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      • Faculty Publications  (1,057)

      Forecasting And PredictionRemove Forecasting And Prediction →

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      • 2007
      • Working Paper

      Incorporating Price and Inventory Endogeneity in Firm-Level Sales Forecasting

      By: Saravanan Kesavan, Vishal Gaur and Ananth Raman
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      Kesavan, Saravanan, Vishal Gaur, and Ananth Raman. "Incorporating Price and Inventory Endogeneity in Firm-Level Sales Forecasting." Harvard Business School Working Paper, No. 07-056, March 2007.
      • Article

      Investor Sentiment in the Stock Market

      By: Malcolm Baker and Jeffrey Wurgler
      We examine how investor sentiment affects the cross-section of stock returns. Theory predicts that a broad wave of sentiment will disproportionately affect stocks whose valuations are highly subjective and are difficult to arbitrage. We test this prediction by... View Details
      Keywords: Financial Markets; Stocks; Investment Return; Valuation; Forecasting and Prediction; Volatility; Price; Risk and Uncertainty; Behavioral Finance
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      Baker, Malcolm, and Jeffrey Wurgler. "Investor Sentiment in the Stock Market." Journal of Economic Perspectives 21, no. 2 (Spring 2007): 129–151.
      • February 2007 (Revised January 2008)
      • Supplement

      Multifactor Models (CW)

      By: Malcolm P. Baker
      Keywords: Asset Pricing; Cost of Capital; Forecasting and Prediction; Investment Funds; Investment Return; Mathematical Methods; Performance Evaluation
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      Baker, Malcolm P. "Multifactor Models (CW)." Harvard Business School Spreadsheet Supplement 207-710, February 2007. (Revised January 2008.)
      • January 2007 (Revised April 2008)
      • Case

      The Case of the Unidentified Industries - 2006

      By: William E. Fruhan Jr.
      Helps students to understand how the characteristics of a business are reflected in its financial statements. View Details
      Keywords: Financial Statements; Business Ventures; Forecasting and Prediction; Financial Management
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      Fruhan, William E., Jr. "The Case of the Unidentified Industries - 2006." Harvard Business School Case 207-096, January 2007. (Revised April 2008.)
      • Article

      The Effect of Dividends on Consumption

      By: Malcolm Baker, Stefan Nagel and Jeffrey Wurgler
      Classical models predict that the division of stock returns into dividends and capital appreciation does not affect investor consumption patterns, while mental accounting and other economic frictions predict that investors have a higher propensity to consume from... View Details
      Keywords: Investment; Investment Return; Economics; Stocks; Capital; Business Earnings; Investment Portfolio; Investment Funds; Cost; Saving
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      Baker, Malcolm, Stefan Nagel, and Jeffrey Wurgler. "The Effect of Dividends on Consumption." Brookings Papers on Economic Activity, no. 1 (2007): 277–291.
      • 2007
      • Working Paper

      Warren Persons, the Harvard Economic Service, and the Problems of Forecasting

      By: Walter A. Friedman
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      Friedman, Walter A. "Warren Persons, the Harvard Economic Service, and the Problems of Forecasting." Harvard Business School Working Paper, No. 07-044, January 2007.
      • November 2006 (Revised March 2008)
      • Case

      Kendall Square Research Corporation

      By: F. Warren McFarlan
      Kendall Square Research was a small competitor in the supercomputer industry. Sales grew rapidly in 1992 and early 1993 and the company sold stock to the public for the first time. Analysts forecast higher earnings for 1993, then the company's revenue recognition... View Details
      Keywords: Revenue Recognition; Standards; Accounting Audits; Computer Industry
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      McFarlan, F. Warren. "Kendall Square Research Corporation." Harvard Business School Case 307-010, November 2006. (Revised March 2008.)
      • August 2006
      • Case

      Dreyer's Slow Churned(TM) Ice Cream

      By: Noel H. Watson, Steven C. Wheelwright and Brian DeLacey
      Examines capacity forecasting and planning in a complex new product introduction scenario. The introduction at Dreyer's, a large dairy snack manufacturer, involves not only a new product but a new manufacturing process and product package, thus implying a significant... View Details
      Keywords: Advertising; Forecasting and Prediction; Growth and Development Strategy; Brands and Branding; Product Launch; Product Development; Planning; Food and Beverage Industry; United States
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      Watson, Noel H., Steven C. Wheelwright, and Brian DeLacey. "Dreyer's Slow Churned(TM) Ice Cream." Harvard Business School Case 607-018, August 2006.
      • August 2006
      • Article

