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      • Faculty Publications  (1,088)

      Forecasting And PredictionRemove Forecasting And Prediction →

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      • November 2024
      • Article

      The Health Costs of Cost Sharing

      By: Amitabh Chandra, Evan Flack and Ziad Obermeyer
      What happens when patients suddenly stop their medications? We study the health consequences of drug interruptions caused by large, abrupt, and arbitrary changes in price. Medicare’s prescription drug benefit as-if-randomly assigns 65-year-olds a drug budget as a... View Details
      Keywords: Outcome or Result; Health Care and Treatment; Budgets and Budgeting; Cost
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      Chandra, Amitabh, Evan Flack, and Ziad Obermeyer. "The Health Costs of Cost Sharing." Quarterly Journal of Economics 139, no. 4 (November 2024): 2037–2082.
      • October 2024
      • Teaching Plan

      Teamworks: Tackling a Forecasting Fumble

      By: Lou Shipley and Stacy Straaberg
      In late March 2018, Teamworks CEO Zach Maurides learned Q1 2018 sales were at risk for a large forecasting miss. Founded in 2004, Teamworks’s software application assisted support staff in messaging, scheduling, and sharing documents with collegiate and professional... View Details
      Keywords: Acquisition; Business Growth and Maturation; Communication Strategy; Decisions; Forecasting and Prediction; Business Cycles; Technological Innovation; Sports; Growth and Development Strategy; Resource Allocation; Marketing; Sales; Business Strategy; Expansion; Sports Industry; Technology Industry; United States; North Carolina
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      Shipley, Lou, and Stacy Straaberg. "Teamworks: Tackling a Forecasting Fumble ." Harvard Business School Teaching Plan 825-003, October 2024.
      • October 18, 2024
      • Article

      Why Workplace Well-Being Programs Don’t Achieve Better Outcomes

      By: Jazz Croft, Acacia Parks and Ashley Whillans
      By 2026, global corporate spending on wellness programs is set to top $94.6 billion, yet anticipated improvements in well-being are not being realized, and, in fact, mental health needs are continuing to rise around the world. Drawing on a large body of recent... View Details
      Keywords: Organizational Culture; Employees; Well-being
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      Croft, Jazz, Acacia Parks, and Ashley Whillans. "Why Workplace Well-Being Programs Don’t Achieve Better Outcomes." Harvard Business Review Digital Articles (October 18, 2024).
      • October 2024
      • Article

      Canary Categories

      By: Eric Anderson, Chaoqun Chen, Ayelet Israeli and Duncan Simester
      Past customer spending in a category is generally a positive signal of future customer spending. We show that there exist “canary categories” for which the reverse is true. Purchases in these categories are a signal that customers are less likely to return to that... View Details
      Keywords: Churn; Churn Management; Churn/retention; Assortment Planning; Retail; Retailing; Retailing Industry; Preference Heterogeneity; Assortment Optimization; Customers; Retention; Consumer Behavior; Forecasting and Prediction; Retail Industry
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      Anderson, Eric, Chaoqun Chen, Ayelet Israeli, and Duncan Simester. "Canary Categories." Journal of Marketing Research (JMR) 61, no. 5 (October 2024): 872–890.
      • October 2024
      • Article

      Founder-CEO Compensation and Selection into Venture Capital-Backed Entrepreneurship

      By: Michael Ewens, Ramana Nanda and Christopher Stanton
      We show theoretically that a critical determinant of the attractiveness of VC-backed entrepreneurship for high-earning potential founders is the expected time to develop a startup’s initial product. This is because founder-CEOs’ cash compensation increases... View Details
      Keywords: Entrepreneurship; Venture Capital; Executive Compensation
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      Ewens, Michael, Ramana Nanda, and Christopher Stanton. "Founder-CEO Compensation and Selection into Venture Capital-Backed Entrepreneurship." Journal of Finance 79, no. 5 (October 2024): 3361–3405.
      • October 2024
      • Article

