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      • Faculty Publications  (96)

      Forecasting ModelsRemove Forecasting Models →

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      • February 2005 (Revised November 2016)
      • Background Note

      Forecasting the Adoption of a New Product

      By: Elie Ofek
      Provides tools and methodologies that allow forecasting demand for innovative new products. Highlights the Bass model—the theory behind it and ways to determine its parameters. Provides a detailed example of how to use the Bass model to forecast demand for satellite... View Details
      Keywords: Forecasting and Prediction; Innovation and Invention; Marketing; Demand and Consumers; Mathematical Methods; Competition
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      Ofek, Elie. "Forecasting the Adoption of a New Product." Harvard Business School Background Note 505-062, February 2005. (Revised November 2016.)
      • September 2004
      • Article

      Trust in Agency

      By: Ramon Casadesus-Masanell
      Existing models of the principal-agent relationship assume the agent works only under extrinsic incentives. However, many observed agency contracts take the form of a fixed payment. For such contracts to succeed, the principal must trust the agent to work in the... View Details
      Keywords: Trust; Agency Theory; Relationships; Behavior; Motivation and Incentives; Contracts; Business Model; Emotions; Forecasting and Prediction; Ethics; Standards; Risk and Uncertainty
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      Casadesus-Masanell, Ramon. "Trust in Agency." Journal of Economics & Management Strategy 13, no. 3 (September 2004): 375–404.
      • August 2003
      • Article

      When Does the Market Matter? Stock Prices and the Investment of Equity-Dependent Firms

      By: Malcolm Baker, Jeremy Stein and Jeffrey Wurgler
      We use a simple model of corporate investment to determine when investment will be sensitive to non-fundamental movements in stock prices. The key cross-sectional prediction of the model is that stock prices will have a stronger impact on the investment of firms that... View Details
      Keywords: Stocks; Price; Investment; Equity; Forecasting and Prediction; Rank and Position; Markets
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      Baker, Malcolm, Jeremy Stein, and Jeffrey Wurgler. "When Does the Market Matter? Stock Prices and the Investment of Equity-Dependent Firms." Quarterly Journal of Economics 118, no. 3 (August 2003): 969–1006.
      • October 2002 (Revised January 2013)
      • Case

      Krispy Kreme Doughnuts

      By: Paul M. Healy
      Krispy Kreme is a rapidly growing firm with a business model that has excited Wall Street. View Details
      Keywords: Business Growth and Maturation; Business Model; Financial Statements; Forecasting and Prediction; Financial Reporting; Performance Evaluation; Business Strategy; Food and Beverage Industry; New York (city, NY)
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      Healy, Paul M. "Krispy Kreme Doughnuts." Harvard Business School Case 103-018, October 2002. (Revised January 2013.)
      • 2002
      • Other Unpublished Work

      Market Liquidity as a Sentiment Indicator

      By: Malcolm Baker and Jeremy Stein
      We build a model that helps to explain why increases in liquidity—such as lower bid–ask spreads, a lower price impact of trade, or higher turnover—predict lower subsequent returns in both firm-level and aggregate data. The model features a class of irrational... View Details
      Keywords: Price; Financial Liquidity; Trade; Valuation; Markets; Forecasting and Prediction; Equity; Stock Shares; Investment Return
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      Baker, Malcolm, and Jeremy Stein. "Market Liquidity as a Sentiment Indicator." NBER Working Paper Series, 2002. (First draft in 2001.)
      • 2001
      • Working Paper

      When Does the Market Matter? Stock Prices and the Investment of Equity Dependent Firms

      By: Malcolm Baker, Jeremy Stein and Jeffrey Wurgler
      We use a simple model of corporate investment to determine when investment will be sensitive to non-fundamental movements in stock prices. The key cross-sectional prediction of the model is that stock prices will have a stronger impact on the investment of firms that... View Details
      Keywords: Investment; Equity; Stocks; Price; Mathematical Methods; Forecasting and Prediction
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      Baker, Malcolm, Jeremy Stein, and Jeffrey Wurgler. "When Does the Market Matter? Stock Prices and the Investment of Equity Dependent Firms." NBER Working Paper Series, No. 8750, December 2001. (First draft in 2001.)
      • January 2001
      • Case

      Valuing Project Achieve

      By: Mihir A. Desai and Kathleen Luchs
      Project Achieve is a start-up providing information management solutions for schools. Its founders see a need for software both to manage the volumes of information necessary to administer a school and to connect parents, teachers, and students in a more effective way.... View Details
      Keywords: Business Startups; Valuation; Venture Capital; Cost of Capital; Cash Flow; Forecasting and Prediction
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      Desai, Mihir A., and Kathleen Luchs. "Valuing Project Achieve." Harvard Business School Case 201-080, January 2001.
      • November 1999 (Revised July 2003)
      • Case

      Pre-Paid Legal Services, Inc.

