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      • Faculty Publications  (693)

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      • May 2021
      • Article

      Fifty Shades of QE: Comparing Findings of Central Bankers and Academics

      By: Brian Fabo, Marina Jančoková, Elisabeth Kempf and Ľuboš Pástor
      We compare the findings of central bank researchers and academic economists regarding the macroeconomic effects of quantitative easing (QE). We find that central bank papers find QE to be more effective than academic papers do. Central bank papers report larger effects... View Details
      Keywords: Quantitative Easing; Career Concerns; Economic Research; Central Banking; Macroeconomics; Economic Growth
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      Fabo, Brian, Marina Jančoková, Elisabeth Kempf, and Ľuboš Pástor. "Fifty Shades of QE: Comparing Findings of Central Bankers and Academics." Journal of Monetary Economics 120 (May 2021): 1–20.
      • 2020
      • Working Paper

      Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective

      By: Srikant Datar, Apurv Jain, Charles C.Y. Wang and Siyu Zhang
      We provide a comprehensive examination of whether, to what extent, and which accounting variables are useful for improving the predictive accuracy of GDP growth forecasts. We leverage statistical models that accommodate a broad set of (341) variables—outnumbering the... View Details
      Keywords: Big Data; Elastic Net; GDP Growth; Machine Learning; Macro Forecasting; Short Fat Data; Accounting; Economic Growth; Forecasting and Prediction; Analytics and Data Science
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      Datar, Srikant, Apurv Jain, Charles C.Y. Wang, and Siyu Zhang. "Is Accounting Useful for Forecasting GDP Growth? A Machine Learning Perspective." Harvard Business School Working Paper, No. 21-113, December 2020.
      • April 2021 (Revised December 2022)
      • Case

      Capitalism, Slavery, and Reparations

      By: Sophus A. Reinert and Cary Williams
      The birth of “Modern Economic Growth” constituted a watershed in human history, allowing societies to escape the Malthusian impasse and permanently raise living standards. While the new growth regime had lifted billions of people out of extreme poverty over the last... View Details
      Keywords: Reparations; Living Standards; Poverty; Social Issues; Economic Growth; Equality and Inequality; Globalized Economies and Regions; Human Needs
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      Reinert, Sophus A., and Cary Williams. "Capitalism, Slavery, and Reparations." Harvard Business School Case 721-044, April 2021. (Revised December 2022.)
      • 2021
      • Book

      Global Goliaths: Multinational Corporations in the 21st Century Economy

      By: C. Fritz Foley, James R. Hines Jr. and David Wessel
      Globalization and multinational corporations have long seemed partners in the enterprise of economic growth: globalization-led prosperity was the goal, and giant corporations spanning the globe would help achieve it. In recent years, however, the notion that all... View Details
      Keywords: Multinational Firms and Management; Globalization; Economy; Economic Growth; Equality and Inequality; Employment; Policy
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      Foley, C. Fritz, James R. Hines Jr., and David Wessel, eds. Global Goliaths: Multinational Corporations in the 21st Century Economy. Brookings Institution Press, 2021.
      • 2021
      • Working Paper

      The Emergence of Mafia-like Business Systems in China

      By: Meg Rithmire and Hao Chen
      A large literature on state-business relations in China has examined the political role of capitalists and collusion between the state and the private sector. This paper contributes to that literature, and our understanding of the internal differentiation among China’s... View Details
      Keywords: China's Political Economy; State-business Relations; Business Groups; Financial Systems; Economy; Government and Politics; Business and Government Relations; Finance; System; China
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      Rithmire, Meg, and Hao Chen. "The Emergence of Mafia-like Business Systems in China." Harvard Business School Working Paper, No. 21-098, March 2021.
      • March 2021 (Revised April 2021)
      • Case

      Making Impact Investing Markets: IFC (A)