      How to Use Sales Assessments

      By: Frank V. Cespedes
      Judging a person’s fit for a sales job is complex, and research shows that managers greatly overrate their ability to predict someone’s performance on the basis of interviews. Hence, using assessments is a growing trend in sales hiring and training. This article... View Details
      Keywords: Forecasting and Prediction; Performance Evaluation; Sales
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      Cespedes, Frank V. "How to Use Sales Assessments." Top Sales Magazine (October 2024), 10–11.
      • 2024
      • Working Paper

      Pitfalls of Demographic Forecasts of U.S. Elections

      By: Richard Calvo, Vincent Pons and Jesse M. Shapiro
      Many observers have forecast large partisan shifts in the US electorate based on demographic trends. Such forecasts are appealing because demographic trends are often predictable even over long horizons. We backtest demographic forecasts using data on US elections... View Details
      Keywords: Mathematical Methods; Voting; Political Elections; Trends; Forecasting and Prediction; Demographics
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      Calvo, Richard, Vincent Pons, and Jesse M. Shapiro. "Pitfalls of Demographic Forecasts of U.S. Elections." NBER Working Paper Series, No. 33016, October 2024.
      • 2024
      • Working Paper

      Ponzi Funds

      By: Philippe van der Beck, Jean-Philippe Bouchaud and Dario Villamaina
      Many active funds hold concentrated portfolios. Flow-driven trading causes price pressure, which pushes up the funds’ existing positions resulting in realized returns. We decompose fund returns into a price pressure (self-inflated) and a fundamental component and... View Details
      Keywords: Investment Funds; Investment Portfolio; Investment Return; Price Bubble; Financial Reporting; Financial Liquidity
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      van der Beck, Philippe, Jean-Philippe Bouchaud, and Dario Villamaina. "Ponzi Funds." Working Paper, May 2024.
      • 2024
      • Working Paper

      Changing Perceptions and Post-Pandemic Monetary Policy

      By: Michael D. Bauer, Carolin Pflueger and Adi Sunderam
      We document that the Fed’s perceived monetary policy response to inflation shifted materially over the post-pandemic period. In forward-looking policy rules estimated from surveys of macroeconomic forecasters, the inflation coefficient rose significantly after liftoff... View Details
      Keywords: Policy; Inflation and Deflation; Interest Rates; Perception; Government Administration
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      Bauer, Michael D., Carolin Pflueger, and Adi Sunderam. "Changing Perceptions and Post-Pandemic Monetary Policy." Working Paper, September 2024.
      • September 2024 (Revised October 2024)
      • Case

      River Remedy: Navigating Mississippi’s Medical Marijuana Market

      By: Robin Greenwood, Richard S. Ruback and Robert Ialenti
      MBA student William Chism, the founder of a fully integrated medical marijuana company based in Mississippi, must respond to a significant disruption in the fledgling industry. In late 2023, Rapid Analytics, one of two active licensed testing facilities, has its... View Details
      Keywords: Plant-Based Agribusiness; Business Growth and Maturation; Forecasting and Prediction; Microeconomics; Local Range; Government Legislation; Demand and Consumers; Supply and Industry; Competitive Strategy; Governance Controls; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Mississippi
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      Greenwood, Robin, Richard S. Ruback, and Robert Ialenti. "River Remedy: Navigating Mississippi’s Medical Marijuana Market." Harvard Business School Case 225-011, September 2024. (Revised October 2024.)
      • September 2024
      • Case

      Nvidia, Inc. in 2024 and the Future of AI

      By: David B. Yoffie and Sarah von Bargen
      Nvidia was one of the most successful companies in the world, reaching $3.4 trillion in valuation on June 18th, 2024. While Microsoft and Apple quickly recaptured the value crown, some analysts forecasted that Nvidia was so strongly positioned that it might become the... View Details
      Keywords: Customer Value and Value Chain; Price; Technological Innovation; Competition; Vertical Integration; Valuation; Technology Industry
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      Yoffie, David B., and Sarah von Bargen. "Nvidia, Inc. in 2024 and the Future of AI." Harvard Business School Case 725-360, September 2024.
      • 2024
      • Working Paper