      Investor Sentiment and the Cross Section of Stock Returns

      By: Malcolm Baker and Jeffrey Wurgler
      We examine how investor sentiment affects the cross-section of stock returns. Theory predicts that a broad wave of sentiment will disproportionately affect stocks whose valuations are highly subjective and are difficult to arbitrage. We test this prediction by... View Details
      Keywords: Behavioral Finance; Stocks; Investment Return; Forecasting and Prediction; Motivation and Incentives; Risk and Uncertainty; Volatility
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      Baker, Malcolm, and Jeffrey Wurgler. "Investor Sentiment and the Cross Section of Stock Returns." Journal of Finance 61, no. 4 (August 2006): 1645–1680.
      • August 2006
      • Article

      Predicting Returns with Managerial Decision Variables: Is There a Small-Sample Bias?

      By: Malcolm Baker, Ryan Taliaferro and Jeffrey Wurgler
      Many studies find that aggregate managerial decision variables, such as aggregate equity issuance, predict stock or bond market returns. Recent research argues that these findings may be driven by an aggregate time-series version of Schultz's (2003, Journal of Finance... View Details
      Keywords: Prejudice and Bias; Fairness; Managerial Roles; Management Analysis, Tools, and Techniques; Equity; Bonds; Financial Markets; Investment; Capital Markets; Borrowing and Debt; Investment Return
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      Baker, Malcolm, Ryan Taliaferro, and Jeffrey Wurgler. "Predicting Returns with Managerial Decision Variables: Is There a Small-Sample Bias?" Journal of Finance 61, no. 4 (August 2006): 1711–1730. (Section V of "Pseudo Market Timing and Predictive Regressions, NBER Working Paper Series, No. 10823, contains additional analyses.)
      • 2006
      • Working Paper

      Learning and Equilibrium As Useful Approximations: Accuracy of Prediction on Randomly Selected Constant Sum Games

      By: Ido Erev, Alvin E. Roth, Robert L. Slonim and Greg Barron
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      Erev, Ido, Alvin E. Roth, Robert L. Slonim, and Greg Barron. "Learning and Equilibrium As Useful Approximations: Accuracy of Prediction on Randomly Selected Constant Sum Games." Harvard Business School Working Paper, No. 07-004, July 2006.
      • 2006
      • Working Paper

      The Effect of Dividends on Consumption

      By: Malcolm Baker, Stefan Nagel and Jeffrey Wurgler
      Classical models predict that the division of stock returns into dividends and capital appreciation does not affect investor consumption patterns, while mental accounting and other economic frictions predict that investors have a higher propensity to consume from stock... View Details
      Keywords: Demand and Consumers; Personal Finance; Investment Return; Household
      Citation
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      Baker, Malcolm, Stefan Nagel, and Jeffrey Wurgler. "The Effect of Dividends on Consumption." NBER Working Paper Series, No. 12288, June 2006. (First Draft in 2005.)
      • May 2006
      • Case

      Nokia in 2003

      By: Paul M. Healy
      Examines the challenges facing a money manager who owns stock in Nokia, the leading wireless handset provider. Two analysts covering the stock make very different predictions about the economies of the industry, Nokia's future performance, and stock recommendations.... View Details
      Keywords: Financial Reporting; Forecasting and Prediction; Performance Effectiveness; Performance Evaluation; Problems and Challenges; Electronics Industry
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      Healy, Paul M. "Nokia in 2003." Harvard Business School Case 106-067, May 2006.
      • May 2006
      • Article

      Detection Defection: Measuring and Understanding the Predictive Accuracy of Customer Churn Models

      By: Scott Neslin, Sunil Gupta, Wagner Kamakura, Junxiang Lu and Charlotte Mason
      Keywords: Measurement and Metrics; Forecasting and Prediction; Customers
      Citation
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      Neslin, Scott, Sunil Gupta, Wagner Kamakura, Junxiang Lu, and Charlotte Mason. "Detection Defection: Measuring and Understanding the Predictive Accuracy of Customer Churn Models." Journal of Marketing Research (JMR) 43, no. 2 (May 2006): 204–211.
      • February 2006 (Revised September 2007)
      • Background Note