      By: Shawn A. Cole, John Masko and T. Robert Zochowski
      In 2017, the International Finance Corporation (IFC) faced the first big investment decision in its new Scaling Solar project. Founded in 1956, IFC was an international investment body with national governments as shareholders, whose mission was to promote economic... View Details
      Keywords: Impact Investing; Development Economics; Developing Countries and Economies; Renewable Energy; Climate Change; Environmental Sustainability; Borrowing and Debt; Credit; Equity; Bonds; Financing and Loans; Growth and Development; Emerging Markets; Non-Governmental Organizations; Corporate Social Responsibility and Impact; Investment; Decision Making; Financial Services Industry; Energy Industry; Zambia
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      Cole, Shawn A., John Masko, and T. Robert Zochowski. "Making Impact Investing Markets: IFC (A)." Harvard Business School Case 221-061, March 2021. (Revised April 2021.)
      • March 2021
      • Supplement

      Making Impact Investing Markets: IFC (B)

      By: Shawn A. Cole, John Masko and T. Robert Zochowski
      In 2018, Thailand’s Bank of Ayudhya (known as Krungsri), was considering whether to participate in the first issue of a new financial instrument from the International Finance Corporation (IFC), known as a gender bond. Building on the success of the Green Bond program... View Details
      Keywords: Impact Investment; Development Economics; Developing Countries and Economies; Borrowing and Debt; Credit; Equity; Bonds; Financing and Loans; Growth and Development; Emerging Markets; Non-Governmental Organizations; Corporate Social Responsibility and Impact; Financial Instruments; Gender; Financial Services Industry; Thailand
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      Cole, Shawn A., John Masko, and T. Robert Zochowski. "Making Impact Investing Markets: IFC (B)." Harvard Business School Supplement 221-081, March 2021.
      • March 2021 (Revised December 2021)
      • Case

      Cedar Environmental: Innovation vs. Corruption in Lebanon?

      By: Nien-hê Hsieh and Youssef Abdel Aal
      The case follows Ziad Abi Chaker, founder and CEO of Cedar Environmental, as he weighs options for how to grow the company in the face of growing economic and political instability in Lebanon in 2019.

      Founded after the Lebanese civil war, Cedar... View Details
      Keywords: Waste Management; Recycling; Corruption; Leadership & Corporate Accountability; Business And Government; Social Entrepreneurship; Environmental Sustainability; Green Technology; Pollution; Entrepreneurship; Business and Government Relations; Crime and Corruption; Technological Innovation; Growth and Development Strategy; Business Strategy; Expansion; Corporate Accountability; Green Technology Industry; Middle East; Lebanon
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      Hsieh, Nien-hê, and Youssef Abdel Aal. "Cedar Environmental: Innovation vs. Corruption in Lebanon?" Harvard Business School Case 321-114, March 2021. (Revised December 2021.)
      • March 2021 (Revised December 2023)
      • Case

      Capitalism and the Party-State: The People's Republic of China at 70

      By: Meg Rithmire and Courtney Han
      In 2019, the People’s Republic of China (PRC) turned seventy-years-old and became the longest active authoritarian regime in recent history. By then, China was the world’s second largest economy by GDP (after the United States), and a high-technology industrial... View Details
      Keywords: Party-state; Economic Systems; Business and Government Relations; Economy; Society; International Relations; China
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      Rithmire, Meg, and Courtney Han. "Capitalism and the Party-State: The People's Republic of China at 70." Harvard Business School Case 721-040, March 2021. (Revised December 2023.)
      • March 2021 (Revised March 2024)
      • Case

      M-KOPA: Empowering Lives

      By: V. Kasturi Rangan, Wale Lawal and Pippa Tubman Armerding
      The Pay As You Go solar power company in East Africa had sales of $71 million in 2019. It wished to grow to $300 million by 2025. M-KOPA, founded by three entrepreneurs in 2011, had grown nicely in Kenya and Uganda to reach nearly 750,000 households with an innovative... View Details
      Keywords: Mobile Payment; Go-to-market Strategy; Business At The Base Of The Pyramid; Business Growth; Social Entrepreneurship; Renewable Energy; Business Model; Growth and Development Strategy; Expansion; Marketing Strategy; Developing Countries and Economies; Kenya; Uganda; Nigeria
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      Rangan, V. Kasturi, Wale Lawal, and Pippa Tubman Armerding. "M-KOPA: Empowering Lives." Harvard Business School Case 521-085, March 2021. (Revised March 2024.)
      • February 2021 (Revised March 2021)
      • Case

