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      • July 2023
      • Article

      Takahashi-Alexander Revisited: Modeling Private Equity Portfolio Outcomes Using Historical Simulations

      By: Dawson Beutler, Alex Billias, Sam Holt, Josh Lerner and TzuHwan Seet
      In 2001, Dean Takahashi and Seth Alexander of the Yale University Investments Office developed a deterministic model for estimating future cash flows and valuations for the Yale endowment’s private equity portfolio. Their model, which is simple and intuitive, is still... View Details
      Keywords: Forecasting and Prediction; Investment Portfolio; Analytics and Data Science
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      Beutler, Dawson, Alex Billias, Sam Holt, Josh Lerner, and TzuHwan Seet. "Takahashi-Alexander Revisited: Modeling Private Equity Portfolio Outcomes Using Historical Simulations." Journal of Portfolio Management 49, no. 7 (July 2023): 144–158.
      • 2023
      • Working Paper

      The Complexity of Economic Decisions

      By: Xavier Gabaix and Thomas Graeber
      We propose a theory of the complexity of economic decisions. Leveraging a macroeconomic framework of production functions, we conceptualize the mind as a cognitive economy, where a task’s complexity is determined by its composition of cognitive operations. Complexity... View Details
      Keywords: Decisions; Complexity; Perception; Consumer Behavior; Production
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      Gabaix, Xavier, and Thomas Graeber. "The Complexity of Economic Decisions." Harvard Business School Working Paper, No. 24-049, February 2024.
      • 2023
      • Book

      The State and Capitalism in China

      By: Meg Rithmire, Margaret M. Pearson and Kellee S. Tsai
      This element explains China's political economic evolution from state socialist economy to a reform era state capitalism model to a more politicized, risk management approach we call "party-state capitalism." We emphasize the internal and external sources of perceived... View Details
      Keywords: China's Political Economy; State Capitalism; State-business Relations; State Ownership; Economic Systems; Government and Politics; Governing Rules, Regulations, and Reforms; Business and Government Relations; China
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      Rithmire, Meg, Margaret M. Pearson, and Kellee S. Tsai. The State and Capitalism in China. Cambridge Elements, Elements in Politics and Society in East Asia. New York: Cambridge University Press, 2023.
      • 2023
      • Other Unpublished Work

      Unprecedented: Remote Work and the Strange Economy of 2023

      By: Randolph B. Cohen
      The low unemployment rate which suggests a strong economy and the low productivity and GDP growth that seems more consistent with less robust conditions sit uneasily together. It's a mystery! But it may be that societal changes like remote work can reconcile the... View Details
      Keywords: Economy; Economic Growth; Economic Slowdown and Stagnation; Employment; Working Conditions
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      Cohen, Randolph B. "Unprecedented: Remote Work and the Strange Economy of 2023." July 2023. (LinkedIn Articles.)
      • June 2023
      • Teaching Note

      Agricultural Revolution without a Land Revolution: The Megafarms of CP Group

      By: William C. Kirby and Noah B. Truwit
      Teaching Note for HBS Case No. 316-150. The case introduces students to an innovative new agricultural venture on the outskirts of Beijing. It can be used as a platform to discuss broader issues of agricultural policy reform and regional disparities in social and... View Details
      Keywords: Agribusiness; Policy; Economic Growth; Agriculture and Agribusiness Industry; Thailand
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      Kirby, William C., and Noah B. Truwit. "Agricultural Revolution without a Land Revolution: The Megafarms of CP Group." Harvard Business School Teaching Note 323-121, June 2023.
      • June 2023 (Revised November 2024)
      • Case

      Albert Einstein: Changing the World

      By: Robert Simons and Shirley Sun
      This case traces the rise of Albert Einstein from a small town in Germany to a towering intellectual leader who revolutionized the field of physics. The case describes his early education and his penchant for individual thinking and non-conformity. A committed... View Details
      Keywords: Science; Research; Personal Characteristics; Mission and Purpose; Success; Work-Life Balance; Higher Education; Power and Influence
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      Simons, Robert, and Shirley Sun. "Albert Einstein: Changing the World." Harvard Business School Case 123-025, June 2023. (Revised November 2024.)
      • June 2023
      • Simulation

      Artea Dashboard and Targeting Policy Evaluation

      By: Ayelet Israeli and Eva Ascarza
      Companies deploy A/B experiments to gain valuable insights about their customers in order to answer strategic business problems. In marketing, A/B tests are often used to evaluate marketing interventions intended to generate incremental outcomes for the firm. The Artea... View Details
      Keywords: Algorithm Bias; Algorithmic Data; Race And Ethnicity; Experimentation; Promotion; Marketing And Society; Big Data; Privacy; Data-driven Management; Data Analysis; Data Analytics; E-Commerce Strategy; Discrimination; Targeted Advertising; Targeted Policies; Pricing Algorithms; A/B Testing; Ethical Decision Making; Customer Base Analysis; Customer Heterogeneity; Coupons; Marketing; Race; Gender; Diversity; Customer Relationship Management; Marketing Communications; Advertising; Decision Making; Ethics; E-commerce; Analytics and Data Science; Retail Industry; Apparel and Accessories Industry; United States
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      Israeli, Ayelet, and Eva Ascarza. "Artea Dashboard and Targeting Policy Evaluation." Harvard Business School Simulation 523-707, June 2023.
      • June 2023 (Revised February 2025)
      • Case