      Behavioral Attenuation

      By: Thomas Graeber, Benjamin Enke, Ryan Oprea and Jeffrey Yang
      We report a large-scale examination of behavioral attenuation: due to information-processing constraints, the elasticity of people’s decisions with respect to economic fundamentals is generally too small. We implement more than 30 experiments, 20 of which were... View Details
      Keywords: Decisions; Behavior; Cognition and Thinking; Behavioral Finance
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      Graeber, Thomas, Benjamin Enke, Ryan Oprea, and Jeffrey Yang. "Behavioral Attenuation." NBER Working Paper Series, No. 32973, September 2024.
      • 2024
      • Working Paper

      Finance Without Exotic Risk

      By: Pedro Bordalo, Nicola Gennaioli, Rafael La Porta and Andrei Shleifer
      We address the joint hypothesis problem in cross-sectional asset pricing by using measured analyst expectations of earnings growth. We construct a firm-level measure of Expectations Based Returns (EBRs) that uses analyst forecast errors and revisions and shuts down any... View Details
      Keywords: Investment Return; Financial Markets; Behavioral Finance; Risk and Uncertainty
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      Bordalo, Pedro, Nicola Gennaioli, Rafael La Porta, and Andrei Shleifer. "Finance Without Exotic Risk." NBER Working Paper Series, No. 33004, September 2024.
      • September 2024
      • Article

      Investing in the Next Generation: The Long-Run Impacts of a Liquidity Shock

      By: Patrick Agte, Arielle Bernhardt, Erica M. Field, Rohini Pande and Natalia Rigol
      How do poor entrepreneurs trade off investments in business enterprises versus children's human capital, and how do these choices influence intergenerational socio-economic mobility? To examine this, we exploit experimental variation in household income resulting from... View Details
      Keywords: Socio-economic Mobility; Entrepreneurship; Education; Income; Literacy; Poverty
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      Agte, Patrick, Arielle Bernhardt, Erica M. Field, Rohini Pande, and Natalia Rigol. "Investing in the Next Generation: The Long-Run Impacts of a Liquidity Shock." American Economic Review 114, no. 9 (September 2024): 2792–2824.
      • 2024
      • Article

      Learning Under Random Distributional Shifts

      By: Kirk Bansak, Elisabeth Paulson and Dominik Rothenhäusler
      Algorithmic assignment of refugees and asylum seekers to locations within host countries has gained attention in recent years, with implementations in the U.S. and Switzerland. These approaches use data on past arrivals to generate machine learning models that can... View Details
      Keywords: AI and Machine Learning; Refugees; Employment
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      Bansak, Kirk, Elisabeth Paulson, and Dominik Rothenhäusler. "Learning Under Random Distributional Shifts." Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS) 27th (2024).
      • September 2024
      • Article

      The Human Side of the Future of Work: Understanding the Role People Play in Shaping a Changing World

      By: Jochen I. Menges, Lauren C. Howe, Erika Hall, Jon M. Jachimowicz, Sharon K. Parker, Riki Takeuchi, Abhijeet K. Vadera, Ashley Whillans and Susan K. Cohen
      For as long as there has been work, there has been a “future of work,” through humans’ ingenuity and drive to get things done easier, faster, and better. With the industrial revolution, efforts to shape a better future of work were dominated by improvements in... View Details
      Keywords: Change; Labor
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      Menges, Jochen I., Lauren C. Howe, Erika Hall, Jon M. Jachimowicz, Sharon K. Parker, Riki Takeuchi, Abhijeet K. Vadera, Ashley Whillans, and Susan K. Cohen. "The Human Side of the Future of Work: Understanding the Role People Play in Shaping a Changing World." Academy of Management Discoveries 10, no. 3 (September 2024): 307–318.
      • August 2024
      • Case