      AptDeco: Circular Economy Furniture Marketplace

      By: Ayelet Israeli and Jamie Merkrebs
      AptDeco, a used furniture marketplace, was growing rapidly in the tri-state area. The co-founders were confident that the business model, financial position, and unit economics positioned AptDeco for scaling in the massive $120 billion furniture market, despite its... View Details
      Keywords: E-Commerce Strategy; Mobile; Word-of-Mouth; Word-of-mouth Marketing; Word Of Mouth; Internet Marketing; Growth Strategy; Platform; Platforms; Two Sided Markets; Two-sided Market; Two-sided Marketplace; Two-Sided Markets; Two-sided Network; Black Entrepreneurs; Black Leadership; African Americans; Circular; Peer-to-peer Markets; Furniture Industry; Furniture; Growth Hacking; Monetization Strategy; African-American Protagonist; Growth Management; Marketing Strategy; Entrepreneurship; Digital Platforms; Marketing Channels; Digital Marketing; Consumer Behavior; Acquisition; Growth and Development Strategy; Customer Focus and Relationships; E-commerce; Retail Industry; Consumer Products Industry; Technology Industry; Web Services Industry; United States; North America; New York (city, NY); New York (state, US)
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      Israeli, Ayelet, and Jamie Merkrebs. "AptDeco: Circular Economy Furniture Marketplace." Harvard Business School Case 521-069, February 2021. (Revised March 2021.)
      • 2021
      • Chapter

      Sostenibilidad y negocios verdes en América Latina

      By: Geoffrey Jones
      This chapter in the first-ever business history textbook on Latin America examines the impact of modern business enterprise on the natural environment of the region between the 19th century and the present day. It argues that although global capitalism created much... View Details
      Keywords: Environment; Business History; Environmental Sustainability; Latin America; North and Central America
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      Jones, Geoffrey. "Sostenibilidad y negocios verdes en América Latina." Chap. 7 in Historia empresarial en América Latina: temas, debates y problemas, edited by Andrea Lluch, Martín Monsalve Zanatti, and Marcelo Bucheli, 171–194. Bogotá, Colombia: Universidad de los Andes, 2021, Spanish ed.
      • 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 April 2021)
      • Case

      Arcos Dorados: A QSR Recovery Plan

      By: Forest Reinhardt, José B. Alvarez, Jenyfeer Martinez Buitrago and Mariana Cal
      Arcos Dorados—McDonald’s largest independent franchisee, covering Latin America and the Caribbean (LAC)—faced a pandemic that was disrupting the entire consumer foodservice business in 2020. With the exclusive right to own, operate, and sub-franchise McDonald’s... View Details
      Keywords: Agribusiness; Animal-Based Agribusiness; Plant-Based Agribusiness; Customer Value and Value Chain; Income; Macroeconomics; Environmental Management; Environmental Sustainability; Cross-Cultural and Cross-Border Issues; Food; Health Pandemics; Crisis Management; Logistics; Corporate Social Responsibility and Impact; Strategic Planning; Food and Beverage Industry; Agriculture and Agribusiness Industry; Retail Industry; Latin America; Aruba; Guadeloupe; Martinique; Mexico; Panama; Costa Rica; Argentina; Brazil; Chile; Colombia; Ecuador; French Guiana; Peru; Uruguay; Venezuela; Puerto Rico; Trinidad and Tobago
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      Reinhardt, Forest, José B. Alvarez, Jenyfeer Martinez Buitrago, and Mariana Cal. "Arcos Dorados: A QSR Recovery Plan." Harvard Business School Case 721-023, December 2020. (Revised April 2021.)
      • November 2020
      • Article

      The Role of Taxes in the Disconnect Between Corporate Performance and Economic Growth

