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  • All HBS Web  (1,287)
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    • Research  (1,047)
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  • All HBS Web  (1,287)
    • News  (115)
    • Research  (1,047)
    • Events  (3)
    • Multimedia  (6)
  • Faculty Publications  (799)
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  • February 2005
  • Article

Financial Analyst Characteristics and Herding Behavior in Forecasting

By: Michael B. Clement and Senyo Tse
This study classifies analysts' earnings forecasts as herding or bold and finds that (1) boldness likelihood increases with the analyst's prior accuracy, brokerage size, and experience and declines with the number of industries the analyst follows, consistent with... View Details
Keywords: Experience and Expertise; Forecasting and Prediction; Performance Evaluation; Financial Services Industry
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Clement, Michael B., and Senyo Tse. "Financial Analyst Characteristics and Herding Behavior in Forecasting." Journal of Finance 60, no. 1 (February 2005): 307–341.
  • January 1983 (Revised September 1983)
  • Case

E.T. Phone Home, Inc.: Forecasting Business Demand

By: John F. Cady and Frank V. Cespedes
Describes a process for forecasting market demand for an emerging technology--cellular radio. The student must critically evaluate the demand model and the market estimates, and modify them as appropriate in order to develop a marketing plan and budget. View Details
Keywords: Budgets and Budgeting; Forecasting and Prediction; Marketing Strategy; Demand and Consumers; Business Processes; Technology
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Cady, John F., and Frank V. Cespedes. "E.T. Phone Home, Inc.: Forecasting Business Demand." Harvard Business School Case 583-121, January 1983. (Revised September 1983.)
  • Research Summary

Does the Adoption of Rolling Forecasts Improve Planning?

This field study investigates the consequences of adopting rolling forecasts on organizational planning. Using quarterly product-line forecasted and realized sales data from several business units of a multinational biotechnology supplier, I find that subsequent to the... View Details
  • 1989
  • Book

Forecasting Methods for Management

By: S. Makridakis and S. C. Wheelwright
Keywords: Forecasting and Prediction
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Makridakis, S., and S. C. Wheelwright. Forecasting Methods for Management. 5th ed. New York: John Wiley & Sons, 1989.
  • 05 Jul 2006
  • Working Paper Summaries

Analyst Disagreement, Forecast Bias and Stock Returns

Keywords: by Anna Scherbina; Financial Services
  • 1998
  • Book

Forecasting Methods and Applications

By: S. Makridakis, S. Wheelwright, R. Hyndman and Y. Chang
Keywords: Forecasting and Prediction
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Makridakis, S., S. Wheelwright, R. Hyndman, and Y. Chang. Forecasting Methods and Applications. 3rd ed. New York: John Wiley & Sons, 1998.
  • Research Summary

Analyst Disagreement, Forecast Bias and Stock Returns

We present evidence of inefficient information processing in equity markets by documenting that biases in analysts' earnings forecasts are reflected in stock prices. In particular, investors fail to account for analysts' tendency to withhold negative views and to issue... View Details
  • April 2016
  • Teaching Note

Whither the Weather (Company): Forecasting 2016

By: Rosabeth Moss Kanter and Jonathan Cohen
This Note was created for the purpose of aiding classroom instructors in the use of the Harvard Business School case, "Whither the Weather (Company): Forecasting 2016." As chairman and CEO, David Kenny guided the Weather Company's transformation from a cable television... View Details
Keywords: Weather Company; IBM; Digital; Technology; David Kenny; Television; Weather Channel; Legacy Business; Mainstream; Newstream; Reorganization; Acquisitions; Transformation; Information Technology; Television Entertainment; Acquisition; Consolidation; Change; Leadership
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Kanter, Rosabeth Moss, and Jonathan Cohen. "Whither the Weather (Company): Forecasting 2016." Harvard Business School Teaching Note 316-161, April 2016.
  • November 2018
  • Case

Komatsu Komtrax: Asset Tracking Meets Demand Forecasting

By: Willy Shih, Paul Hong and YoungWon Park
Komatsu's Komtrax system started as a way of remotely monitoring and tracking equipment for the purpose of improving operational efficiency. This case follows its evolution towards other uses including demand forecasting for its sales, marketing, and production... View Details
Keywords: Big Data; Manufacturing; Manufacturing Industry; Data Strategy; Internet Of Things; Construction; Production; Analytics and Data Science; Strategy; Performance Efficiency; Forecasting and Prediction; Industrial Products Industry; Construction Industry; Japan
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Shih, Willy, Paul Hong, and YoungWon Park. "Komatsu Komtrax: Asset Tracking Meets Demand Forecasting." Harvard Business School Case 619-022, November 2018.
  • September 1960 (Revised April 1983)
  • Background Note