      The Walt Disney Company: Management Guidance

      By: Joseph Pacelli and James Weber
      In November 2023, financial analyst Aurora Fee was forecasting The Walt Disney Company’s earnings and stock price, with the goal of providing an investment recommendation to her clients. Disney, one of the world’s largest media and entertainment companies, had just... View Details
      Keywords: Valuation; Accounting; Investment; Communication; Forecasting and Prediction; Business Earnings; Growth and Development Strategy; Entertainment and Recreation Industry; Entertainment and Recreation Industry; United States
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      Pacelli, Joseph, and James Weber. "The Walt Disney Company: Management Guidance." Harvard Business School Case 125-027, August 2024.
      • August 2024 (Revised November 2024)
      • Case

      No Labels and the 2024 Presidential Insurance Plan

      By: Robert F. White and Tom Quinn
      After observing record voter dissatisfaction with the choices in the 2024 U.S. presidential election—Democratic nominee President Joe Biden and Republican nominee and former President Donald Trump—the bipartisan nonprofit No Labels decided to reserve ballot access in... View Details
      Keywords: Disruption; Forecasting and Prediction; Lawsuits and Litigation; Failure; System Shocks; Political Elections; Motivation and Incentives; Governing Rules, Regulations, and Reforms; United States
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      White, Robert F., and Tom Quinn. "No Labels and the 2024 Presidential Insurance Plan." Harvard Business School Case 825-044, August 2024. (Revised November 2024.)
      • July 2024 (Revised September 2024)
      • Case

      Shell’s Balancing Act: Resource Allocation and the Green Transition (Abridged)

      By: David Collis and Haisley Wert
      In mid-2023, amid pressure from climate change activists, shareholder activists, and confronting enormous uncertainty about the future demand for and price of fossil fuels, new Shell CEO Wael Sawan (Harvard MBA 2003) announced a change in strategy for the U.K. oil... View Details
      Keywords: Oil & Gas; Renewables; Forecasting Demand; Strategy; Energy; Climate Change; Resource Allocation; Corporate Strategy; Investment Activism; Organizational Change and Adaptation; Organizational Culture; Energy Industry
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      Collis, David, and Haisley Wert. "Shell’s Balancing Act: Resource Allocation and the Green Transition (Abridged)." Harvard Business School Case 725-354, July 2024. (Revised September 2024.)
      • July 2024
      • Case

      Jacqueline Cook at Vendasta: Debating an IPO

      By: Reza Satchu, Tom Quinn and Andrew Kosc
      In May 2021, after a surge in demand for digital services that prompted high valuations for startups across the Canadian tech sector, Saskatchewan-based Vendasta entered the final stages of the initial public offering (IPO) process. COO Jacqueline Cook had invested her... View Details
      Keywords: Business Growth and Maturation; Business Startups; Interpersonal Communication; Cost vs Benefits; Forecasting and Prediction; Business Cycles; Entrepreneurship; Fairness; Capital Markets; Private Equity; Investment Banking; Stock Options; Financial Markets; Initial Public Offering; Institutional Investing; Price Bubble; Digital Platforms; Digital Transformation; Internet and the Web; Leadership; Growth and Development Strategy; Managerial Roles; Agreements and Arrangements; Going Public; Ownership Stake; Performance Expectations; Work-Life Balance; Strategic Planning; Business and Stakeholder Relations; Rank and Position; Risk and Uncertainty; Opportunities; Happiness; Reputation; Status and Position; Well-being; Information Technology Industry; Retail Industry; Canada
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      Satchu, Reza, Tom Quinn, and Andrew Kosc. "Jacqueline Cook at Vendasta: Debating an IPO." Harvard Business School Case 825-037, July 2024.
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