      By: Urooj Khan, Suresh Nallareddy and Ethan Rouen
      We investigate the relation between the growth in corporate profits and the overall U.S. economy, focusing on the impact of the U.S. corporate tax regime on this relation. We document that the growth of corporate profits, on average, has outpaced the growth of the... View Details
      Keywords: Taxes; Gdp; Corporate Profits; American Jobs Creation Act Of 2004; Taxation; Economic Growth; Profit; United States
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      Khan, Urooj, Suresh Nallareddy, and Ethan Rouen. "The Role of Taxes in the Disconnect Between Corporate Performance and Economic Growth." Management Science 66, no. 11 (November 2020): 5427–5447.
      • October 2020 (Revised March 2022)
      • Case

      Automercados Plaza's: Surviving Venezuela's Hyperinflation

      By: Alberto Cavallo, Mariana Cal and Carla Larangeira
      Under the rule of presidents Hugo Chávez and Nicolas Maduro, Venezuela experienced one of the worst economic and political meltdowns in modern history, culminating with a massive hyperinflation. Remarkably, during this dramatic times Automercados Plaza's had grown to... View Details
      Keywords: Hyperinflation; Populism; Inflation and Deflation; Macroeconomics; Management; Strategy; Organizational Change and Adaptation; Business and Government Relations; Retail Industry; South America; Venezuela
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      Cavallo, Alberto, Mariana Cal, and Carla Larangeira. "Automercados Plaza's: Surviving Venezuela's Hyperinflation." Harvard Business School Case 721-014, October 2020. (Revised March 2022.)
      • October 2020
      • Case

      HOPE and Transformational Lending: Netflix Invests in Black Led Banks

      By: John D. Macomber and Janice Broome Brooks
      Following the killing of George Floyd on Memorial Day in 2020, the large US corporation Netflix elected to make a "transformational deposit" of $10 million into Hope Credit Union (HCU), a small Black led community development finance institution (CDFI) based in... View Details
      Keywords: Banking; Rural Entrepreneurship; Economic Development; Black Entrepreneurs; Economic Growth; Credit; Banks and Banking; Entrepreneurship; Rural Scope; Development Economics; Race; Investment; Decision Making; Banking Industry
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      Macomber, John D., and Janice Broome Brooks. "HOPE and Transformational Lending: Netflix Invests in Black Led Banks." Harvard Business School Case 221-030, October 2020.
      • September 2020
      • Case

      Summit Partners: Independent Vetcare

      By: Victoria Ivashina and Terrence Shu
      This case follows Summit Partners, a leading growth equity firm, as it evaluates an investment opportunity in IVC, a veterinary care group in the U.K. market. The case allows students to articulate and evaluate the investment thesis of this transaction. Additionally,... View Details
      Keywords: Growth Equity; Investment Evaluation; Private Equity; Investment; Decision Making; Valuation
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      Ivashina, Victoria, and Terrence Shu. "Summit Partners: Independent Vetcare." Harvard Business School Case 221-024, September 2020.
      • September 2020
      • Article

      The Rise of the Investor State: State Capital in the Chinese Economy

      By: Meg Rithmire and Hao Chen
      The nature and extent of the role of the Chinese state in the economy is fundamental to many empirical and theoretical debates about that country’s political economy. We document and explain the rise of a novel form of intervention on the part of the Chinese state: the... View Details
      Keywords: China's Political Economy; State Shareholding; State-business Relations; State Capitalism; China's Financial System; Economy; Business and Government Relations; Finance; System; China
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      Rithmire, Meg, and Hao Chen. "The Rise of the Investor State: State Capital in the Chinese Economy." Studies in Comparative International Development 55, no. 3 (September 2020): 257–277.
      • 2021
      • Working Paper

      Time and the Value of Data

      By: Ehsan Valavi, Joel Hestness, Newsha Ardalani and Marco Iansiti

      Managers often believe that collecting more data will continually improve the accuracy of their machine learning models. However, we argue in this paper that when data lose relevance over time, it may be optimal to collect a limited amount of recent data instead of... View Details

      Keywords: Economics Of AI; Machine Learning; Non-stationarity; Perishability; Value Depreciation; Analytics and Data Science; Value
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      Valavi, Ehsan, Joel Hestness, Newsha Ardalani, and Marco Iansiti. "Time and the Value of Data." Harvard Business School Working Paper, No. 21-016, August 2020. (Revised November 2021.)
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