      Doing Business in Lima, Peru

      By: Jeffrey T. Polzer, Leonard A. Schlesinger and Max Hancock
      This case examines the challenges and opportunities of doing business in Peru. It highlights Peru's economic transformation in the decades leading up to 2024 in the context of its history, culture, and politics. The case gives an overview of some of the main obstacles... View Details
      Keywords: Business History; Business and Government Relations; Corporate Strategy; Mining Industry; Peru; Latin America
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      Polzer, Jeffrey T., Leonard A. Schlesinger, and Max Hancock. "Doing Business in Lima, Peru." Harvard Business School Case 323-050, June 2023. (Revised February 2025.)
      • June 2023
      • Case

      Tractor Supply Co

      By: David L. Ager and Michael A. Roberto
      In February 2023, Hal Lawton, CEO of Tractor Supply Co, the largest farm and ranch retailer in the United States reflected on the company’s 70% growth between 2019 and 2022. Economists had begun to predict an economic downturn and experts were predicting softening... View Details
      Keywords: COVID-19 Pandemic; Demand and Consumers; Economic Slowdown and Stagnation; Organizational Change and Adaptation; Retail Industry
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      Ager, David L., and Michael A. Roberto. "Tractor Supply Co." Harvard Business School Case 923-302, June 2023.
      • June 12, 2023
      • Article

      How AI Will Accelerate the Circular Economy

      By: Shirley Lu and George Serafeim
      Despite living on a planet with finite resources, our economy remains largely linear and full of single-use products. The shift toward a circular economy, where companies recover or recycle resources, has hit roadblocks, including low value of used products and high... View Details
      Keywords: Recycling; Materials Management; Innovation and Management; Technological Innovation; Climate Change; Environmental Sustainability; AI and Machine Learning; Operations; Industrial Products Industry; Consumer Products Industry; Technology Industry
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      Lu, Shirley, and George Serafeim. "How AI Will Accelerate the Circular Economy." Harvard Business Review Digital Articles (June 12, 2023).
      • June 2023
      • Case

      Accounting for Loan Losses at JPMorgan Chase: Predicting Credit Costs

      By: Jonas Heese, Jung Koo Kang and James Weber
      The case examines the accounting for loan losses at a large bank, how a bank sets its Allowance for Loan and Lease Losses (ALLL) on its financial statements. ALLL, and the rules that set them, determine when banks would and would not extend loans, which significantly... View Details
      Keywords: Accounting Standards; Accrual Accounting; Financial Statements; Financial Reporting; Banks and Banking; Financing and Loans; Banking Industry; United States
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      Heese, Jonas, Jung Koo Kang, and James Weber. "Accounting for Loan Losses at JPMorgan Chase: Predicting Credit Costs." Harvard Business School Case 123-042, June 2023.
      • 2023
      • Working Paper

      Design-Based Confidence Sequences: A General Approach to Risk Mitigation in Online Experimentation

      By: Dae Woong Ham, Michael Lindon, Martin Tingley and Iavor Bojinov
      Randomized experiments have become the standard method for companies to evaluate the performance of new products or services. In addition to augmenting managers’ decision-making, experimentation mitigates risk by limiting the proportion of customers exposed to... View Details
      Keywords: Performance Evaluation; Research and Development; Analytics and Data Science; Consumer Behavior
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      Ham, Dae Woong, Michael Lindon, Martin Tingley, and Iavor Bojinov. "Design-Based Confidence Sequences: A General Approach to Risk Mitigation in Online Experimentation." Harvard Business School Working Paper, No. 23-070, May 2023.
      • May–June 2023
      • Article

      Analytics for Marketers: When to Rely on Algorithms and When to Trust Your Gut

      By: Fabrizio Fantini and Das Narayandas
      Advanced analytics can help companies solve a host of management problems, including those related to marketing, sales, and supply-chain operations, which can lead to a sustainable competitive advantage. But as more data becomes available and advanced analytics are... View Details
      Keywords: Analytics and Data Science; Decision Making
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      Fantini, Fabrizio, and Das Narayandas. "Analytics for Marketers: When to Rely on Algorithms and When to Trust Your Gut." Harvard Business Review 101, no. 3 (May–June 2023): 82–91.
      • June 2023 (Revised February 2024)
      • Case