Note on Financial Forecasting

Introduction to basic techniques of constructing pro forma statements and cash budgets. Illustrated by examples, supplemented by exercises. View Details
Keywords: Analysis; Investment
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Helfert, Erich A. "Note on Financial Forecasting." Harvard Business School Background Note 206-048, September 1960. (Revised April 1983.)
  • 2013
  • Other Teaching and Training Material

Operations Management Reading: Forecasting

By: Steven C. Wheelwright and Ann B. Winslow
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Wheelwright, Steven C., and Ann B. Winslow. "Operations Management Reading: Forecasting." Core Curriculum Readings Series. Harvard Business Publishing 8042HBH, 2013.
  • 2016
  • Working Paper

Bias in Official Fiscal Forecasts: Can Private Forecasts Help?

By: Jeffrey A. Frankel and Jesse Schreger
Government forecasts of GDP growth and budget balances are generally more over optimistic than private sector forecasts. When official forecasts are especially optimistic relative to private forecasts ex ante, they are more likely also to be over optimistic relative to... View Details
Keywords: Forecasting and Prediction; Macroeconomics
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Frankel, Jeffrey A., and Jesse Schreger. "Bias in Official Fiscal Forecasts: Can Private Forecasts Help?" NBER Working Paper Series, No. 22349, June 2016.
  • 17 Oct 2018
  • Working Paper Summaries

Quantile Forecasts of Product Life Cycles Using Exponential Smoothing

Keywords: by Xiaojia Guo, Kenneth C. Lichtendahl Jr., and Yael Grushka-Cockayne
  • August 28, 2019
  • Article

How to Make Your Sales Forecasts More Accurate

By: Lou Shipley
Companies need consistently accurate sales forecasts — but unfortunately they are rare. That’s because many companies fail to align their sales and marketing departments, and that alignment is a prerequisite for forecast accuracy. Companies can achieve better alignment... View Details
Keywords: Sales; Forecasting and Prediction; Marketing; Alignment; Technology
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Shipley, Lou. "How to Make Your Sales Forecasts More Accurate." Harvard Business Review Digital Articles (August 28, 2019).
  • 25 Jul 2016
  • Working Paper Summaries

Bias in Official Fiscal Forecasts: Can Private Forecasts Help?

Keywords: by Jeffrey A. Frankel and Jesse Schreger
  • June 2020
  • Supplement

Ride-Hailing Services: Forecasting Uber's Growth

By: E. Ofek, Eitan Muller and Barak Libai
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Ofek, E., Eitan Muller, and Barak Libai. "Ride-Hailing Services: Forecasting Uber's Growth." Harvard Business School PowerPoint Supplement 520-714, June 2020.
  • November 2023
  • Article

Brokerage House Initial Public Offerings and Analyst Forecast Quality

By: Mark Bradshaw, Michael Drake, Joseph Pacelli and Brady Twedt
We examine how brokerage firm initial public offerings (IPOs) influence the research quality of sell-side analysts employed by the brokerage. Our main results focus on earnings forecast bias and absolute forecast errors as proxies for research quality. Using a... View Details
Keywords: IPOs; Research Analysts; "Brokerage Industry; Initial Public Offering; Employees; Behavior; Outcome or Result
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Bradshaw, Mark, Michael Drake, Joseph Pacelli, and Brady Twedt. "Brokerage House Initial Public Offerings and Analyst Forecast Quality." Management Science 69, no. 11 (November 2023): 7079–7094.
  • 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.)
  • May 2019
  • Supplement

Ride-Hailing Services: Forecasting Uber's Growth

By: E. Ofek, Eitan Muller and Barak Libai
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Ofek, E., Eitan Muller, and Barak Libai. "Ride-Hailing Services: Forecasting Uber's Growth." Harvard Business School Spreadsheet Supplement 519-706, May 2019.
  • October 1979 (Revised December 1981)
  • Case

Olympia Brewing Co.: Market Forecasting (A)

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Reibstein, David J., and George S. Yip. "Olympia Brewing Co.: Market Forecasting (A)." Harvard Business School Case 580-027, October 1979. (Revised December 1981.)
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