      By: Paul M. Healy and Jacob Cohen
      Pre-Paid Legal Services' business model reveals two key issues--managing the sales force and sales growth and managing claims. Students analyze the economics of the business and consider how to measure firm performance, how to evaluate and reward the sales force, and... View Details
      Keywords: Financial Management; Financial Strategy; Salesforce Management; Marketing Strategy; Accrual Accounting; Business Cycles; Forecasting and Prediction; Insurance; Business Growth and Maturation; Insurance Industry
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      Healy, Paul M., and Jacob Cohen. "Pre-Paid Legal Services, Inc." Harvard Business School Case 100-037, November 1999. (Revised July 2003.)
      • 1995
      • Chapter

      Alternative Models of Negotiated Outcomes and the Nontraditional Utility Concerns That Limit Their Predictability

      By: S. B. White, M. H. Bazerman and M. A. Neale
      Keywords: Negotiation; Outcome or Result; Forecasting and Prediction
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      White, S. B., M. H. Bazerman, and M. A. Neale. "Alternative Models of Negotiated Outcomes and the Nontraditional Utility Concerns That Limit Their Predictability." In Research on Negotiation in Organizations, edited by R. J. Bies, R. Lewicki, and B. Sheppard. Greenwich, CT: JAI Press, 1995.
      • April 1993 (Revised June 1994)
      • Supplement

      MathSoft, Inc. (B)

      By: V. Kasturi Rangan
      Describes the president's decision regarding MathSoft's marketing channels and communications methods, and the company's sales results during the next five quarters. The (A) case market response model is also updated. View Details
      Keywords: Communication Technology; Forecasting and Prediction; Curriculum and Courses; Learning; Knowledge Sharing; Growth and Development Strategy; Marketing Channels; Education Industry
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      Rangan, V. Kasturi. "MathSoft, Inc. (B)." Harvard Business School Supplement 593-095, April 1993. (Revised June 1994.)
      • Article

      Measuring the Effectiveness of Competition in Defense Procurement: A Survey of the Empirical Literature

      By: James J. Anton and Dennis A. Yao
      This article surveys the literature that has attempted to measure competition's effects on defense procurement. The focus is on conceptual underpinnings of models rather than technical aspects of estimation procedures. While providing valuable insight, the models are... View Details
      Keywords: Performance Effectiveness; Competition; Surveys; Value; Economics; Forecasting and Prediction; Programs; Power and Influence; Management Analysis, Tools, and Techniques
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      Anton, James J., and Dennis A. Yao. "Measuring the Effectiveness of Competition in Defense Procurement: A Survey of the Empirical Literature." Journal of Policy Analysis and Management 9, no. 1 (Winter 1990): 60–79. (Harvard users click here for full text.)
      • July 1987 (Revised October 2009)
      • Background Note

      A Method For Valuing High-Risk, Long-Term Investments: The "Venture Capital Method"

      By: William A. Sahlman and Daniel R Scherlis
      Describes a method for valuing high-risk, long-term investments such as those confronting venture capitalists. The method entails forecasting a future value (e.g., five years from the present) and discounting that terminal value back to the present by applying a high... View Details
      Keywords: Forecasting and Prediction; Entrepreneurship; Venture Capital; Investment; Risk Management; Valuation
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      Sahlman, William A., and Daniel R Scherlis. A Method For Valuing High-Risk, Long-Term Investments: The "Venture Capital Method". Harvard Business School Background Note 288-006, July 1987. (Revised October 2009.)
      • July 1986 (Revised August 1987)
      • Background Note

      Note on Comparative Advantage

      By: David B. Yoffie and John J. Coleman
      Discusses David Ricardo's theory of comparative advantage and the refinement of his model developed by Eli Heckscher and Bertil Ohlin. Presents several criticisms of the Heckscher-Ohlin theory, including Wassily Leontief's empirical demonstration that the nature of... View Details
      Keywords: Business Model; Forecasting and Prediction; Macroeconomics; Trade; Theory
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      Yoffie, David B., and John J. Coleman. "Note on Comparative Advantage." Harvard Business School Background Note 387-023, July 1986. (Revised August 1987.)
      • January 1986 (Revised April 1987)
      • Background Note

      Models for Updating Demand Forecasts

      By: Arthur Schleifer Jr.
      Keywords: Forecasting and Prediction
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      Schleifer, Arthur, Jr. "Models for Updating Demand Forecasts." Harvard Business School Background Note 186-180, January 1986. (Revised April 1987.)
      • Forthcoming
      • Article

      An AI Method to Score Celebrity Visual Potential from Human Faces

      By: Flora Feng, Shunyuan Zhang, Xiao Liu, Kannan Srinivasan and Cait Lamberton
      It has long been a mantra of marketing practice that, particularly in low-involvement situations, spokespeople should be physically attractive. This paper suggests there is a higher probability of gaining fame and influence (i.e., celebrity potential) than is captured... View Details
      Keywords: Personal Characteristics; AI and Machine Learning; Forecasting and Prediction; Marketing
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      Feng, Flora, Shunyuan Zhang, Xiao Liu, Kannan Srinivasan, and Cait Lamberton. "An AI Method to Score Celebrity Visual Potential from Human Faces." Journal of Marketing Research (JMR) (forthcoming). (Pre-published online February 12, 2025.)
      • Forthcoming
      • Article

      Reflexivity in Credit Markets

      By: Robin Greenwood, Samuel G. Hanson and Lawrence J. Jin
      Reflexivity is the idea that investors' biased beliefs affect market outcomes and that market outcomes in turn affect investors’ future biases. We develop a dynamic behavioral model of the credit cycle featuring this two-way feedback loop. Investors form beliefs about... View Details
      Keywords: Reflexivity; Attitudes; Financial Markets; Forecasting and Prediction; Investment; Credit
      Citation
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      Greenwood, Robin, Samuel G. Hanson, and Lawrence J. Jin. "Reflexivity in Credit Markets." Journal of Finance (forthcoming).
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