Journal of the American Medical Association 324, no. 10 (September 8, 2020): 1000–1003.
      • September 2020
      • Case

      An Introduction to Money Laundering: 'The Hunter'

      By: Eugene Soltes, Guilhem Ros and Grace Liu
      Money laundering schemes disguise the criminal origins of an estimated 2% to 5% of the world’s gross domestic product. Money laundering not only enables criminals to escape detection, but may also be used to finance further criminal operations including terrorism. This... View Details
      Keywords: Crime and Corruption; Accounting Audits; Financial Reporting; Financial Institutions; Banks and Banking; Cross-Cultural and Cross-Border Issues; Governance Controls; International Relations; National Security; Ethics; Accounting Industry; Accounting Industry; United States; Europe
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      Soltes, Eugene, Guilhem Ros, and Grace Liu. "An Introduction to Money Laundering: 'The Hunter'." Harvard Business School Case 121-011, September 2020.
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