      Winner-Take-All in Networked Markets

      By: Thomas R. Eisenmann
      Discusses platform structure in new networked markets, that is, whether a market that exhibits network effects will be served by a single platform or by rival platforms. Defines "platforms" and "platform structure"; describes factors that influence the odds that a... View Details
      Keywords: Forecasting and Prediction; Growth Management; Network Effects; Digital Platforms; Internet and the Web
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      Eisenmann, Thomas R. "Winner-Take-All in Networked Markets." Harvard Business School Background Note 806-131, February 2006. (Revised September 2007.)
      • January 2006 (Revised August 2006)
      • Case

      Four Products: Predicting Diffusion (2006)

      By: John T. Gourville
      One of the critical tasks in the marketing of new innovations is predicting demand and rates of diffusion for those products. Focuses on four innovative products from different domains. Although one can speculate on the scope and rate of diffusion for each of these... View Details
      Keywords: Forecasting and Prediction; Innovation and Invention; Product Launch; Demand and Consumers; Technology Adoption
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      Gourville, John T. "Four Products: Predicting Diffusion (2006)." Harvard Business School Case 506-050, January 2006. (Revised August 2006.)
      • 2006
      • Working Paper

      On the Origin of Shared Beliefs (and Corporate Culture)

      By: Eric J. Van den Steen

      This paper shows why members of an organization often share similar beliefs. I argue that there are two mechanisms. First, when performance depends on making correct decisions, people prefer to work with others who share their beliefs and assumptions, since such... View Details

      Keywords: Organizational Culture; Employees; Values and Beliefs; Mathematical Methods
      Citation
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      Van den Steen, Eric J. "On the Origin of Shared Beliefs (and Corporate Culture)." Sloan School of Management Working Paper, No. 4553-05, January 2006. (Available at SSRN.)
      • December 2005
      • Article

      Adjusting Choice Models to Better Predict Market Behavior

      By: Greg Allenby, Geraldine Fennel, Joel Huber, Thomas Eagle, Tim Gilbride, Jaehwan Kim, Peter Lenk, Rich Johnson, Bryan Orme, Elie Ofek, Thomas Otter and Joan Walker
      Keywords: Decision Choices and Conditions; Markets; Behavior
      Citation
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      Allenby, Greg, Geraldine Fennel, Joel Huber, Thomas Eagle, Tim Gilbride, Jaehwan Kim, Peter Lenk, Rich Johnson, Bryan Orme, Elie Ofek, Thomas Otter, and Joan Walker. "Adjusting Choice Models to Better Predict Market Behavior." Marketing Letters 16, nos. 3/4 (December 2005).
      • October 2005 (Revised February 2010)
      • Background Note

      Calculating Free Cash Flows

      By: Robin Greenwood and David S. Scharfstein
      Outlines the mechanics of calculating free cash flows from historical and proforma financial statements. Focuses on the mechanical process of transforming numbers from financial forecasts into cash flows. View Details
      Keywords: Financial Statements; Forecasting and Prediction; Cash Flow; Mathematical Methods
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      Greenwood, Robin, and David S. Scharfstein. "Calculating Free Cash Flows." Harvard Business School Background Note 206-028, October 2005. (Revised February 2010.)
      • August 2005 (Revised September 2006)
      • Case

      Polyphonic HMI: Mixing Music and Math

      By: Anita Elberse, Jehoshua Eliashberg and Julian Villanueva
      In 2003, Mike McCready, CEO of Barcelona-based Polyphonic HMI, was preparing to launch an artificial intelligence tool that could create significant value for music businesses. The technology, referred to as Hit Song Science (HSS), analyzed the mathematical... View Details
      Keywords: Forecasting and Prediction; Music Entertainment; Business History; Leadership; Marketing Strategy; Strategic Planning; Problems and Challenges; Mathematical Methods; Entertainment and Recreation Industry
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      Elberse, Anita, Jehoshua Eliashberg, and Julian Villanueva. "Polyphonic HMI: Mixing Music and Math." Harvard Business School Case 506-009, August 2005. (Revised September 2006.) (Spanish version also available.)
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