      Betting on Green Steel

      By: George Serafeim and Sofoklis Melissovas
      'Betting on Green Steel' traces the innovative journey embarked upon by a group of MBA students who have set out to conceive a novel steelmaker that pioneers the production of green steel. The ensemble is confronted with a series of critical choices that will shape the... View Details
      Keywords: Decarbonization; Sustainability Management; Technology; Industrialization; Climate Risk; Energy; Entrepreneurship; Environmental Sustainability; Technology Adoption; Climate Change; Innovation and Invention; Business Strategy; Family Business; Steel Industry; Middle East; India
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      Serafeim, George, and Sofoklis Melissovas. "Betting on Green Steel." Harvard Business School Case 123-101, June 2023. (Revised February 2024.)
      • June 2023 (Revised January 2024)
      • Case

      Chipmaking in the Desert: Taiwan Semiconductor Manufacturing Company's Global Expansion

      By: William C. Kirby and Noah B. Truwit
      On December 6, 2022, in Phoenix, Arizona, Taiwan Semiconductor Manufacturing Company (TSMC) Executive Chairman Mark Liu outlined the company’s ambitious plans to invest $40 billion to build semiconductor manufacturing plants in Phoenix. The event also celebrated the... View Details
      Keywords: Geopolitical Units; Government and Politics; Government Legislation; Expansion; Market Entry and Exit; Semiconductor Industry; Taiwan; United States
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      Kirby, William C., and Noah B. Truwit. "Chipmaking in the Desert: Taiwan Semiconductor Manufacturing Company's Global Expansion." Harvard Business School Case 323-101, June 2023. (Revised January 2024.)
      • 2023
      • Chapter

      Economic Globalization and Populism in Latin America and Beyond

      By: Paula Rettl
      Both populism and economic globalization have been on the rise in the last decades, motivating increasing scholarly attention to the phenomena and their relationship (see Rodrik 2021 for a recent review). However, the relationship between populism and economic... View Details
      Keywords: Populism; Economic Globalization; Latin America; Economy; Macroeconomics; Economics; Globalized Economies and Regions; Globalization; Political Elections; Government and Politics; Finance; Geographic Location; Latin America
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      Rettl, Paula. "Economic Globalization and Populism in Latin America and Beyond." Chap. 5 in Right-Wing Populism in Latin America and Beyond, edited by Anthony W. Pereira, 1967–1987. Routledge, 2023.
      • June 2023
      • Article

      National Customer Orientation: An Empirical Test across 112 Countries

      By: Ofer Mintz, Imran S. Currim and Rohit Deshpandé
      Customer orientation is a central tenet of marketing. However, less is known about how customer orientation varies across countries and time. Mintz, Currim, and Deshpandé (Eur. J. Mark., 56: 1014–1041, 2022) propose a country-level construct, national customer... View Details
      Keywords: Global Range; Customer Focus and Relationships
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      Mintz, Ofer, Imran S. Currim, and Rohit Deshpandé. "National Customer Orientation: An Empirical Test across 112 Countries." Marketing Letters 34, no. 2 (June 2023): 189–204.
      • June 2023
      • Article

      Regulatory Limits to Risk Management

      By: Ishita Sen
      Variable annuities, the largest liability of U.S. life insurers, are investment products containing long-dated minimum return guarantees. I show that guarantees with similar economic risks are treated differently by regulation and these differences impact insurers’... View Details
      Keywords: Interest Rate Risk; Variable Annuities; Capital Regulation; Reinsurance; Derivatives; Risk Management; Interest Rates; Governing Rules, Regulations, and Reforms
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      Sen, Ishita. "Regulatory Limits to Risk Management." Review of Financial Studies 36, no. 6 (June 2023): 2175–2223. (Lead Article and Editor's Choice, Winner of the RFS Rising Scholar Award 2024.)
      • June 2023
      • Case

      Verve Therapeutics: Taking DNA Editing to Heart

      By: Shikhar Ghosh and Shweta Bagai
      Verve Therapeutics, a public biotech company based in Boston, created a novel approach to addressing cardiovascular disease (CVD) - a leading cause of deaths globally. The company's approach was a single shot treatment to permanently lower cholesterol, thus reducing... View Details
      Keywords: AI; Genetic Engineering; Medicine; Health Care and Treatment; Genetics; Innovation Strategy; Business and Stakeholder Relations; Medical Specialties; Innovation and Invention; Entrepreneurship; Biotechnology Industry
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      Ghosh, Shikhar, and Shweta Bagai. "Verve Therapeutics: Taking DNA Editing to Heart." Harvard Business School Case 823-113, June 2023.
      • June, 2023
      • Article

      Walking the Purpose-Talk Inside a Large Company: Sustainable Product Development as an Instance of Divergent Change

      By: Marissa Kimsey, Thijs Geradts and Julie Battilana
      There is a growing interest in large companies pursuing a new purpose—changing their core reason for being from a singular focus on financial gain to a renewed responsibility to people and the planet alongside profit. Yet knowledge of how a large company can walk that... View Details
      Keywords: Product Development; Environmental Sustainability; Mission and Purpose; Leading Change
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      Kimsey, Marissa, Thijs Geradts, and Julie Battilana. "Walking the Purpose-Talk Inside a Large Company: Sustainable Product Development as an Instance of Divergent Change." Special Issue on Corporate Purpose. Strategy Science 8, no. 2 (June, 2023): 311–321.
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